diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index f423eb4fba86a2afa7d0f533b68750a0da036cb3..2fd24a7e4836162074b7646d91d30a11a1c9dd27 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260629T120018Z", - "generated_at": "2026-06-29T12:11:18Z", + "snapshot_id": "20260629T180016Z", + "generated_at": "2026-06-29T18:11:39Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1049,6 +1049,315 @@ } ] }, + { + "cluster_id": "cluster-43451-6", + "summary": "Cluster of 6 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 46836, + 46891, + 46953, + 46957, + 46961 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 46836, + "code_similarity": 0.238, + "size_similarity": 0.715, + "file_overlap": 0.152, + "area_overlap": 0.0, + "patch_similarity": 0.33, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "src/transformers/conversion_mapping.py", + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 1361, + 1368 + ] + ], + "right_ranges": [ + [ + 885, + 892 + ] + ] + }, + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 627, + 659 + ] + ], + "right_ranges": [ + [ + 1380, + 1446 + ] + ] + }, + { + "filename": "src/transformers/models/__init__.py", + "left_ranges": [ + [ + 288, + 294 + ] + ], + "right_ranges": [ + [ + 450, + 456 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 385, + 392 + ], + [ + 813, + 819 + ], + [ + 933, + 939 + ], + [ + 1054, + 1060 + ], + [ + 1186, + 1192 + ] + ], + "right_ranges": [ + [ + 623, + 633 + ], + [ + 898, + 907 + ], + [ + 1102, + 1108 + ], + [ + 1228, + 1234 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 325, + 332 + ], + [ + 1081, + 1087 + ], + [ + 1900, + 1906 + ] + ], + "right_ranges": [ + [ + 495, + 501 + ], + [ + 1097, + 1103 + ] + ] + } + ] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46891, + "code_similarity": 0.002, + "size_similarity": 0.007, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.007, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46953, + "code_similarity": 0.002, + "size_similarity": 0.01, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.003, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46957, + "code_similarity": 0.012, + "size_similarity": 0.029, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.042, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46961, + "code_similarity": 0.004, + "size_similarity": 0.007, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.019, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 46891, + "code_similarity": 0.003, + "size_similarity": 0.009, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.008, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 46953, + "code_similarity": 0.003, + "size_similarity": 0.014, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.003, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 46957, + "code_similarity": 0.015, + "size_similarity": 0.04, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.049, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 46961, + "code_similarity": 0.005, + "size_similarity": 0.01, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.019, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46891, + "right_pr_number": 46953, + "code_similarity": 0.13, + "size_similarity": 0.652, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46891, + "right_pr_number": 46957, + "code_similarity": 0.049, + "size_similarity": 0.231, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.019, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46891, + "right_pr_number": 46961, + "code_similarity": 0.202, + "size_similarity": 0.935, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.102, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46953, + "right_pr_number": 46957, + "code_similarity": 0.075, + "size_similarity": 0.355, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.027, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46953, + "right_pr_number": 46961, + "code_similarity": 0.141, + "size_similarity": 0.697, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46957, + "right_pr_number": 46961, + "code_similarity": 0.053, + "size_similarity": 0.247, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.022, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", @@ -1149,18 +1458,20 @@ ] }, { - "cluster_id": "cluster-46894-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #46894.", + "cluster_id": "cluster-46894-6", + "summary": "Cluster of 3 issues and 3 PRs centered on issue #46894.", "status": "open", "confidence": 0.8, "canonical_issue_number": 46894, - "canonical_pr_number": 46895, + "canonical_pr_number": 46903, "issue_numbers": [ 46894, - 46897 + 46897, + 46901 ], "pr_numbers": [ 46895, + 46903, 46958 ], "evidence_types": [ @@ -1169,6 +1480,59 @@ "soft_similarity" ], "pr_comparisons": [ + { + "left_pr_number": 46895, + "right_pr_number": 46903, + "code_similarity": 0.362, + "size_similarity": 0.443, + "file_overlap": 0.333, + "area_overlap": 0.419, + "patch_similarity": 0.178, + "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": [ + [ + 615, + 627 + ], + [ + 639, + 654 + ] + ], + "right_ranges": [ + [ + 637, + 651 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 478, + 490 + ], + [ + 502, + 517 + ] + ], + "right_ranges": [ + [ + 500, + 514 + ] + ] + } + ] + }, { "left_pr_number": 46895, "right_pr_number": 46958, @@ -1253,6 +1617,59 @@ ] } ] + }, + { + "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 + ] + ] + } + ] } ] }, @@ -2006,222 +2423,6 @@ } ] }, - { - "cluster_id": "cluster-45332-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 45333, - "issue_numbers": [], - "pr_numbers": [ - 45332, - 45333 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45332, - "right_pr_number": 45333, - "code_similarity": 0.612, - "size_similarity": 0.35, - "file_overlap": 0.389, - "area_overlap": 0.988, - "patch_similarity": 0.531, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "docs/source/en/heterogeneous_configurations.md", - "src/transformers/configuration_utils.py", - "src/transformers/integrations/heterogeneity/__init__.py", - "src/transformers/integrations/heterogeneity/configuration_utils.py", - "tests/heterogeneity/__init__.py", - "tests/heterogeneity/test_configuration_utils.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 16, - 23 - ] - ], - "right_ranges": [ - [ - 16, - 23 - ] - ] - }, - { - "filename": "docs/source/en/heterogeneous_configurations.md", - "left_ranges": [ - [ - 1, - 206 - ] - ], - "right_ranges": [ - [ - 1, - 206 - ] - ] - }, - { - "filename": "src/transformers/configuration_utils.py", - "left_ranges": [ - [ - 30, - 36 - ], - [ - 123, - 129 - ], - [ - 191, - 198 - ], - [ - 306, - 315 - ], - [ - 320, - 328 - ], - [ - 447, - 454 - ], - [ - 857, - 865 - ], - [ - 963, - 971 - ], - [ - 989, - 1004 - ], - [ - 1027, - 1035 - ], - [ - 1080, - 1088 - ], - [ - 1367, - 1376 - ] - ], - "right_ranges": [ - [ - 30, - 36 - ], - [ - 123, - 129 - ], - [ - 191, - 198 - ], - [ - 306, - 315 - ], - [ - 320, - 328 - ], - [ - 447, - 454 - ], - [ - 857, - 865 - ], - [ - 963, - 971 - ], - [ - 989, - 1004 - ], - [ - 1027, - 1035 - ], - [ - 1080, - 1088 - ], - [ - 1367, - 1376 - ] - ] - }, - { - "filename": "src/transformers/integrations/heterogeneity/__init__.py", - "left_ranges": [ - [ - 1, - 35 - ] - ], - "right_ranges": [ - [ - 1, - 22 - ] - ] - }, - { - "filename": "src/transformers/integrations/heterogeneity/configuration_utils.py", - "left_ranges": [ - [ - 1, - 392 - ] - ], - "right_ranges": [ - [ - 1, - 392 - ] - ] - }, - { - "filename": "tests/heterogeneity/test_configuration_utils.py", - "left_ranges": [ - [ - 1, - 343 - ] - ], - "right_ranges": [ - [ - 1, - 343 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2500,12 +2701,13 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-4", + "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897 + 46897, + 46901 ], - "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2527,6 +2729,19 @@ "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-43451-6", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46836, + 46891, + 46953, + 46957, + 46961 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-6 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2571,15 +2786,6 @@ "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-45332-2", - "canonical_pr_number": 45333, - "duplicate_pr_numbers": [ - 45332 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45332-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -2626,20 +2832,21 @@ "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, + "cluster_id": "cluster-46894-6", + "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." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-4", + "cluster_id": "cluster-46894-6", "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 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 166.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ad0ec39cd94baaca5c0772d3e9f8d7f6a21f99bb..d597be0df306c9eee1eca0818954bd69c3e5e8b0 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": "20260629T120018Z", - "generated_at": "2026-06-29T12:11:18Z", + "snapshot_id": "20260629T180016Z", + "generated_at": "2026-06-29T18:11:39Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,7 +10,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 1, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -132,478 +132,412 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "0d38d2f8a2898a5e56f0042f457ce204b7262d5b8593c484ed6265c9a6f26983", + "prepared_review_unit_hash": "159f3ce72dc6e372186ca9467d0231907ef6fb07f777a634640bb1a29aefa19f", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46569, - "estimated_input_tokens": 11643, - "estimated_eval_tokens": 23542 + "serialized_chars": 46573, + "estimated_input_tokens": 11644, + "estimated_eval_tokens": 23544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with a few true duplicate subclusters: DeepSpeed ZeRO-3 index-0-out-of-bounds reports around BERT/Gemma3, a Qwen3.5 MoE rotary-embedding issue, and a torch 2.4.1 compatibility pair. Most other soft edges are only loosely theme-similar and should stay separate.", - "confidence": 0.72, - "canonical_issue_reason": "Best anchor is issue 43638: it sits at the center of the clearest duplicate subcluster (43596 and 41762) and captures the shared ZeRO-3 index-0-out-of-bounds failure more generically than the model-specific reports.", + "summary": "This cluster is mostly noisy soft-similarity matches across unrelated issues. The only strong duplicate-looking pair is the ZeRO-3/BERT index-out-of-bounds reports, with a second plausible torch-compatibility pair.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43596 is the clearest concrete bug report in the set and has the closest true duplicate (43638); both describe the same ZeRO-3/BERT index-out-of-bounds failure during model loading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43638 is the strongest representative of the concrete ZeRO-3/index-error bug family in this set, with clean duplicate evidence from both 43596 and 41762.", + "best_issue_reason": "43596 is the best representative issue because it is specific, reproducible, and directly tied to a near-identical follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions API failure." + "reason": "Different model/API failures: Qwen3.5 config attribute error vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated hardware-specific bugs; AMD GPU failure is not the same as an MPS histogram-op limitation." + "reason": "Different runtime paths: AMD GPU device-map failure vs MPS histogram op not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both mention runtime problems, but the models, platforms, and concrete failures differ." + "reason": "Different models and bugs: Mistral dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Only share a broad dtype/device theme; the actual model and error paths are different." + "reason": "Both are runtime errors, but the model, device context, and failure mode differ." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "GPT-OSS on AMD GPUs vs a broken Nemotron example are different issues." + "reason": "Unrelated model/runtime issue vs broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and symptoms; not the same underlying bug." + "reason": "Different problems: GPU device-map failure vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 config failure are different bugs." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failures are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error vs Qwen3 auto-device-map CUDA assert; same general area, different bug." + "reason": "Different subsystems: export-time ONNX issue vs Qwen3 auto device-map assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs outdated RAG examples are not the same issue." + "reason": "Table QA crash and RAG example docs are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup, but they target different removed content and would not be one duplicate bug." + "reason": "Both are docs cleanup items for v5, but they target different obsolete content." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT export failure and GenerationMixin import error are unrelated." + "reason": "Different failure classes: ONNX export vs missing GenerationMixin import." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resume/trust_remote_code are different training issues." + "reason": "Different training issues: TRL SFT embedding unpacking vs resume/trust-remote-code behavior." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Remote-code resume failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Resume-training problem and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape mismatch and Gemma4 PLE device-mapping failure are different forward-path bugs." + "reason": "Mask-shape IndexError and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are runtime errors, but one is a ZeRO-3 init index error and the other is a mask/tensor shape mismatch." + "reason": "Different error signatures and code paths." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 index error vs resume/trust_remote_code problem; no shared code-path." + "reason": "ZeRO-3 BERT loading bug vs resume-training issue; not the same bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure modes: ZeRO-3 index error versus mask/tensor shape mismatch." + "reason": "Both are IndexErrors, but the model/loading path and root symptom differ." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "These are different model-input bugs; one is mask indexing, the other is video feature/token mismatch." + "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video template mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape mismatch is not the same as GPT-OSS TP failure." + "reason": "Different model/runtime problems: mask shape error vs GPT-OSS TP issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Remote-code resume failure and broken Nemotron example are unrelated." + "reason": "Resume-training issue and Nemotron example breakage are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3-vl video StopIteration and training-resume remote-code issue are different." + "reason": "Video StopIteration bug and resume-training bug are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is ZeRO-3 index error; different bugs." + "reason": "Both involve DeepSpeed, but the concrete failures and affected models differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds bug during Bert model loading/init; only the model wording differs." + "reason": "Same ZeRO-3/BERT index-out-of-bounds failure during model loading; nearly identical reports." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy being called is not the same as GPT-OSS only-TP failure." + "reason": "Liger cross-entropy call issue and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save inconsistency are different behaviors." + "reason": "DeepSeek detokenization regression and LoRA merge/save mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime failure vs LoRA merge/save mismatch are unrelated." + "reason": "Qwen NVFP4 runtime error and LoRA save/load output mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class error are different problems." + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different issues." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are not the same bug." + "reason": "Different model families and different device-placement failures." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as a mask indexing error." + "reason": "Activation-checkpointing/FSDP tensor-size mismatch is not the same as the mask index error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training error about weight shape and DeepSpeed collective mismatch are different issues." + "reason": "Both mention DeepSpeed, but one is a 2-D weight training error and the other is a collective mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram-op limitation is unrelated to YOLO multi-GPU auto device mapping." + "reason": "MPS int histogram limitation and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3.5 MoE rotary-embedding bug family; both point to bad `inv_freq` handling across device/materialization/offload paths." + "accept": false, + "reason": "Both touch Qwen3.5 MoE rotary embedding, but they describe different concrete bugs and triggers." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 index error and GPT-OSS TP issue do not share the same underlying failure." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Both are model runtime failures, but the actual mechanisms and models differ." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral grouped_mm tracing failure and Mistral-3 dtype mismatch are different bugs." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Different model/example and different failure modes." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Qwen NVFP4 runtime failure and TRL SFT embedding unpacking are unrelated." + "reason": "BERT ZeRO-3 loading error and GPT-OSS tensor-parallel issue are unrelated." }, { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram-op limitation are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:34928", + "right": "issue:36331", "accept": false, - "reason": "Mistral dtype mismatch vs Qwen NVFP4 failure; same broad area, different bugs." + "reason": "FSDP checkpoint tensor-size mismatch and CustomTrainer signature mismatch are different bugs." }, { - "left": "issue:44918", + "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding issue and GPT-OSS tensor-parallel issue are not the same underlying bug." + "reason": "ZeRO-3 BERT loading issue and GPT-OSS TP issue are unrelated." }, { "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Mistral dtype mismatch and MPS histogram-op limitation are different failures." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds loading/init failure; model names differ but the underlying bug is the same." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross_entropy call and TRL SFT embedding unpacking are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs regressions after v5, but they refer to different removed docs content and should not be merged as duplicates." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Autocast dtype mismatch and MPS int histogram limitation are different bugs." - }, - { - "left": "issue:43039", - "right": "issue:43828", + "right": "issue:45507", "accept": false, - "reason": "Liger Kernel cross_entropy being called and an autocast dtype mismatch are not the same code-path problem." + "reason": "Different models and failure modes: dtype mismatch vs invalid method call." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer compute_loss signature break are unrelated." + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different problems." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "FSDP/checkpointing tensor-size mismatch and GenerationMixin import error are unrelated." + "reason": "NVFP4 runtime failure and GPT-OSS AMD GPU issue are unrelated." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "AMD GPU failure and outdated RAG examples are unrelated." + "reason": "Different model-specific regressions: Gemma3 config attribute error vs Mistral regex patch crash." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Liger Kernel cross_entropy call and mask-shape mismatch are different bugs." + "reason": "Same model family, but device mismatch and expensive reverse embedding lookup are different bugs." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same torch 2.4.1 incompatibility report; 45800 is the more specific versioned instance of the same issue." + "reason": "Both report the same torch 2.4.1 compatibility regression; one is just phrased more generally." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen-3-8B NVFP4 failure are different compatibility/runtime issues." + "reason": "Generic torch incompatibility and Qwen NVFP4 runtime failure are not the same bug." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto-device-map CUDA assert are unrelated." + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-map assert are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi autocast dtype mismatch and GPT-OSS TP failure do not share the same bug." + "reason": "Different code paths: autocast dtype mismatch vs GPT-OSS tensor-parallel failure." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and failure mechanisms; both are runtime errors only at a very broad level." + "reason": "Both are runtime errors, but they affect different models and failure mechanisms." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing and Mistral-3 dtype mismatch are distinct issues." + "reason": "Mixtral torch-dynamo grouped_mm failure and Mistral image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral-3 dtype mismatch and broken Nemotron example are unrelated." + "reason": "Different models and different failure surfaces." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen NVFP4 runtime failure vs TRL SFT input-embedding unpacking are different bugs." + "reason": "Qwen NVFP4 runtime error and TRL SFT embedding-unpacking issue are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram-op error are unrelated." + "reason": "GraniteMoE invalid method and MPS int histogram limitation are unrelated." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different model-specific failures; not the same underlying bug." + "reason": "Different model-specific runtime failures." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRl SFT trainer bug and GPT-OSS tensor-parallel bug are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Mistral dtype mismatch and MPS histogram-op limitation are unrelated." + "reason": "TRL SFT embedding issue and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:41762", "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds loading/init failure; model names differ but the underlying bug is the same." + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but they affect different models and are not clearly the same bug." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy call and TRL SFT embedding issue are unrelated." + "reason": "Liger kernel cross-entropy issue and TRL SFT embedding issue are different bugs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Related v5 docs cleanup, but different removed references; not the same duplicate change." + "reason": "Both are docs issues, but they refer to different removed v5 content." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS int histogram limitation are different bugs." + "reason": "Autocast dtype mismatch and MPS integer histogram limitation are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy call and autocast dtype mismatch are different failure paths." + "reason": "Different model/runtime bugs with no shared concrete failure path." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer signature error are unrelated." + "reason": "DeepSpeed collective mismatch and CustomTrainer argument mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP/checkpointing mismatch and GenerationMixin import error are unrelated." + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import error are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." + "reason": "GPT-OSS GPU failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different bugs: Liger Kernel cross_entropy call versus mask indexing mismatch." + "reason": "Liger kernel cross-entropy call issue and mask-shape IndexError are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The three accepted subclusters are supported by the titles/body patterns: ZeRO-3 index-0-out-of-bounds loading errors, the Qwen3.5 MoE rotary/inv_freq bug family, and the torch 2.4.1 incompatibility pair. The rejected soft edges are mostly well-justified as different models, platforms, or failure modes, without overclaiming duplication." + "feedback": "The summary is grounded in the packet and stays conservative. The ZeRO-3/BERT duplicate pair is well supported by the nearly identical titles, and the torch-compatibility pair is presented as only plausible rather than certain. No soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -616,7 +550,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 2, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -700,15 +634,15 @@ "issue:43425|issue:45070", "issue:43975|issue:45901", "issue:45362|issue:45464", - "issue:43792|issue:45070", "issue:43596|issue:45800", + "issue:43792|issue:45070", "issue:43541|issue:46869", "issue:44292|issue:45901", "issue:39290|issue:45823", "issue:36010|issue:39290", "issue:45464|issue:45685", - "issue:43541|issue:45685", "issue:44841|issue:45084", + "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:43404|issue:43866", "issue:45507|issue:46869", @@ -717,292 +651,292 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "ee4d1220f04e282440873d1fbdc953a3cfbf9d35f3d304cea6a909a19a2694dd", + "prepared_review_unit_hash": "2262e91c2b2c139c1cd2d4c9b00df165b7f802dd664c5d8720f727f755f7e4e4", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40040, - "estimated_input_tokens": 10010, - "estimated_eval_tokens": 20276 + "serialized_chars": 40045, + "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 noisy and heterogeneous: it spans unrelated model-loading, device-mapping, docs, and runtime bugs. The only soft edge that looks like a likely true duplicate is the Granite/AutoTokenizer regression pair (45812 \u2194 45920).", - "confidence": 0.33, - "canonical_issue_reason": "Issue 45920 is the broadest representative of the tokenizer-ID regression subcluster, covering multiple affected models rather than just Granite.", + "summary": "The cluster is mostly a grab bag of unrelated transformer/model-loading regressions. The only likely duplicate pair is the AutoTokenizer wrong-token-ID regression, where the broader multi-model report subsumes the Granite-specific one.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the v5 AutoTokenizer wrong-token-ID regression across multiple model families; issue:45812 is a narrower Granite-only manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best single anchor for the cluster\u2019s only plausible duplicate theme because it describes the wider v5 tokenizer regression across several models.", + "best_issue_reason": "issue:45920 best captures the shared underlying bug and has the widest impact scope, making it the strongest canonical issue for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different bugs: corrupted checkpoint vs. text-encoder weights not loading." + "reason": "Different models and failures: corrupted checkpoint loading vs missing text encoder weights." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility reports, but for different torch/transformers breakages." + "reason": "Both are version-compatibility complaints, but they target different incompatibilities and code paths." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL load failure is unrelated to USE_DISTRIBUTED=0 support." + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to USE_DISTRIBUTED=0 support." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Same symptom shape, but different models and likely different zero3 code paths." + "reason": "Both mention Zero-3 index errors, but one is Gemma3-specific loading and the other is a BertModel initialization failure." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 device-map CUDA assert are unrelated." + "reason": "Gemma3 config attribute error in vLLM is unrelated to Qwen3 auto device mapping cuda asserts." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they document different removed/deprecated behaviors." + "reason": "Both are documentation issues, but they describe different docs and different behavior gaps." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to distributed build support." + "reason": "Float8 storage lookup failure is unrelated to the distributed-build regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU model failure and table-question-answering crash are different problems." + "reason": "AMD GPU support for GPT-OSS-20B is unrelated to table QA crashes." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression is unrelated to outdated RAG examples." + "reason": "Tokenizer detokenization bug and outdated RAG examples are unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy fallback and Qwen3.5 video StopIteration are unrelated." + "reason": "Liger Kernel cross_entropy routing is unrelated to Qwen3-vl video StopIteration." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-map PLE mismatch and chat-template video-token mismatch are different failures." + "reason": "Device-mapping mismatch and chat-template video token mismatch are different failures." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure is unrelated to Gemma4 forward device mismatch." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device placement." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint vs. ModelOpt/NVFP4 compatibility are different issues." + "reason": "Checkpoint corruption and NVFP4 compatibility are different issues." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to RAG documentation examples." + "reason": "NemotronH checkpoint loading is unrelated to RAG docs." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are separate regression classes." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying tokenizer-ID regression; 45920 is the broader follow-up report across multiple models." + "reason": "Same underlying v5 AutoTokenizer wrong-token-ID regression; 45812 is a Granite-specific instance and 45920 is the broader multi-model report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint and NemotronH loading failure are not the same bug." + "reason": "Corrupted checkpoint vs model implementation cannot load checkpoints are not the same bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3 NVFP4 execution failure is unrelated to RAG docs." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed-build support." + "reason": "bitsandbytes Int8Params API mismatch is unrelated to the distributed build regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but Gemma3 vLLM config and Qwen3-MoE sliding_window are distinct." + "reason": "Different models and symptoms; both mention sliding-window-ish behavior but not the same concrete bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are zero3-related IndexErrors, but the error signatures and model contexts differ." + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a Zero-3 loading failure." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper run failure is unrelated to table-question-answering crashes." + "reason": "Whisper model loading and table-question-answering crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7 unit-test loading issue and corrupted Ovis2 checkpoint are unrelated." + "reason": "Unit-test load failure for GLM-4.7-Flash is not the same as Ovis2 checkpoint corruption." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility and PretrainedConfig pydantic regression are different breakages." + "reason": "Torch version compatibility and PretrainedConfig pydantic-field regression are different problems." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression is unrelated to table-question-answering crashes." + "reason": "Tokenization/detokenization bug is unrelated to table QA crashes." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming inference API failure are different concrete issues." + "reason": "Both involve Qwen3.5 chat-related failures, but one is a transformers chat crash and the other is streaming chat/completions failure." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43596", + "right": "issue:45800", "accept": false, - "reason": "Whisper run failure and pydantic PretrainedConfig regression are unrelated." + "reason": "Two different Zero-3/version issues with different failure modes." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Zero3 BertModel IndexError and torch/transformers version incompatibility are not the same bug." + "reason": "Whisper load failure and PretrainedConfig pydantic regression are unrelated." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral grouped_mm tracing error and YOLO multi-GPU device-map failure are unrelated." + "reason": "Grouped_mm tracing failure and YOLO multi-GPU device-map failure are different code paths." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 execution issue is unrelated to table QA crashes." + "reason": "Qwen NVFP4 runtime error is unrelated to table QA." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window attribute error and Gemma4 device mismatch are different model bugs." + "reason": "Gemma3 config attribute error and Gemma4 device mismatch are different bugs." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3 config attribute error are unrelated." + "reason": "Importing GenerationMixin and Gemma3TextConfig attribute access are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and MPS histogram kernel error are unrelated." + "reason": "Streaming chat API failure and MPS histogram op limitation are unrelated." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:44841", + "right": "issue:45084", "accept": false, - "reason": "Grouped_mm tracing error and MPS Int histogram error are different failures." + "reason": "Processor failure for Voxtral and template-node compilation error are different issues." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:43541", + "right": "issue:45685", "accept": false, - "reason": "Processor failure and compile/non-template-node error are unrelated." + "reason": "Torch-dynamo grouped_mm tracing failure is unrelated to the MPS histogram Int limitation." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve MoE/runtime dtype problems, but they are different model paths and symptoms." + "reason": "Both are model/runtime numeric issues, but they affect different models and execution paths." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "lm_head weight tying bug and corrupted checkpoint are unrelated." + "reason": "Untied lm_head weights in Mistral3 are unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method and YOLO device-map bug are different issues." + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are different bugs." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but one is mask-shape mismatch and the other is zero-size tensor during loading." + "reason": "Both are IndexErrors, but the tensor-shape mismatch and Zero-3 loading failure are not the same underlying bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn fallback blocking and remote-code config_class errors are unrelated." + "reason": "flash-attn2 fallback gating and remote-code config_class lookup are unrelated loading regressions." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and PretrainedConfig pydantic regression are different breakages." + "reason": "Missing pad_token_idx in StableLmConfig and pydantic PretrainedConfig breakage are different config regressions." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility and Gemma4 device-map mismatch are unrelated." + "reason": "Torch/version incompatibility and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft edge, 45812 \u2194 45920, is well supported by the titles and discussion: both are AutoTokenizer wrong-token-ID regressions, with 45920 clearly the broader v5 regression report. The rest of the rejected pairs are appropriately treated as different bugs, often with different models or failure modes. No obvious overstatement stands out." + "feedback": "The summary is grounded in the packet and stays conservative: most items are indeed unrelated regression reports, and the 45812 \u2194 45920 pairing is well-supported by the titles and scope difference. I don\u2019t see an overstatement of evidence in the soft-edge verdicts." }, "evaluator_used": true, "retried": false, @@ -1015,7 +949,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 3, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -1074,8 +1008,8 @@ ], "soft_pairs": [ "issue:43296|issue:43366", - "issue:44387|issue:45005", "issue:44805|issue:44918", + "issue:44387|issue:45005", "issue:43541|issue:45161", "issue:43828|issue:45464", "issue:43366|issue:45464", @@ -1098,27 +1032,27 @@ "issue:43404|issue:45005", "issue:42915|issue:45399", "issue:43873|issue:45005", - "issue:44530|issue:45005", "issue:44360|issue:44512", + "issue:44530|issue:45005", "issue:44492|issue:44512", "issue:44863|issue:45005", "issue:46489|issue:46491", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "8902d863cadbb8d9fef1d7d81c2f341abfb4edefe256784d9a508cb40d75ccd1", + "prepared_review_unit_hash": "aebe31d42510554b07ce0bb8004a2fafbeac61c8bd1c3b1264b38ee1a0a8c106", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36890, + "serialized_chars": 36892, "estimated_input_tokens": 9223, "estimated_eval_tokens": 18702 }, @@ -1127,90 +1061,90 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are broad topical overlaps rather than true duplicates. The clearest duplicate candidates are the Qwen3.5 video regression pair and the input-validation error-message pair; the rest are different bugs in the same subsystem.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 44479 is the broadest, most concrete regression report here: it names the affected model families and the specific video-input failure mode, making it the best anchor if these reports are grouped.", + "summary": "The cluster is mostly heterogeneous, with only one clear duplicate-style pair: the Qwen video-input regression report is a broader parent of the later Qwen3.5-9B apply_chat_template failure. The rest are mostly related only at a subsystem/theme level, not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it describes the broader video-input regression across multiple Qwen VL/3.5 variants, and issue:46294 reads like a narrower instance of that same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest representative issue overall because it describes a specific, user-facing regression with multiple affected models and a clear failure path.", + "best_issue_reason": "issue:44479 is the strongest issue to keep as the representative bug report: it has the broadest scope, matches the concrete symptom pattern, and is backed by discussion that spans multiple affected model variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: one is a PaddleOCR-VL load failure, the other is GGUF support for gpt-oss." + "reason": "Different failures: PaddleOCR-VL load/version compatibility vs GGUF gpt-oss architecture support." }, { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Unrelated bugs; int4 memory/OOM behavior is not the same as tied-weights handling." + "reason": "Both mention shape-related errors, but one is an index/mask mismatch and the other is a trainer/input-embedding unpacking failure; not the same bug path." }, { - "left": "issue:44805", - "right": "issue:44918", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Both are shape-related errors, but they occur in different code paths and model/training setups." + "reason": "OOM under int4 quantization is unrelated to tied-weight problems in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE/Tensor Parallel failures; no clear shared underlying bug." + "reason": "Both involve MoE models, but the concrete failures differ: torchdynamo grouped_mm tracing vs tensor-parallel support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "One is an autocast dtype mismatch, the other is a streaming chat/completions failure." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different code path from Qwen3.5 streaming chat/completions failures." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + "reason": "Unrelated model families and symptoms: GGUF architecture support vs streaming inference API failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both involve v5 compatibility, but they are distinct issues affecting different APIs." + "reason": "One is an init_empty_weights argument-compatibility error; the other is a pydantic/PretrainedConfig field regression." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is not the same as the PretrainedConfig/pydantic breakage." + "reason": "Sliding-window behavior on Qwen3-MoE is unrelated to the PretrainedConfig/pydantic breakage." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both raise IndexError, but the tensor mismatch and zero-sized init failures are different bugs." + "reason": "Both are IndexError reports, but they arise from different mechanisms: mask-length mismatch vs deepspeed zero3/BertModel empty-shape access." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal failures: dtype mismatch in preprocessing versus video feature/token mismatch." + "reason": "Image-preprocessor dtype mismatch on Mistral-3 is not the same as Qwen video token/feature count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers version incompatibility are separate problems." + "reason": "Remote-code model breakage and torch/transformers incompatibility are too broad and not the same concrete defect." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the reports describe different symptoms and likely different defects." + "reason": "Both involve siglip2, but one reports degraded embedding quality and the other nonsensical pipeline outputs; not enough evidence of one underlying bug." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Same video-input regression family; 46294 looks like a specific instance of the broader Qwen3.5-related bug in 44479." + "reason": "Same underlying video-input regression: 46294 is a specific Qwen3.5-9B manifestation of the broader issue described in 44479." }, { "left": "issue:46468", @@ -1222,109 +1156,109 @@ "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different Qwen 3.5/3.6 issues: composite config unwrapping versus uninitialized rotary embedding memory." + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different model-init bugs." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different loading/training failures with different causes; no common code-path evidence." + "reason": "Deepspeed zero3/BertModel index error is unrelated to resuming training with local trust_remote_code models." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention fallback behavior and remote-code config_class errors are unrelated." + "reason": "Flash Attention 2 integration issues are not the same as the remote-code model_class/config_class attribute error." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/training bugs with no concrete shared mechanism." + "reason": "Different multimodal validation failures: image preprocessing dtype mismatch vs SFT trainer embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape error and TRL embedding unpacking failure are different issues." + "reason": "FSDP 2-D weight error is unrelated to the Qwen3.5 input-embedding trainer failure." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "No evidence these perplexity/GLM5 reports share the same underlying defect." + "reason": "Perplexity regression on gpt-oss-20b and GLM5 are unrelated model-specific evaluation issues." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization and Flash Attention fallback checks are unrelated." + "reason": "Jupyter/custom-model init breakage is unrelated to fallback-to-flash-attn2 gating." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve remote-code/custom module loading, but the reported failure modes are not concrete enough to treat as the same bug." + "reason": "Both are trust_remote_code/load-cache themed, but one is a leaf-directory cache collision and the other is wrong custom-module loading after save_pretrained; not clearly the same concrete bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and translation-model tied-weight issues are different model families and fixes." + "reason": "Both touch tied weights, but one is a specific missing lm_head tie in Mistral3 while the other is a broader v5 translation-model tied-weight regression." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and Flash Attention fallback blocking are unrelated." + "reason": "FineGrainedFP8Config failure on Qwen3MoE is unrelated to flash-attn2 fallback gating." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading/OOM behavior is not the same as tied-weight handling." + "reason": "Quantization/offloading behavior and tied-weight translation-model issues are different problems." }, { - "left": "issue:44530", - "right": "issue:45005", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weight translation models are unrelated." + "reason": "A DSA indexer/debug discussion is unrelated to a docs typo." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:44530", + "right": "issue:45005", "accept": false, - "reason": "A DSA indexer discussion and a docs typo are not duplicate bugs." + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weight translation model behavior." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Both are documentation/naming issues, but they are different changes." + "reason": "Cache-strategy typo and removed-run-command docs are different documentation issues." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and tied-weights translation models are unrelated." + "reason": "NemotronH checkpoint loading failure is unrelated to tied weights in translation models." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms." + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and different round-trip behaviors; not one underlying bug." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Both describe the same validation/error-message bug class; 46463 appears to be a T5-specific manifestation of the broader XOR/input validation issue." + "accept": false, + "reason": "Both are validation/error-message bugs, but 45183 is the generic input_ids/inputs_embeds XOR issue while 46463 is specifically T5 decoder-input validation; too little evidence they are the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays appropriately conservative. The two accepted soft pairs are well-supported as likely same-bug clusters, while the rejections avoid overclaiming despite topical similarity. The overall summary is careful and consistent with the issue titles/evidence provided." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft pairs. The 44479 \u2194 46294 linkage is supported by the titles and looks like the only clearly mergeable duplicate-style pair; the other false verdicts are cautious and not overstated." }, "evaluator_used": true, "retried": false, @@ -1337,7 +1271,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 4, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -1417,8 +1351,8 @@ "issue:44403|issue:44451", "issue:43975|issue:45520", "issue:41553|issue:43881", - "issue:42947|issue:43856", "issue:24643|issue:28530", + "issue:42947|issue:43856", "issue:43643|issue:45020", "issue:44403|issue:44488", "issue:41762|issue:42915", @@ -1426,20 +1360,20 @@ "issue:43782|issue:44960", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "3bcee8f123458ecbff84421eba671b47d7c61d2bc9326f6f575e3d815458b721", + "prepared_review_unit_hash": "830ffaaaaab6006509c74d6a680576f58bca275a089251bfd86c38a5a80bac8f", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36794, + "serialized_chars": 36793, "estimated_input_tokens": 9199, "estimated_eval_tokens": 18654 }, @@ -1448,202 +1382,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with a few small duplicate subgroups. The clearest cluster is the non-persistent-buffer regression anchored by #43950, with #43644 and #44534 as strong matches. #45902 is adjacent but not clearly the same bug, so it should not be treated as a confirmed duplicate of that subgroup. Smaller duplicate families appear around SigLIP2 discrepancies and static-cache seq-length behavior.", - "confidence": 0.66, - "canonical_issue_reason": "#43950 is still the best canonical issue for the non-persistent-buffer regression because it states the broad underlying bug clearly and matches the strongest confirmed duplicates (#43644, #44534). #45902 is related in theme but not safely the same failure mode, so it should not broaden the canonical cluster.", + "summary": "This cluster is a loose set of Transformers v5 regression reports with several near-neighbors, but the soft pairs do not clear a conservative duplicate bar. The non-persistent-buffer reports are the strongest family signal, while the tokenizer/model-loading/quantization items mostly look related by subsystem rather than the same concrete bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43950 is the best representative anchor for the cluster because it captures the clearest reusable regression family (non-persistent buffer corruption in v5), but it should be treated as a family representative rather than a confirmed duplicate of the surrounding reports.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the most representative issue overall because it captures the broadest confirmed regression in the packet and has the strongest supporting duplicate links.", + "best_issue_reason": "issue:43950 is the best global issue representative because it states the broadest and most central v5 regression pattern in this set, even though many neighboring issues are only loosely related and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different model-specific failures: tokenizer detokenization vs. Qwen3 NVFP4 loading error." + "reason": "Both are DeepSeek/Qwen-adjacent loading/tokenizer failures, but they involve different models and different failure modes." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Unrelated code paths: TRL SFT embedding unpacking vs. GraniteMoEHybrid invalid method call." + "reason": "Different model families and different concrete bugs; TRL embedding unpacking is not the same as the GraniteMoE invalid-method issue." }, { "left": "issue:43950", "right": "issue:44534", - "accept": true, - "reason": "Same underlying regression: non-persistent buffers are being corrupted/junk-filled in Transformers v5." + "accept": false, + "reason": "Both describe non-persistent-buffer corruption in v5, but the wording suggests a related manifestation rather than a confidently identical report." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs example errors/quantization failure is not the same bug as degraded SigLIP2 text embeddings." + "reason": "Docs-example/processor mismatch and quantization errors are not the same as the SigLIP2 embedding-quality regression." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Both report the same non-persistent buffer corruption regression, with #43644 phrased as the broader symptom." + "accept": false, + "reason": "These are related v5 buffer-loading regressions, but the evidence is not strong enough to treat them as one confirmed duplicate." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: custom loss signature mismatch vs. DeepSpeed ZeRO-3 loading index error." + "reason": "Custom trainer signature mismatch and DeepSpeed ZeRO-3 loading IndexError are different code paths and different failures." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are low-level runtime compatibility issues, but they are different errors and different code paths." + "reason": "Both touch quantization-related areas, but they are distinct incompatibilities with different error classes and causes." }, { "left": "issue:46899", "right": "issue:46932", - "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 explicitly references the same fix." + "accept": false, + "reason": "The titles point to the same Gemma4 quantized embedder area, but the packet does not provide enough certainty to merge them as a confirmed duplicate." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different symptoms and model paths: autocast dtype mismatch vs. Qwen3.5 position_ids/Flash Attention crash." + "reason": "Autocast dtype mismatch and Qwen3.5 3D position_ids / SDPA behavior are different bugs, even if both appear in generation paths." }, { "left": "issue:45920", "right": "issue:46489", - "accept": true, - "reason": "Same tokenizer regression family: #46489 is a specific remaining DeepSeek-Coder v1 case of the broader v5 token-id bug." + "accept": false, + "reason": "The tokenizer regressions are related, but one is a broad multi-model v5 issue and the other is a DeepSeek-Coder-specific symptom." }, { "left": "issue:45987", "right": "issue:46858", - "accept": true, - "reason": "Same cache API contract bug: get_seq_length() returning a tensor instead of an int breaks downstream arithmetic." + "accept": false, + "reason": "They are close on the API surface, but the backend behavior and downstream breakage are described differently enough to keep separate." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality complaints are not the same as a generic tokenizer-version change report." + "reason": "A model-quality regression and a generic tokenization-change report are not the same concrete bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Related model family, but the reported symptoms differ enough that this is not clearly the same underlying bug." + "reason": "Both involve SigLIP2, but zero probabilities and degraded text embeddings are distinct symptoms and not clearly one defect." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "#45902 is a Qwen3_5Moe rotary-embedding uninitialized-memory issue after meta -> to_empty(cuda) materialization; that is related in spirit but not clearly the same non-persistent-buffer corruption regression as #43950." + "reason": "Both fit the non-persistent-buffer family, but the meta->to_empty(cuda) report is a specific manifestation rather than a certain duplicate." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing tied-weights metadata." + "reason": "Bad AutoTokenizer error messaging and Molmo tied-weights failure are different models and different root causes." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Both point to the same SigLIP2 implementation discrepancy relative to the reference/JAX behavior." + "accept": false, + "reason": "These are both SigLIP2-related, but the reports focus on different aspects of behavior and implementation mismatch." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "One is a FlashAttention crash from 3D position_ids; the other is CPU-offload incompatibility in rotary embedding." + "reason": "Both are Qwen3.5 issues, but flash-attn position handling and CPU-offload rotary embedding incompatibility are different bugs." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization OOM from reserved CUDA memory growth." + "reason": "Gradient checkpointing/LoRA behavior and int4 OOM are both memory-adjacent, but not the same code-path problem." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model subsystems: Gemma4 FSDP2 shared_kv_states rebuild vs. Qwen3_5Moe rotary embedding materialization." + "reason": "Gemma4 FSDP2 KeyError and non-persistent buffer corruption are unrelated failures." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same bug as a model actually failing to load." + "reason": "Generic loading noise is not the same as an inability to load a specific model." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression is unrelated to the Python 3.13 flash_attn import error." + "reason": "Tokenizer detokenization and flash_attn import failure are unrelated bugs." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad tokenizer error messaging for Voxtral is unrelated to glm-4v-9b loading failure." + "reason": "They are both load failures, but for different models and different failure causes." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:24643", + "right": "issue:28530", "accept": false, - "reason": "Different training inefficiency problems: PEFT gradient checkpointing vs. Qwen3 MoE memory usage." + "reason": "DeepSpeed weight-shape training error and early-stopping metric selection are unrelated." }, { - "left": "issue:24643", - "right": "issue:28530", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "DeepSpeed weight-shape runtime error is unrelated to early-stopping metric selection." + "reason": "Both mention memory, but one is checkpointing/LoRA behavior and the other is Qwen3 MoE training memory usage." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code=True is a narrower config-loading bug, not the same as broad remote_code breakage." + "reason": "Remote-code loading breakage is too broad to equate with missing fields in AutoConfig objects." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise is not the same underlying problem as failing to load a specific model." + "reason": "Logging noise and a model-loading failure do not share the same underlying bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model-loading failures: Gemma3 ZeRO-3 index error vs. Qwen3Moe FineGrainedFP8Config issue." + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FineGrainedFP8 failure are distinct model/runtime issues." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure and flash-attn fallback logic are unrelated." + "reason": "Tokenizer loading regression and flash-attn fallback logic are different subsystems and different failures." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only=True load error is unrelated to GLM5." + "reason": "Qwen3VL weight-only loading and GLM5 are not the same bug." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for Qwen2.5 VL is unrelated to the bitsandbytes Int8Params incompatibility." + "reason": "Missing model class import and bitsandbytes Int8Params incompatibility are unrelated failures." } ] }, "evaluator_result": { "accept": false, - "feedback": "Most of the pair judgments are conservative and grounded, but the cluster summary overreaches on the non-persistent-buffer subgroup. In particular, the acceptance of #43950 with #45902 is not well supported by the packet alone: #45902 is a Qwen3_5Moe rotary-embedding uninitialized-memory issue after `meta -> to_empty(cuda)` materialization, which is not clearly the same bug as the explicit non-persistent-buffer regression in #43950/#43644/#44534. Because that link is too strong, the summary\u2019s claim that #45902 is a narrower manifestation of the same regression is overstated. The rest of the summary is mostly fine, but this edge should be downgraded or marked uncertain." + "feedback": "The cluster summary is mostly plausible, but it overstates duplicate confidence. In the packet, every soft pair is marked deterministic_accept=false, yet the analyst flips several of them to accept=true (notably 43950\u219444534, 43644\u219443950, 43950\u219445902, 45920\u219446489, and 46899\u219446932). That is not conservative enough for this evaluator. The safest read is that these are related regression families or near-neighbors, not confirmed duplicates, so the canonical/best-issue language should be softened accordingly." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1652,7 +1586,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 5, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -1722,8 +1656,8 @@ "issue:43827|issue:44509", "issue:46894|issue:46897", "issue:45759|issue:46661", - "issue:43872|issue:46869", "issue:43404|issue:43950", + "issue:43872|issue:46869", "issue:43872|issue:44291", "issue:45020|issue:46661", "issue:43792|issue:44220", @@ -1738,14 +1672,14 @@ "issue:44479|issue:44560", "issue:41553|issue:44488" ], - "prepared_review_unit_hash": "bef3d89e437bd0880b77e6e30370eb8dd306e07fe3eb400677d778bf4839db8a", + "prepared_review_unit_hash": "7c44ff36bb25511792d57dd568ac093e69240a90f0c2a3d3fa7b882f9d72d0cd", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 47, @@ -1760,186 +1694,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated tokenizer/loading/regression issues. The clear duplicate groups are the _is_hf_initialized / init_empty_weights loading bug, the docs pipeline-removal cleanup, and the mask-shape IndexError; most other pairs are only loosely similar and should stay separate.", - "confidence": 0.76, - "canonical_issue_reason": "issue:44291 is the best issue anchor because it states the root cause and affected path for the _is_hf_initialized loading regression, while issue:43872 is the more symptom-focused variant.", + "summary": "A few clear duplicate pairs appear, mostly around tokenizer/docs regressions and one shared training-loss bug; most other soft edges are only broad subsystem similarity and should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44291 is the clearest root-cause report: it names the unexpected `_is_hf_initialized` loading failure, gives the affected version range, and captures the generic bug better than the more specific manifestation in issue:43872.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the strongest representative issue in this cluster: concrete traceback, explicit version scope, and a clear fix target make it the most useful duplicate canonical.", + "best_issue_reason": "issue:44291 is the strongest canonical issue candidate because it is explicit, reproducible, and general enough to represent the `_is_hf_initialized` loading regression cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: MPS histogram/int handling vs device-map forward mismatch. Same broad area, not the same bug." + "reason": "Different failures: MPS histogram/int support vs Gemma4 device-mapping forward mismatch." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model-loading failures, but the models and failure modes differ; no shared concrete code-path is evident." + "reason": "Different models and different load errors; only share a broad \"loading failed\" theme." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback gating. Unrelated fixes." + "reason": "Tokenizer regex crash and flash-attn2 fallback gating are unrelated code paths." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code regression vs Gemma4 device mismatch. Too different to merge." + "reason": "Remote-code loading regression vs a device mismatch in Gemma4; not the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "One is an add-new-model-like tokenizer-mapping bug; the other is a broader remote_code regression. Related ecosystem, not same bug." + "reason": "Different loader paths and symptoms: tokenizer mapping bug vs remote-code compatibility regression." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention tied embeddings, but one is a LoRA usability regression and the other is a warning/config issue. Not the same underlying defect." + "reason": "Both involve Qwen/LoRA, but one is an incompatibility to use a saved model and the other is a warning about tied embeddings." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device-map mismatch are different code paths." + "reason": "Autocast dtype mismatch is a different failure from the device-map mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code breakage vs Kimi tokenizer codec regression. Different tokenizer/model subsystems." + "reason": "Remote-code breakage and Kimi tokenizer codec handling are separate problems." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Separate performance regressions in different conversion directions; not a single bug." + "reason": "Both are tokenizer performance regressions, but in different APIs with different bottlenecks." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer output regressions, but they affect different models and likely different tokenizer overrides/fixes." + "reason": "Same family, but one is a tokenizer pre-tokenizer override regression and the other is incorrect tokenization output; not enough evidence they're the same bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same documentation cleanup: both complain that removed v5 pipeline task references still remain in docs." + "reason": "Same docs cleanup: both report stale summarization/translation pipeline references after v5 removed those tasks." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same training-loss double-shift bug pattern, reported for two model families and clearly pointing at the same underlying issue." + "reason": "Same underlying training-loss double-shift bug; the titles describe the same pattern on different models." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite multimodal config handling vs remote-code config_class AttributeError. Similar surface area only." + "reason": "Different AutoModel loading regressions: missing `text_config` unwrap vs missing `config_class` on remote-code models." }, { - "left": "issue:43872", - "right": "issue:46869", + "left": "issue:43404", + "right": "issue:43950", "accept": false, - "reason": "bitsandbytes init_empty_weights incompatibility vs YOLO multi-GPU device-map failure. Different problems." + "reason": "Weight tying and non-persistent buffer corruption are distinct model-loading issues." }, { - "left": "issue:43404", - "right": "issue:43950", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "lm_head tying bug vs non-persistent buffer corruption. No shared fix path." + "reason": "Bitsandbytes `_is_hf_initialized` incompatibility is unrelated to YOLO multi-GPU device-map behavior." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "These describe the same loading incompatibility around unexpected _is_hf_initialized during init_empty_weights/bitsandbytes-style model loading." + "reason": "Same root cause: loading code passes `_is_hf_initialized` to constructors that do not accept it." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "The latter is a specific remote-code AttributeError, but the former is a broader regression report; not enough evidence they are the same bug." + "reason": "Both touch remote-code models, but one is a general breakage and the other is a specific `config_class` attribute error." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper model failure vs a helper-function issue; could be related, but the underlying defect is not clearly the same." + "reason": "`whisper-large-v2` runtime failure and `_torch_extract_fbank_features()` are too vague to treat as the same bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is missing weight conversion and the other is gradient averaging. Different defects." + "reason": "Both are DeepSpeed-related, but one is missing weight conversion and the other is gradient-averaging behavior." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag on a remote-code variant." + "reason": "Gradient-checkpointing ineffectiveness in LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a remote-code model." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg vs mask/tensor shape mismatch. Distinct failures." + "reason": "Different errors and code paths: trainer `compute_loss` signature vs tensor mask shape mismatch." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading regressions for different models; only broad symptom overlap." + "reason": "Different tokenizer/model loading failures; one is a bad error message, the other is an outright tokenizer load break." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Two separate model-loading/checkpoint problems with different model families and symptoms." + "reason": "Different models and different loading failures." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 loading issues, but the models and failure details differ; not enough to call them duplicates." + "reason": "Both are Qwen ZeRO-3 load failures, but the model variants and reported symptoms differ too much to merge confidently." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Gradient explosion from Qwen3.5 SDPA/BF16 behavior vs flash-attention sinkless-model crash. Different bugs." + "reason": "RLHF NaN/SDPA fallback problem is unrelated to the flash_attention `s_aux=None` crash." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask-shape IndexError, with one issue giving a fuller reproduction of the same underlying tensor indexing bug." + "reason": "Same exact mask/tensor shape-mismatch error signature, so these are duplicates." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Broad video-input regression across several Qwen models vs a specific StopIteration on Qwen3-vl-embedding. Likely related area, not the same bug." + "reason": "Both involve video input regressions, but the affected models and failure modes are different." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but the models and likely root causes differ." + "reason": "Both are model loading problems, but for different models and different symptoms." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted duplicate pairs are reasonably supported by the issue titles/descriptions. The canonical choice for issue:44291 is conservative and well-justified, and the rejected soft-edge pairs mostly avoid overclaiming. No PR-mergeability concern applies here since this is an issue cluster." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted pairs are well-supported by matching titles/root-cause descriptions, especially 43827\u219444509, 43872\u219444291, 41093\u219444805, and 46894\u219446897. The rejected pairs are also framed cautiously and do not overclaim equivalence from broad subsystem similarity alone." }, "evaluator_used": true, "retried": false, @@ -1952,7 +1886,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 6, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -2020,8 +1954,8 @@ "issue:44155|issue:45584", "issue:45663|issue:45823", "issue:43638|issue:46515", - "issue:43366|issue:44589", "issue:43950|issue:45834", + "issue:43366|issue:44589", "issue:43824|issue:43957", "issue:42915|issue:43957", "issue:44910|issue:46858", @@ -2030,8 +1964,8 @@ "issue:43550|issue:44910", "issue:44560|issue:45685", "issue:42617|issue:43366", - "issue:44683|issue:46515", "issue:36010|issue:42915", + "issue:44683|issue:46515", "issue:44560|issue:44918", "issue:45812|issue:46489", "issue:45823|issue:46515", @@ -2045,14 +1979,14 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "7ac4fa701a040373b3ae09262b43861e9fd51a9a3ebd46abd884b10f6914e145", + "prepared_review_unit_hash": "91138c5952011e14f89ef01d1348a74bc75325176fe2d992a51a82a4c9a72f0d", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, @@ -2067,222 +2001,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; most pairs are clearly unrelated. I only see three likely duplicate subgroups: custom model initialization (43645/43646), SigLIP2 bad outputs (38175/43994), and Gemma4 4-bit multimodal dtype-cast failures (45672/46899).", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster because it is largely mixed; the strongest duplicate subgroup is the SigLIP2 regression, where 43994 is the broadest representative.", + "summary": "This cluster is mostly a collection of unrelated Transformers v5 regression reports. I only see a few true duplicate pairs: custom model initialization, SigLIP2 bad outputs, Gemma4 4-bit multimodal quantization, and config-validation loading failures.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43632 is the broadest root-cause-style report in the set: it frames a general Transformers v5 initialization regression that can explain several downstream loading/custom-model failures.", "canonical_pr_reason": null, - "best_issue_reason": "43994 is the best overall issue representative among the accepted duplicates because it states the SigLIP2 regression more generally than 38175 and is easier to map to the underlying bad-output bug.", + "best_issue_reason": "Issue 43957 is the strongest standalone user-facing report: it describes a concrete model-loading regression on the meta device, names affected models, and gives a clear symptom pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Different subsystems and failure modes: DeepSpeed training weight-shape error vs void segmentation map preprocessing." + "reason": "Different bugs: DeepSpeed weight-shape training error vs. segmentation-map preprocessing failure." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Both are model-specific, but they describe different bugs and code paths: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." + "reason": "Different models and failures: Qwen3.5 cache/group-type crash vs. NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading issues, but for different models and different failures; not the same underlying bug." + "reason": "Both are loading-related, but one is checkpoint incompatibility and the other is missing text-encoder weights; not the same bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + "reason": "Unrelated: GGUF gpt-oss support request vs. Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary/position logic, but the models and concrete bugs differ: Qwen2.5-VL temporal scaling vs Qwen3_5Moe uninitialized memory after meta materialization." + "reason": "Both involve rotary embeddings, but they affect different models and distinct code paths." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "One is a DeepSpeed ZeRO3 Bert index error; the other is a broad torch version incompatibility claim." + "reason": "Unrelated: Deepspeed ZeRO3/Bert index error vs. torch 2.4.1 compatibility issue." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different topics: GGUF architecture support vs Qwen3-MoE sliding_window behavior." + "reason": "Different topics: GGUF architecture support vs. Qwen3-MoE sliding-window behavior." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio/text generation bugs with different symptoms and code paths." + "reason": "Both are audio-related, but one is batched track leakage and the other is empty-transcription handling." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different failures: FSDP2 shared_kv_states logic vs device_map='auto' device mismatch." + "reason": "Same model family, but different problems: FSDP2 shared_kv_states rebuild vs. device-map PLE mismatch." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different issues: ZeRO3 Bert index error vs general torch compatibility." + "reason": "Different issues: ZeRO3/non-pretrained Bert index error vs. torch version incompatibility." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43950", + "right": "issue:45834", "accept": false, - "reason": "Different models and failures; no shared underlying bug." + "reason": "Loading/buffer regression vs. OCR long-input index error; not the same bug." }, { - "left": "issue:43950", - "right": "issue:45834", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Non-persistent buffer loading regression vs long OCR input index error are unrelated." + "reason": "Unrelated: GGUF support vs. missing Float8 storage type." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different problems: missing Qwen2_5_VL import vs meta-device loading breakage." + "reason": "Both are import/loading failures, but one is a missing class export and the other is meta-device materialization breakage." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different code paths and symptoms; FP8 config failure is not the same as meta-loading breakage." + "reason": "Different Qwen3-MoE FP8 failure vs. general meta-device loading regression." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/position arithmetic, but one is Qwen3.5 flash-attention illegal memory access and the other is a static-cache seq-length tensor issue on non-CUDA backends." + "reason": "Different cache bugs: packed-sequence position_ids misread vs. device-tensor seq-length arithmetic." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal bugs in different models: Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration." + "reason": "Both are multimodal, but one is dtype mismatch in image preprocessing and the other is video StopIteration." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers v5 custom-model initialization regression; the notebook mention is just a context-specific report of the same bug." + "reason": "Same underlying regression: Transformers 5.0 custom model initialization breaks, with one report highlighting Jupyter and the other the general case." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention-path failures in different models: SDPA/torch.compile on Bamba vs flash-attention position_id handling on Qwen3.5." + "reason": "Different attention/compile failures on different models and code paths." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated: Qwen3-vl video processing vs MPS histogram/int dtype limitation in moe code." + "reason": "Unrelated: Qwen3-VL video input failure vs. MPS histogram not implemented for Int." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different topics entirely: 3d_parallel.py runtime failure vs GGUF gpt-oss support." + "reason": "Different areas: 3D parallel script failure vs. GGUF architecture support." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Both mention torch versions, but the concrete problems are different and not mergeable as one fix." + "reason": "Unrelated import error vs. Qwen3-MoE FP8 loading failure." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the Qwen3Moe FP8 failure." + "reason": "Both mention torch versions, but one is compiled flex_attention on torch>=2.9 and the other is torch 2.4.1 incompatibility." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen3.x-related, but the failures differ: video StopIteration vs SFT trainer embedding unpacking." + "reason": "Same model family, but different bugs: video StopIteration vs. TRL SFT embedding unpacking." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate bugs." + "reason": "Both are tokenizer regressions, but they target different tokenizer implementations and model families." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-mapping bug is unrelated to a generic torch 2.4.1 incompatibility report." + "reason": "Different failures: Gemma4 device-map mismatch vs. generic torch 2.4.1 incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping validation failure is unrelated to Gemma4 device mismatch." + "reason": "Unrelated config-mapping bug vs. Gemma4 forward device mismatch." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model regression causing bad outputs; 43994 is just the broader description of the same underlying bug." + "reason": "Same underlying SigLIP2 model-output regression: zero/garbage probabilities and nonsensical AutoModel/pipeline results." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Both are index-like failures, but they involve different models and tensor shapes; not the same bug." + "reason": "Different shape/indexing errors on different models and inputs." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit multimodal quantization problem: unsafe dtype casting in audio/vision embedders." + "reason": "Same Gemma4 4-bit multimodal quantization bug: unsafe dtype casting in audio/vision embedders." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers v5 _is_hf_initialized regression is unrelated to Kosmos2.5 OCR indexing." + "reason": "General v5 init-flag regression vs. OCR long-input index error." }, { "left": "issue:44877", "right": "issue:45030", - "accept": false, - "reason": "Different config-validation issues on different models; not the same underlying change." + "accept": true, + "reason": "Same class of regression: stricter config validation blocks model config loading in both reports." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different loading/compatibility failures with different model types and code paths." + "reason": "Different loading/compatibility bugs: Qwen3-MoE LoRA reuse across versions vs. BitNet packed-weight unpacking." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed/Bert training index error is unrelated to tokenizer-mapping model registration failure." + "reason": "Unrelated ZeRO3 Bert failure vs. tokenizer-mapping-name add-new-model bug." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: ZeRO3/Bert index out-of-bounds vs add-new-model-like tokenizer mapping logic." + "reason": "Different code paths and symptoms: ZeRO3 index error vs. tokenizer mapping generation issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The three accepted subgroups are plausible duplicates from the titles/body themes (43645/43646, 38175/43994, 45672/46899), and the rejected pairs are generally distinguished by model, subsystem, or failure mode without overclaiming. I don\u2019t see a mergeability or evidence-grounding problem here." + "feedback": "Grounded overall. The accepted pairs are plausible duplicates from the packet, and the rejected pairs are mostly conservative distinctions rather than overclaims. The summary also stays within the evidence and does not overstate certainty." }, "evaluator_used": true, "retried": false, @@ -2295,7 +2229,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 7, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -2384,223 +2318,223 @@ "issue:45276|issue:45335", "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "827488692e064c688ee9df435d20fb530ccbcb5151ca293110e5792be83db9c5", + "prepared_review_unit_hash": "bb55fcefc99ba3fed47ebdcf77dedffb4acea438870924bc99bc7a2d740b73cd", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36658, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose pile of Transformers regression reports that only superficially resemble one another. I found one clear duplicate pair around the v5 non-persistent-buffer corruption bug; the rest are different model- or feature-specific issues and should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43644 is the clearest, broadest report of the shared v5 non-persistent-buffer corruption regression, and it predates the near-identical follow-up report.", + "summary": "This cluster contains a few real duplicate subclusters, but most pairs are distinct bugs. The strongest true duplicates are the v5 non-persistent-buffer regression (43644 \u2194 44534), the ScandiBERT/sleng-bert loading failure (44451 \u2194 44488), and the training-loss double-shift bug (46897 \u2194 46901). The SigLIP2 pair (38175 \u2194 39692) should stay rejected: it is only a same-model-family resemblance, not the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "43644 is the cleanest representative of a confirmed duplicate subcluster: it states a concrete v5 regression and has a near-identical companion in 44534 with the same symptom and fix path.", "canonical_pr_reason": null, - "best_issue_reason": "Same reason as canonical: it is the most representative and broadly phrased issue in this set, with the strongest evidence of a real underlying regression rather than a model-specific symptom.", + "best_issue_reason": "43644 is the best global representative because it cleanly names the underlying bug in a broad, clearly duplicated regression cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both are offload/memory-related, but they describe different failures in different contexts (dequantized loading on GPU+CPU offload vs Strix Halo mmap OOM)." + "reason": "Different bugs: quantization/offload loading failure vs Strix Halo mmap/OOM behavior." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Completely different bugs: tokenizer mapping failure vs tensor/mask shape mismatch." + "reason": "Different failure modes: tokenizer-mapping edge case vs tensor/mask shape mismatch." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but one is inference probability weirdness and the other is documentation/example errors with quantization; not the same bug." + "reason": "Same model family, but different concrete problems: inference output regression vs documentation/example plus quantization errors." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-identical wording and same underlying v5 bug: non-persistent buffers being filled with junk." + "reason": "Same v5 regression: non-persistent buffers being filled with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 failure modes: CUDA assert under auto device map vs FineGrainedFP8Config failure." + "reason": "Both are Qwen3/Qwen3-MoE related, but the concrete failures differ: device-map assert vs FP8 config failure." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different models and different symptoms; no shared code-path evidence." + "reason": "Related resize/load themes, but different models and broken paths." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated bugs: Qwen3Moe FP8 failure vs mmap/OOM workaround on Strix Halo." + "reason": "Unrelated problems: Qwen3-MoE FP8 training vs Strix Halo mmap/OOM." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and different flash-attention failures; not the same change." + "reason": "Different model families and different flash-attention failure reports." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are model-loading failures for different BERT repos, but there is not enough evidence they stem from the same root cause." + "accept": true, + "reason": "Same model-loading regression affecting two checkpoints; both report the model no longer loads correctly." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel planning are separate issues." + "reason": "NemotronH checkpoint loading is a different issue from Qwen3.5 TP-plan OOM/shape errors." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is composite-checkpoint loading and the other is from_config initialization/config staleness." + "reason": "Both are dtype-related, but one is composite-checkpoint loading and the other is from_config dtype propagation." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different regressions: ZeRO-3 weight loading vs save_pretrained key handling for visual encoder weights." + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs incorrect visual-encoder save_pretrained keys." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load failures, but for different models and likely different tokenizer configs; too little to merge." + "reason": "Both are loading problems, but for different models and likely different tokenizer/model-conversion causes." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call vs broken Nemotron example are unrelated." + "reason": "Different model families and no shared concrete failure path." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions, but one corrupts non-persistent buffers and the other breaks custom model initialization in notebooks." + "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 one is a doc/example mismatch and quantization failure while the other is bad inference output from AutoModel/pipeline." + "reason": "Same SigLIP2 family, but the first is docs/example errors while the second is an inference regression." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different problems: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." + "reason": "Different issues: accelerate+deepspeed MoE weight conversion vs a GLM-4.7 model-loading test failure." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/offload, but the causes and affected workflows are different." + "reason": "Both mention memory/offload, but the concrete problems differ: MoE training memory usage vs quantization offloading behavior." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/Qwen3-MoE branch incompatibility is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Related resize/save concerns, but not the same model or the same broken embedding path." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory regressions, but one is Qwen3 MoE training memory usage and the other is int4 quantization reserved-memory growth." + "reason": "Different performance regressions: MoE training memory usage vs int4 quantization CUDA reserved memory/OOM." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures with different symptoms and model families." + "reason": "Different model-loading failures for different models and different root causes." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps bug and SGD args not used are unrelated." + "reason": "Trainer checkpoint-resume/max_steps logic is unrelated to SGD argument handling." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model families and different resize_token_embeddings behavior." + "reason": "Both involve embedding resizing, but the affected models and broken paths differ." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 issue and sinq save/load corruption are unrelated." + "reason": "Different bugs: GLM5 issue vs sinq save/load corruption." }, { "left": "issue:46897", "right": "issue:46901", - "accept": false, - "reason": "Both describe training-loss double-shift symptoms, but for different models; not enough evidence they share the same implementation bug." + "accept": true, + "reason": "Same training-loss double-shift bug: both train against shifted labels instead of the intended labels tensor." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer behaviors." + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and are not the same concrete fix." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different code paths." + "reason": "Different crashes in different components: chat generation vs serve/processor attribute error." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different save/load bugs: extra_state handling vs unexpected _is_hf_initialized argument during init_empty_weights." + "reason": "Both are save/load related, but extra_state handling and init_empty_weights argument handling are separate bugs." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Related resize_token_embeddings theme, but different models and different affected embeddings." + "reason": "Similar resize_token_embeddings symptom, but different model families and different missing targets." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-attention crashes in Qwen3.5 are not the same as the s_aux=None crash in sink-less models." + "reason": "Different flash-attention crashes with different triggering conditions and code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. It identifies the one clearly supported duplicate pair around the v5 non-persistent-buffer corruption bug, and the remaining pairwise rejections avoid over-claiming sameness across different model/feature contexts. No soft-edge verdict appears overly aggressive." + "accept": false, + "feedback": "The output is mostly grounded, but it overstates one subcluster: the summary calls the SigLIP2 pair a \u201cclearest true duplicate,\u201d while the soft verdict explicitly rejects 38175 \u2194 39692 and the packet only supports a loose same-family resemblance, not the same bug. Keep the summary aligned with the conservative pair decisions and avoid promoting rejected pairs to true duplicate clusters." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2610,7 +2544,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 8, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -2629,7 +2563,6 @@ "issue:43404", "issue:43425", "issue:43454", - "issue:43828", "issue:43854", "issue:43873", "issue:43957", @@ -2672,8 +2605,8 @@ "issue:39692|issue:44960", "issue:41720|issue:44155", "issue:45663|issue:45759", - "issue:42947|issue:45704", "issue:43404|issue:43454", + "issue:42947|issue:45704", "issue:43425|issue:43957", "issue:44291|issue:44756", "issue:43873|issue:44387", @@ -2688,241 +2621,234 @@ "issue:43957|issue:44756", "issue:44863|issue:46468", "issue:45276|issue:45292", - "issue:44479|issue:44877", "issue:43381|issue:44928", + "issue:44479|issue:44877", "issue:44164|issue:44756", "issue:45684|issue:45698", - "issue:45588|issue:45663", "issue:42796|issue:46326", + "issue:45588|issue:45663", "issue:43854|issue:45216", "issue:45292|issue:45335", "issue:46894|issue:46901", - "issue:44402|issue:44451", - "issue:43828|issue:43957" + "issue:44402|issue:44451" ], - "prepared_review_unit_hash": "e5fb3c6b2ae5fc7c1fd987eb2c159aa3e3748d470beb68792dbb4067014dacca", + "prepared_review_unit_hash": "83759f47204baa9d6b689c25e6e1cdc083a71caad814eadc02abc0e771531ef5", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37011, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36140, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only thematically similar, not the same concrete bug. The only clear duplicate cluster is the `resize_token_embeddings` regression across model variants; everything else should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45292 is the cleanest general statement of the shared `resize_token_embeddings` propagation bug, and it sits between the more model-specific reports, making it the best representative issue.", + "summary": "The cluster is heterogeneous overall, but it does contain multiple coherent duplicate subfamilies: the main `resize_token_embeddings` propagation bug, a smaller training-loss double-shift pair, and a near-match around `lm_head` tying. The earlier writeup was too absolute in calling the resize family the only meaningful duplicate pattern.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:45276` is still the best canonical issue for the largest and clearest family: `resize_token_embeddings` not propagating updated embeddings to downstream/output embeddings. It is the broadest, most concrete representative of that subcluster, with `issue:45292` and `issue:45335` as direct variants.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 best captures the underlying API regression without overfitting to one model family, so it is the strongest global issue representative here.", + "best_issue_reason": "`issue:45276` is the best global issue representative because it anchors the biggest coherent duplicate family in the packet. The training-loss double-shift and `lm_head`-tying reports look like separate, smaller subclusters rather than a single better umbrella issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures for different BERT checkpoints, but the titles point to different concrete symptoms and no shared code path is evident." + "reason": "Similar loading/tokenizer surface area, but different models and failure modes; not clearly one bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc example errors and a GLM5 loading issue are unrelated beyond both being model-specific bug reports." + "reason": "Different models and unrelated symptoms; no shared code-path bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "A Qwen3 device-mapping CUDA assert and an AudioFlamingo batched-inference token leak are different failures in different subsystems." + "reason": "CUDA device-mapping assert vs embedding/token leakage are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "One is an FSDP2 attention KeyError in Gemma4; the other is `from_config` not unwrapping `text_config` for Qwen multimodal configs." - }, - { - "left": "issue:42947", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing with LoRA and a T5 RMSNorm memory leak are unrelated bugs." + "reason": "Different code paths: FSDP2 attention-state rebuild vs multimodal config unwrapping." }, { "left": "issue:43404", "right": "issue:43454", + "accept": true, + "reason": "Both report missing `lm_head` weight tying causing generation corruption; same underlying bug family." + }, + { + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Both mention `lm_head`, but they concern different model families and likely different weight-tying paths." + "reason": "Gradient checkpointing/LoRA behavior and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device model loading failures are not the same bug." + "reason": "Torch version incompatibility and meta-device loading failures are different problems." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected `_is_hf_initialized` handling and Strix Halo mmap OOM are separate loading/runtime issues." + "reason": "`init_empty_weights` argument handling and mmap/OOM on Strix Halo are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading behavior and int4 CUDA memory growth may overlap broadly, but they are not the same concrete defect." + "reason": "Both are quantization/memory themed, but the concrete failure modes differ." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Both involve output objects, but one is a `ModelOutput` key assignment bug and the other is a wrong tensor stored in `hidden_states`." + "reason": "Different output-mapping bugs in different components; no clear shared fix." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "An import error for `GenerationMixin` is unrelated to Whisper `return_language` pipeline behavior." + "reason": "ImportError for `GenerationMixin` and Whisper pipeline regression are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization-related, but one is a Qwen-3 NVFP4 runtime error and the other is MXFP4 fallback to bf16." + "reason": "Both touch quantization, but the affected models and bugs are different." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention state handling and Qwen3.5-MoE CPU-offload rotary embedding incompatibility are different code paths." + "reason": "Different model-specific bugs: FSDP2 attention state vs CPU-offload rotary embedding." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "An int4 quantization memory regression is not the same as disabling mmap to avoid OOM on Strix Halo." + "reason": "Separate memory issues with different triggers and code paths." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo batching corruption and Gemma4 PLE device mismatch under `device_map=\"auto\"` are unrelated." + "reason": "Audio track leakage and device-mismatch during forward are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA while the other forbids eval-mode use." + "reason": "Both mention gradient checkpointing, but they are distinct bugs." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "A SwitchTransformers sparse-layer config bug is unrelated to Gemma4 shared KV state rebuilding." + "reason": "SwitchTransformers sparse-layer config and Gemma4 attention KeyError are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different failure modes." + "reason": "Meta-device loading breakage and mmap/OOM are different failure modes." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "A NemotronH checkpoint-loading bug and a broken official Nemotron example are related by model family only, not by the same concrete defect." + "reason": "Checkpoint loading bug vs broken example; related area, but not the same concrete defect." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both report the same `resize_token_embeddings` regression where updated embeddings are not propagated to output embeddings; 45276 is a model-specific manifestation of the same bug." + "reason": "Same `resize_token_embeddings` regression: downstream/output embeddings are not updated after resizing." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "A video-input regression for Qwen VL models is unrelated to a Granite speech config loading failure." + "reason": "Eval-mode checkpointing issue and RLHF NaNs from SDPA fallback are unrelated." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Eval-mode gradient checkpointing restrictions and RLHF NaNs from 3D position IDs are different problems." + "reason": "Video-input regression and strict config loading are different issues." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` serialization and mmap/OOM behavior are separate save/load vs memory issues." + "reason": "Serialization extra-state handling and mmap/OOM are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is a permissions issue during save, the other is loading the wrong custom module after save; different bugs, same feature area." + "reason": "Both involve save/from_pretrained, but permissions propagation and wrong-module loading are different bugs." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "A flash-attention crash on `s_aux=None` and a Gemma4 FSDP2 `shared_kv_states` KeyError are unrelated." + "reason": "Tokenizer/mistral_common related, but the concrete behaviors differ." }, { - "left": "issue:42796", - "right": "issue:46326", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are both tokenizer-related but not the same underlying bug." + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 KeyError are unrelated." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash test loading and Qwen3.5 checkpoint saving regression are different code paths." + "reason": "Unit-test model loading failure and save_pretrained regression are unrelated." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both describe the same `resize_token_embeddings` propagation bug, one for `output_embeddings` and the other for `decoder.embed_tokens`." + "reason": "Same `resize_token_embeddings` family: resized embeddings fail to propagate to other embedding/output paths." }, { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "They share a generic double-shift pattern, but these are different model trainers and not clearly the same concrete implementation bug." + "accept": true, + "reason": "Both describe the same training-loss double-shift pattern; same underlying labels-shift bug family." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading failures for BERT-like models, but the symptoms and likely root causes differ." - }, - { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "A dtype mismatch under autocast and meta-device loading failures are unrelated runtime issues." + "reason": "Different model-loading failures for different checkpoints; no clear shared bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary stays conservative, and the only duplicated cluster called out is well supported by the packet: 45276/45292 and 45292/45335 have strong title-level overlap around `resize_token_embeddings` propagation. The other pair judgments avoid overclaiming shared root cause and are appropriately cautious." + "accept": false, + "feedback": "The writeup is a bit too strong for the packet. In addition to the resize_token_embeddings family, the packet also contains another plausible duplicate family around training-loss double-shift (issue:46894 vs issue:46901), and there is a second near-match around lm_head tying (issue:43404 vs issue:43454). Because of that, the claim that this is the *only* coherent duplicate family / that everything else is mostly unrelated overstates the evidence. The soft-edge rejections are mostly conservative, but the 46894/46901 rejection in particular looks too dismissive given the matching bug pattern in the titles." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2932,7 +2858,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 9, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -2945,7 +2871,6 @@ "issue:43299", "issue:43425", "issue:43452", - "issue:43596", "issue:43611", "issue:43645", "issue:43646", @@ -2956,6 +2881,7 @@ "issue:43901", "issue:43906", "issue:43931", + "issue:43957", "issue:43994", "issue:44079", "issue:44164", @@ -2992,6 +2918,7 @@ "soft_pairs": [ "issue:43646|issue:43708", "issue:43645|issue:44164", + "issue:43828|issue:43957", "issue:44589|issue:44756", "issue:46315|issue:46491", "issue:45812|issue:46315", @@ -3006,9 +2933,8 @@ "issue:43425|issue:43716", "issue:44479|issue:44805", "issue:43906|issue:44530", - "issue:44589|issue:45084", "issue:43901|issue:44509", - "issue:44671|issue:44991", + "issue:44589|issue:45084", "issue:43994|issue:44079", "issue:36032|issue:43452", "issue:44265|issue:44898", @@ -3016,29 +2942,29 @@ "issue:46050|issue:46326", "issue:44164|issue:45759", "issue:43906|issue:46326", + "issue:44671|issue:44991", "issue:44991|issue:45081", "issue:45823|issue:46899", "issue:43299|issue:43931", "issue:45479|issue:46894", "issue:43856|issue:44756", "issue:45479|issue:46897", - "issue:44164|issue:46821", - "issue:43596|issue:44683" + "issue:44164|issue:46821" ], - "prepared_review_unit_hash": "b411695f0961b250623691bb8a8d68c8392a8c1d1d5f99b4b7b6e3c9d5aecdae", + "prepared_review_unit_hash": "7f76e112f6966937b20cd3cee1ee9b85669704ff06880cef1378c142b6824bda", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38130, + "serialized_chars": 38132, "estimated_input_tokens": 9533, "estimated_eval_tokens": 19322 }, @@ -3047,210 +2973,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a tight duplicate cluster; it\u2019s a loose set of Transformers v5 regression reports spanning tokenizer behavior, model loading, multimodal forwarding, training-loss bugs, and quantization/device issues. I picked the broad tokenization-regression issue as the best representative, but most soft edges are not true duplicates.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45701 is the broadest umbrella in the set: it describes version-dependent tokenization changes, which is the closest common theme across several neighboring reports. It is still only a rough representative, not an exact duplicate of the whole cluster.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions and docs issues. None of the soft pairs look like safe duplicates; they share broad subsystem labels but not the same concrete bug or fix path.", + "confidence": 0.42, + "canonical_issue_reason": "If forced to pick one issue as an umbrella, issue 43611 is the broadest model-loading regression, but it still does not actually subsume the rest of the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best single anchor because it is broad, version-wide, and centered on a core regression class that recurs in this cluster. It is not a good substitute for the many unrelated loading, multimodal, and training bugs here, so this is a weak-best choice.", + "best_issue_reason": "Issue 43611 is the least specific and most central to the repeated v5 model-loading complaints, so it is the best weak canonical representative for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init in notebooks and Trainer checkpoint-resume max_steps are different code paths and failure modes." + "reason": "One is a custom-model initialization regression; the other is a Trainer resume/max_steps accounting bug. Different code paths and fixes." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization is unrelated to save/from_pretrained handling of extra_state." + "reason": "Notebook custom-model initialization failures are not the same as save/from_pretrained mishandling extra_state." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different failure mode from meta-device loading breakage." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Different bugs: missing Float8 storage lookup vs mmap-related OOM on Strix Halo." + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM issue." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "One is tokenizer performance regression; the other is a CodeLlama round-trip spacing bug." + "reason": "Tokenizer performance regression is not the same bug as a CodeLlama encode-decode space-loss regression." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models and slow convert_tokens_to_ids are distinct tokenizer bugs." + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are distinct tokenizer problems." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility is broader and different from an autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Torch 2.10 incompatibility is too broad and not the same concrete autocast dtype mismatch bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to general tokenization changes." + "reason": "Whisper pipeline return_language breakage is unrelated to a general tokenization-version change report." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and a template-node compile error are unrelated." + "reason": "PagedAttentionCache linear_attention crash and template-node compilation error are different failures." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline regression and from_pretrained-inside-classes behavior are different issues." + "reason": "Pipeline return_language regression is not the same as inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading regression is not the same as custom model initialization in notebooks." + "reason": "Both involve model loading, but one is about base_model_prefix handling and the other about notebook-defined custom models; not the same bug." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch compatibility problem and YOLO multi-GPU device-map failure are not the same code-path bug." + "reason": "Torch 2.10 incompatibility is not the same as a YOLO multi-GPU device-map failure." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + "reason": "Compiled flex_attention torch-version breakage is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "A general torch compatibility complaint does not match a specific device-mapping forward-pass bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General torch incompatibility does not match the Mistral-3 image-preprocessor dtype mismatch." + "reason": "Torch version incompatibility is not the same as an image-preprocessor/model dtype mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "A video-input regression for Qwen models is not the same as a mask-shape indexing error." + "reason": "Video-input regression for Qwen models and a mask-shape IndexError are different concrete bugs." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Reproduction of a prior issue and Qwen3.5 PagedAttentionCache crash are different problems." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure and template compile error are unrelated." + "reason": "An isolated reproduction of another issue is not evidence of the same PagedAttentionCache crash." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they cover different removed/deprecated pipeline APIs and should not be merged." + "reason": "Both are docs-related, but they target different deprecated/removed pipeline task mentions." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as tokenizer loading failure for est-roberta." + "reason": "Float8 storage lookup failure and template compilation failure are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Wrong SigLIP2 outputs and ModelOutput key assignment semantics are different bugs." + "reason": "Incorrect SigLIP2 outputs are not the same issue as ModelOutput key assignment for None-valued keys." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method conflict and gguf_file loading breakage are unrelated loading failures." + "reason": "T5 tokenizer method conflict and gguf_file failures in from_pretrained are separate loading paths." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export + torch_compilable_check and Perceiver interpolation failure are different export/inference issues." + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver non-default-resolution classification." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language regression does not match MXFP4 quantization fallback behavior." + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are different model families and bugs." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized model save/load breakage and mistral_common continue_final_message behavior are unrelated." + "reason": "Quantized save/load breakage is unrelated to mistral_common continue_final_message behavior." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling is different from unwrapping text_config for composite multimodal configs." + "reason": "extra_state persistence and composite-config text_config unwrapping are distinct serialization/config bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction issue and a mistral_common tokenizer behavior bug are not the same underlying change." + "reason": "An isolated reproduction of a prior issue is not the same as a tokenizer continue_final_message bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors are not the same as tokenizer loading failures for est-roberta." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failure for est-roberta and Mistral regex patch crash are different tokenizer-path bugs." + "reason": "Both involve tokenizers, but the affected models and failing code paths differ; not a safe duplicate." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Device-map mismatch in Gemma4 PLE and 4-bit dtype-cast issues in Gemma4 multimodal embedders are different failures." + "reason": "Gemma4 device mismatch with auto device_map is different from unsafe dtype casting in multimodal embedders." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL family loading, but one is a dev-version MOE breakage and the other is a weight-shape mismatch for a specific checkpoint." + "reason": "Both are Qwen3-VL loading problems, but one is a dev0 model-loading regression and the other is a weight-shape mismatch; not clearly the same fix." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Single-label classification zero-loss and CohereASR double-shift training loss bugs affect different model families and code paths." + "reason": "Zero-loss sequence-classification bug and ASR double-shift training-loss bug are different training targets and failure modes." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are unrelated." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are not the same underlying issue." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Zero-loss sequence-classification bug and Florence2 double-shift training-loss bug are not the same issue." + "reason": "Different model families and different loss-path symptoms; too weak to merge." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:44683", - "accept": false, - "reason": "deepspeed zero3 BertModel indexing failure and compiled flex_attention breakage on torch>=2.9 are different bugs." + "reason": "save/from_pretrained extra_state handling is unrelated to a TimesFM window_size AttributeError." } ] }, @@ -3266,7 +3198,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 10, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -3282,15 +3214,14 @@ "issue:42175", "issue:42796", "issue:42915", - "issue:43262", "issue:43317", - "issue:43377", "issue:43404", "issue:43421", "issue:43452", "issue:43482", "issue:43541", "issue:43582", + "issue:43596", "issue:43611", "issue:43632", "issue:43643", @@ -3298,6 +3229,7 @@ "issue:43645", "issue:43646", "issue:43716", + "issue:43746", "issue:43883", "issue:44206", "issue:44220", @@ -3324,25 +3256,26 @@ "issue:46489" ], "soft_pairs": [ + "issue:43596|issue:44683", "issue:44488|issue:44987", "issue:44488|issue:45081", "issue:43611|issue:43644", "issue:44462|issue:46489", "issue:42796|issue:43404", - "issue:36032|issue:42915", "issue:46285|issue:46402", + "issue:36032|issue:42915", "issue:39404|issue:44671", "issue:43716|issue:45084", "issue:43643|issue:44530", "issue:44737|issue:45859", "issue:44661|issue:44683", - "issue:42915|issue:44530", "issue:40990|issue:43421", + "issue:42915|issue:44530", "issue:44451|issue:44987", "issue:43644|issue:43646", "issue:34567|issue:40444", - "issue:43541|issue:45084", "issue:40444|issue:46326", + "issue:43541|issue:45084", "issue:42175|issue:46178", "issue:43582|issue:43632", "issue:44206|issue:44220", @@ -3353,223 +3286,232 @@ "issue:44987|issue:44991", "issue:43317|issue:43482", "issue:45084|issue:45507", - "issue:43262|issue:43377" + "issue:43746|issue:46326" ], - "prepared_review_unit_hash": "13ba43acb0bfc7db64aec49cdace3097e58680a25347075dfa4c1e090c992770", + "prepared_review_unit_hash": "5d5b1452e41f3b622ce3860e3210f8aaa5aaad483e7466b25fa41441e9bb8e01", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36732, - "estimated_input_tokens": 9183, - "estimated_eval_tokens": 18622 + "soft_pair_count": 31, + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose mix of Transformers v5/v5.1 regressions and tokenizer/model-loading bugs, but the paired items describe different concrete failures and should not be merged as duplicates. No soft edge is strong enough to accept.", - "confidence": 0.81, - "canonical_issue_reason": "issue:44488 is the broadest representative of the tokenizer-loading regression reports and has the strongest discussion/inbound signal among the near-matches.", + "summary": "Most candidate pairs are related only at a broad subsystem or version-regression level, not the same concrete bug. The only strong duplicate-like pair is the GGUF/from_pretrained loading regression.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43452 is the broadest and most general report of the GGUF/from_pretrained loading break, and issue:43482 looks like a model-specific manifestation of the same failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44488 is the best single issue to anchor this cluster because it is a clear user-facing loading regression with broad applicability, while the other items are more model-specific or unrelated.", + "best_issue_reason": "issue:43452 is the best representative because it describes the underlying loading regression generically rather than only for one GGUF model.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs: zero3/BertModel indexing versus flex_attention compilation on torch>=2.9." + }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different models and describe different breakages; not the same underlying bug." + "reason": "Both are loading failures, but for different models and likely different tokenizer/model-resolution paths." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both involve Mistral-related tokenizer loading, but one is a repository/model loading failure and the other is a specific regex-patching crash path." + "reason": "Different tokenizer failures: one cannot load a BERT model, the other is a Mistral regex patch crash." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different code paths." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both touch tokenizer loading, but 44462 is about ignoring tokenizer.json while 46489 is an output regression for a specific tokenizer/model after a prior fix." + "reason": "Related to tokenizer loading, but one is repository tokenizer.json selection and the other is a DeepSeek-Coder-specific output regression." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "A tokenizer BPE-marker bug and a tied-weights/model-head bug are unrelated failures." + "reason": "Mistral tokenizer BPE-marker handling and Mistral3 lm_head tying are unrelated code paths." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "Different model classes and failures: CLIP structure mismatch versus Sam3 text encoder weights not loading." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Both concern model structure/loading, but they affect different model families and different missing components." + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3MoE fine-grained FP8 loading." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated model-specific bugs." + "reason": "Whisper pipeline return_language and CamemBERT masked-LM prediction issues are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation failure are different subsystems and failure modes." + "reason": "Mistral image dtype mismatch is unrelated to the template-node compilation error." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code is unrelated to a PagedAttentionCache linear_attention crash." + "reason": "AutoConfig trust_remote_code missing fields is unrelated to PagedAttentionCache linear_attention failures." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload-related, but they concern different models and different tensor construction paths." + "reason": "Both touch device placement, but XLNet CPU arange and Qwen3.5MoE CPU offload are different bugs." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping name handling and compiled flex_attention on torch >= 2.9 are unrelated." + "reason": "Tokenizer mapping-name failure and flex_attention compile failure are unrelated." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 linear_attention cache crash are different bugs in different model paths." + "reason": "Perplexity anomaly and runtime special-token post-processor update bug are different problems." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "High perplexity on a model and runtime special-token post-processor updates are not the same bug." + "reason": "Qwen3MoE FP8 config failure is unrelated to PagedAttentionCache linear_attention crashes." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but they target different repositories and likely different tokenizer assets." + "reason": "Both are model loading failures, but with different models and no clear shared code-path." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 custom-model regressions, but one is about junk buffers and the other about initialization itself; too distinct to merge." + "reason": "Non-persistent buffer junk and custom model initialization are adjacent v5 regressions, not the same concrete bug." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counter and multi-image IterableDataset finetuning failure are unrelated." + "reason": "TrainerState token counting and multimodal iterable dataset failures are unrelated." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Mixtral grouped_mm tracing and non-template-node compilation errors are different runtime/compiler issues." + "reason": "Multiple-image dataset finetuning and Mistral-common continue_final_message handling are unrelated." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Multi-image finetuning and Whisper continue_final_message behavior are unrelated." + "reason": "Dynamo tracing grouped_mm failure is unrelated to the non-template-node compilation error." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both are backend-installation issues, but one is missing tensorflow in the torch extra and the other is an unsupported tensorflow_text backend entry." + "reason": "Backend packaging omission and BACKENDS_MAPPING tensorflow_text error are different backend issues." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are unrelated." + "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag breakage are unrelated." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature related, but one is about an unsupported center argument and the other about a different fbank extraction issue." + "reason": "Both are audio-feature related, but one is a center-arg regression in LasrFeatureExtractor and the other is a separate _torch_extract_fbank_features issue." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different bugs." + "reason": "Both involve Whisper post-processing, but batch_decode skip_special_tokens and empty-transcription generation after align_special_tokens are different bugs." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict and Jupyter custom-model initialization failure are not the same issue." + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "Both are GGUF/loading regressions, but one is a generic from_pretrained gguf_file breakage and the other is a specific Qwen2.5-GGUF failure; not enough evidence of one underlying bug." + "accept": true, + "reason": "Both point to the same GGUF/from_pretrained loading regression; 43482 looks like a specific model instance of the generic failure in 43452." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer loading failures are unrelated." + "reason": "Missing all_tied_weights_keys and failure to load cjvt/sleng-bert are unrelated." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer load failures, but for different models and likely different tokenizer implementations." + "reason": "Different model-specific tokenizer loading failures; no evidence of the same underlying bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload loading and Qwen2.5-GGUF loading are different loading paths." + "reason": "GPU/CPU offload dequantization loading and GGUF v5 loading failure are different issues." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Audio chat-template sample-rate defaults and MIMI batched-vs-single padding-mask behavior are different bugs." + "reason": "PEFT local-checkpoint loading and Mistral-common continue_final_message are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet titles. The only accepted duplicate-like pair, issue:43452 vs issue:43482, is a reasonable generic-vs-model-specific GGUF loading match. The rest of the rejections avoid overclaiming and stay at the level supported by the available evidence. " + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3578,7 +3520,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 11, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -3589,9 +3531,11 @@ "issue:28530", "issue:34567", "issue:36032", + "issue:40444", "issue:41720", "issue:42915", "issue:43089", + "issue:43262", "issue:43322", "issue:43377", "issue:43404", @@ -3601,7 +3545,6 @@ "issue:43645", "issue:43646", "issue:43742", - "issue:43746", "issue:43792", "issue:43819", "issue:43883", @@ -3629,18 +3572,17 @@ "issue:45357", "issue:45987", "issue:46315", - "issue:46326", "issue:46661", "issue:46821", "issue:46869", "issue:46899" ], "soft_pairs": [ - "issue:43746|issue:46326", + "issue:43262|issue:43377", "issue:43646|issue:44534", + "issue:43645|issue:46661", "issue:44849|issue:45325", "issue:44403|issue:45081", - "issue:43645|issue:46661", "issue:42915|issue:45084", "issue:43377|issue:43819", "issue:43883|issue:44991", @@ -3663,221 +3605,228 @@ "issue:36032|issue:41720", "issue:43632|issue:46821", "issue:44991|issue:46315", + "issue:45216|issue:45357", "issue:43531|issue:44877", - "issue:45216|issue:45357" + "issue:40444|issue:45325" ], - "prepared_review_unit_hash": "45eff05b7d86399e88a8518a718273b14d5796df77ea02bfb0e64974bf6ec6f4", + "prepared_review_unit_hash": "83721c102e988734d77a8c7bff80339ebe0de76afcc82b864e3aa477778f261a", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36615, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "soft_pair_count": 30, + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; nearly all pairs are adjacent-sounding but clearly different bugs. Only the two Qwen3.5 `save_pretrained` regressions look like a plausible duplicate pair.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45216 is the clearest representative of the only strong duplicate-like area here: Qwen3.5 `save_pretrained` checkpoint serialization regressions.", + "summary": "Possible thematic subclusters rather than confirmed duplicate clusters. The strongest theme is a broad Transformers v5 custom-model initialization regression, best anchored by issue:43646; the notebook-specific issue:43645 looks like a narrower manifestation. A separate Qwen VL/video-positioning theme appears, but the pair evidence is still only soft similarity and not duplicate-level proof.", + "confidence": 0.29, + "canonical_issue_reason": "issue:43646 is the broader custom-model initialization report, while issue:43645 is the narrower Jupyter-notebook-specific manifestation, so 43646 is the better canonical anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best standalone anchor because it describes a concrete, user-visible regression and overlaps directly with the closest soft match in the set.", + "best_issue_reason": "issue:43646 is the clearest broad representative of the custom-model initialization theme and is better suited as the cluster anchor than the notebook-specific follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Different features: GraniteSpeech local checkpoint loading vs mistral_common tokenizer message handling." + "reason": "Different subsystems and failure modes: audio processor sampling-rate default vs MIMI batching/padding-mask behavior." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model init breakage is unrelated to non-persistent buffer corruption." + "reason": "Both are v5 regressions, but they affect different code paths: custom model initialization vs non-persistent buffer serialization." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Only broad thematic overlap around model loading/init; notebook-specific custom model initialization and remote-code model_class.config_class errors are not concrete evidence of the same defect." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different models and failures: Qwen3.5 hidden states vs Qwen2.5-VL rope/position-id scaling." + "reason": "Both are Qwen-related, but they describe different bugs: output_hidden_states handling vs still-image temporal position scaling in rope indexing." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Different code paths: generic loading noise vs Mistral tokenizer regex patch crash." - }, - { - "left": "issue:43645", - "right": "issue:46661", - "accept": false, - "reason": "Both touch model loading, but one is notebook/custom-model init and the other is remote-code `config_class` handling." + "reason": "Unnecessary loading noise and a tokenizer regex crash are unrelated failure modes." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8 Qwen3Moe failure is unrelated to template-node compile errors." + "reason": "Qwen3Moe FP8 config failure and Jinja/template compilation error are different code paths and causes." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to DAC latent reconstruction mismatch." + "reason": "Different models and mechanisms: MIMI padding-mask support vs DAC.from_latents / STE mismatch." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing `all_tied_weights_keys` is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Missing all_tied_weights_keys on Molmo and a tokenizer loading failure for another model are unrelated." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper model loading failure is unrelated to YOLO auto device-map multi-GPU failure." + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are not the same bug." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head/tied weights, but one is a missing tie and the other is device-dependent serialization inconsistency." + "reason": "Both mention tied weights, but one is a model-specific tying bug and the other is a serialization/device-dependent save issue." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation/compiled forward mismatch is unrelated to `StaticCache.get_seq_length()` returning a tensor." + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length type mismatch are separate bugs." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 bad outputs and OmDet processor size mismatch are separate preprocessing/model-shape bugs." + "reason": "Different problems: incorrect SigLIP2 outputs vs processor/model image-size mismatch." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading regression vs Mistral regex patch crash; different failure modes and targets." + "reason": "Different affected models and root causes; loading failure vs Mistral tokenizer regex patch crash." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection is unrelated to `num_input_tokens_seen` not updating." + "reason": "Early stopping metric selection and token-count tracking are unrelated training issues." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n name collision bug is unrelated to Gemma4 4-bit multimodal dtype casting." + "reason": "Gemma3n variable-name collision and Gemma4 quantization dtype cast are different multimodal bugs." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are init/quantization related at a high level, but the concrete failures are different and not mergeable." + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized argument error are separate initialization/config issues." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different models and root causes: ScandiBERT loading vs Mistral tokenizer regex patching." + "reason": "ScandiBERT loading failure is not the same as the Mistral tokenizer backend_tokenizer crash." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to MobileLLM key error on load." + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are unrelated tokenizer/model-loading bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken argument duplication is not the same bug as the physical-intelligence loading failure." + "reason": "AddedToken special-argument duplication and a model loading failure are different tokenizer issues." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` failure is unrelated to processor image-size mismatch." + "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo processor size mismatch." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead is unrelated to cache length return type." + "reason": "Generation performance overhead and StaticCache.get_seq_length type mismatch are not the same bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading crash and Qwen3OmniMoe video-input error are different model pipelines." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal failures." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL variants, but one is a broad video regression and the other is a still-image RoPE scaling bug." + "reason": "The packet only shows thematic Qwen VL similarity; video-input regression and still-image rope scaling are distinct symptom paths without concrete shared defect evidence." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure is unrelated to missing storage-object resolution for float8 tensors." + "reason": "FP8 config failure and missing Float8 storage type are different compatibility issues." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name conflict is unrelated to Qwen3 device-map CUDA assert." + "reason": "T5 tokenizer construction error and Qwen3 auto device mapping assert are unrelated." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "`_is_hf_initialized` breakage is unrelated to TimesFM `window_size` handling." + "reason": "_is_hf_initialized flag breakage and TimesFM window_size attribute error are unrelated v5 regressions." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure and slow `convert_tokens_to_ids` are different tokenizer problems." + "reason": "Tokenizer loading failure for one model and slow convert_tokens_to_ids regression are different issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Related Qwen3.5 save_pretrained area, but checkpoint correctness and visual-encoder key serialization are not the same concrete bug." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to strict GraniteSpeech config loading." + "reason": "Qwen3-MoE sliding_window bug and granite_speech strict-config loading failure are unrelated." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both report the same Qwen3.5 `save_pretrained` regression: incorrect checkpoint serialization, with the visual-encoder-key problem being a narrower manifestation." + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to Qwen2.5-VL temporal position scaling." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The evaluation is grounded in the packet and stays conservative. The only accepted soft pair, issue:45216 vs issue:45357, is plausibly the same Qwen3.5 `save_pretrained` checkpoint-serialization bug with a narrower visual-encoder-key manifestation. The rejected soft pairs are explained with model/feature-level differences rather than overstated evidence. No clear precision issue stands out." + "accept": false, + "feedback": "The write-up is not conservative enough. The packet only supports broad thematic similarity, not duplicate-level evidence, for the two accepted pairs. In particular, issue:43645 vs issue:46661 and issue:44479 vs issue:45325 are both marked accept despite the packet giving only soft similarity and no concrete shared defect evidence; they should stay rejected. Also, the canonical anchor choice is a bit overstated: issue:43646 is the broader custom-model initialization report, while issue:43645 is the narrower notebook-specific one. Overall, the summary should be downgraded to \"possible thematic subclusters\" rather than confirmed duplicate clusters." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3886,7 +3835,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 12, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -3904,6 +3853,7 @@ "issue:42796", "issue:43296", "issue:43317", + "issue:43377", "issue:43381", "issue:43421", "issue:43425", @@ -3931,7 +3881,7 @@ "issue:44811", "issue:44991", "issue:45081", - "issue:45325", + "issue:45491", "issue:45538", "issue:45542", "issue:45663", @@ -3943,11 +3893,10 @@ "issue:46909" ], "soft_pairs": [ - "issue:40444|issue:45325", "issue:43611|issue:44534", "issue:43425|issue:44403", - "issue:43296|issue:43531", "issue:43716|issue:46899", + "issue:43296|issue:43531", "issue:45812|issue:46491", "issue:44220|issue:44683", "issue:42796|issue:43746", @@ -3972,223 +3921,227 @@ "issue:43317|issue:43856", "issue:44462|issue:45812", "issue:44079|issue:44534", - "issue:44509|issue:46909" + "issue:44509|issue:46909", + "issue:43377|issue:45491" ], - "prepared_review_unit_hash": "9e56bb5744a78f3b817f16213efd36f1d43d274d8a7c59fe72fa9de33e7f06be", + "prepared_review_unit_hash": "eb249ed966b54f4e5c5475ecc5819067765e2883907ef7c9561fd7c2892b7d00", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36000, - "estimated_input_tokens": 9000, - "estimated_eval_tokens": 18256 + "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": "No true duplicates here: the soft matches are mostly superficial overlaps within Transformers/v5, tokenizer, and multimodal areas, but each item describes a different concrete bug or regression. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45812 is the closest cluster representative: it describes a broad, concrete AutoTokenizer regression affecting all Granite models and has follow-up references; however, the set is still heterogeneous, so it is only a representative, not a duplicate target.", + "summary": "This cluster is mostly a grab-bag of unrelated bugs; only the AutoTokenizer/tokenizer.json regression pair looks like a likely duplicate. I\u2019d use the broad tokenizer issue as the best anchor and keep the rest separate.", + "confidence": 0.41, + "canonical_issue_reason": "issue:44462 is the broadest, most general tokenizer regression here and best matches the one plausible duplicate pair in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best single issue to anchor the cluster because it is specific, user-impacting, and broadly scoped compared with the others; the rest are separate bugs across different models/code paths.", + "best_issue_reason": "issue:44462 is the best global issue anchor because it is model-agnostic and captures the shared AutoTokenizer/tokenizer.json regression more cleanly than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is a finetuning failure with multiple images per prompt while the other is a rope-index scaling bug for still-image position_ids; different failure modes and fixes." - }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both mention Transformers v5, but one is about loading models with base_model_prefix and the other about non-persistent buffers being filled with junk; unrelated code paths." + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different code paths." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "One is a Torch 2.10 compatibility break, the other is a logging/noise problem when loading a transformer; not the same bug." + "reason": "Torch version incompatibility and noisy load warnings are unrelated problems." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "PaddleOCR-VL model loading in vLLM and Qwen3-MoE sliding_window behavior are separate model-specific issues." + "reason": "Both mention multimodal dtype issues, but one is an image-preprocessor mismatch and the other is a 4-bit audio/vision quantization cast bug." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Both involve multimodal dtype handling, but one is a Mistral-3 preprocessor/model dtype mismatch and the other is unsafe 4-bit cast in Gemma4 embedders; distinct paths." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Granite tokenizer wrong IDs and CodeLlama leading-space round-trip are both tokenizer regressions, but they affect different tokenizers and different semantics." + "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama leading-space loss are different symptoms and likely different fixes." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "_torch_extract_fbank_features() and compiled flex_attention on torch>=2.9 are different low-level failures with no shared code-path evidence." + "reason": "Fbank extraction and compiled flex_attention are unrelated subsystems." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and GraniteSpeech PEFT local checkpoint loading are unrelated tokenizer vs model-loading bugs." + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT loading are not the same bug." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing and a missing supports_gradient_checkpointing flag are related only at a high level; one is a runtime mode restriction, the other is a config flag omission." + "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are distinct issues." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary loading noise and tokenizer loading failure for EMBEDDIA/est-roberta are different issues; one is cosmetic, the other blocks loading." + "reason": "Generic loading noise and AutoTokenizer ignoring tokenizer.json are different bugs." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized regression and mmap OOM on Strix Halo are unrelated v5/runtime environment problems." + "reason": "_is_hf_initialized handling and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image finetuning are both training topics, but they concern different models and different bottlenecks." + "reason": "Both involve Qwen VL training, but multi-GPU training and iterable-dataset multi-image finetuning failures are different problems." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are unrelated symptoms and code paths." + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper-large-v2 loading failure and missing Float8 storage support are distinct backend/runtime errors." + "reason": "Whisper load failure and Float8 storage lookup error do not describe the same bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage are unrelated transformer-v5 breakages." + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage resolution are different failure modes." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral and accuracy regression for DeepSeek-R1-Distill-Llama are different model-specific regressions." + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated internals." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen2.5-VL multi-image finetuning are different generation vs training bugs." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable-dataset finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading in v5 and Llama4Config missing pad_token_id are separate config/loading issues." + "reason": "Qwen2.5-GGUF loading and Llama4Config pad_token_id are different model/config issues." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates in TokenizersBackend and mdeberta-v3 add_special_tokens behavior are different tokenizer-stack bugs." + "reason": "Runtime special-token post-processor updates and add_special_tokens BOS/EOS behavior are related in theme but not clearly the same concrete bug." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length are unrelated model-loading vs tokenizer-constant issues." + "reason": "GGUF loading regression and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized flag breakage and non-persistent buffers junk are both v5 regressions, but they affect different internals and fixes." + "reason": "_is_hf_initialized and non-persistent buffer junk are different Transformers v5 regressions." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window and unexpected _is_hf_initialized argument are not the same bug; one is model config behavior, the other is init-time argument compatibility." + "reason": "Qwen3-MoE sliding_window and unexpected _is_hf_initialized arg are not the same issue." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral and caching_allocator_warmup TypeError on Apple Silicon are completely different issues." + "reason": "Bad AutoTokenizer error messaging and Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "TensorFlow missing from `.[torch]` install and tensorboard-only-without-TensorFlow backend error are related packaging issues but not the same underlying fix." + "reason": "Both involve TensorFlow backend packaging, but one is missing TF in the torch extra and the other is an undefined backend from tensorboard-only installs; not clearly the same bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crash are distinct model/device vs tokenizer-patch failures." + "reason": "Qwen3 auto device mapping crash and Mistral regex patch crash are unrelated." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload failure with device_map=auto and Qwen3 MoE training memory inefficiency are different load-time vs training-memory problems." + "reason": "GPU+CPU offload loading failure and Qwen3 MoE memory usage are different problems." }, { "left": "issue:44462", "right": "issue:45812", - "accept": false, - "reason": "Ignoring tokenizer.json from repo and wrong Granite token IDs both involve AutoTokenizer, but they are different repository-selection vs token-construction bugs." + "accept": true, + "reason": "Both point to the same AutoTokenizer/tokenizer.json regression: repository tokenizer config is being ignored, causing wrong token IDs on Granite models." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling and non-persistent buffer junk are unrelated internal state-management regressions." + "reason": "ModelOutput key assignment and v5 non-persistent buffer initialization are unrelated." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Removed pipeline-task docs and a broken DIA documentation example are both docs issues, but they concern different pages and content." + "reason": "Removed pipeline docs and a broken DIA documentation example are both docs issues but not the same change." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder batching/padding-mask bug and Gemma3 NaN embeddings are different model-path failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is sufficiently grounded in the packet and stays mostly conservative: it treats the cluster as largely unrelated and only elevates one tokenizer-related pair as a plausible duplicate. The negative soft-edge verdicts are appropriately cautious. The 44462/45812 match is still somewhat inferential from titles alone, but not overstated enough to reject." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4197,7 +4150,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 13, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -4216,7 +4169,6 @@ "issue:42915", "issue:43262", "issue:43296", - "issue:43377", "issue:43454", "issue:43482", "issue:43493", @@ -4231,6 +4183,7 @@ "issue:43819", "issue:43828", "issue:43873", + "issue:43881", "issue:43994", "issue:44079", "issue:44186", @@ -4238,6 +4191,7 @@ "issue:44291", "issue:44466", "issue:44479", + "issue:44488", "issue:44829", "issue:44877", "issue:45072", @@ -4245,7 +4199,6 @@ "issue:45357", "issue:45381", "issue:45479", - "issue:45491", "issue:45584", "issue:45701", "issue:45823", @@ -4254,7 +4207,6 @@ "issue:46821" ], "soft_pairs": [ - "issue:43377|issue:45491", "issue:43611|issue:43646", "issue:43296|issue:46821", "issue:43818|issue:46402", @@ -4270,8 +4222,8 @@ "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:43873|issue:45701", - "issue:44291|issue:44877", "issue:43701|issue:45325", + "issue:44291|issue:44877", "issue:42796|issue:45381", "issue:43606|issue:44265", "issue:40990|issue:45584", @@ -4283,223 +4235,234 @@ "issue:39692|issue:40444", "issue:44186|issue:44265", "issue:43454|issue:43550", - "issue:43606|issue:43819" + "issue:43606|issue:43819", + "issue:43881|issue:44488", + "issue:41720|issue:45823" ], - "prepared_review_unit_hash": "df6d9f9670d1d6349e0ddcb6ad9496ba555abcd5019504bcbff5617db1ec3a21", + "prepared_review_unit_hash": "f34143294708becc6aa303538e54b367ffe98d604d67aaebc0dbd0452d4f1439", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36374, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "soft_pair_count": 31, + "serialized_chars": 36521, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose collection of mostly unrelated model/runtime issues, not a tight duplicate cluster. All soft pairs look like superficial similarity only, so none should be merged as the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "Only 2 soft pairs look like true duplicates: one SigLIP2 implementation/regression pair and one Qwen2.5-VL video/position-id regression pair. The rest are broad topical overlaps but describe different failures, models, or code paths.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report among the accepted duplicates: it pinpoints the wrong `get_rope_index` scaling for Qwen2.5-VL visual temporal positions, which subsumes the symptom-only report in issue:45381.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45325 is the strongest representative issue overall because it states the concrete bug mechanism and has the broadest explanatory value for the accepted Qwen2.5-VL duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "Different bugs: MIMI padding-mask batching mismatch vs Gemma3 sliding-window/all-padding NaNs." - }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization." + "reason": "Both mention Transformers 5 regressions, but one is about `base_model_prefix` loading and the other about custom initialization; different failure modes and not one concrete bug." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Unrelated models and failure modes: PaddleOCR-VL load error vs TimesFM window_size AttributeError." + "reason": "Completely different models and errors: PaddleOCR-VL load failure vs TimesFM `window_size` AttributeError." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different code paths: Video-LLaVA architecture/weights issue vs Sam3 text encoder weights not loading." + "reason": "Different architectures and bugs: Video-LLaVA tower/weight sharing vs Sam3Model text encoder weights not loading." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training regressions: flash_attention_3 degenerate training vs num_labels=1 zero-loss classification behavior." + "reason": "Both are training/pathology reports, but one is flash-attention-3 degeneracy and the other is a single-label loss edge case across classifiers." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization bug is unrelated to ModelOutput key assignment." + "reason": "Different code paths: non-persistent buffer serialization junk vs `ModelOutput` key assignment behavior." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower bug is unrelated to Qwen3.5 save_pretrained visual-key regression." + "reason": "Both are vision-model issues, but one is Video-LLaVA tower/weights and the other is Qwen3.5 visual encoder key serialization." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency issue is unrelated to a specific model load failure." + "reason": "Unrelated packaging/backend issue vs a model-loading failure." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both touch SigLIP2, but one is HF-vs-JAX implementation mismatch and the other is bad AutoModel/pipeline outputs." + "accept": true, + "reason": "Same underlying SigLIP2 model bug: both report incorrect/nonsensical outputs from the HF SigLIP2 implementation, one versus JAX and one in AutoModel/pipeline." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export export/check failure is a different bug from bfloat16 inference dtype mismatches." + "reason": "Export failure with `torch_compilable_check` is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multiple-images finetuning failure is not the same as Qwen2.5-VL video position-id regression." + "reason": "Different Qwen2.5-VL problems: finetuning with multi-image iterable datasets vs video input position-id regression." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and defects: Qwen2.5-VL rope scaling vs Kosmos2.5 long-OCR index error." + "reason": "Different bug classes: Qwen2.5-VL video/position-id scaling vs Kosmos2.5 OCR long-input indexing." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Same subsystem, but distinct bugs: still-image temporal scaling vs video vision_position_ids." + "accept": true, + "reason": "Same Qwen2.5-VL visual position-id regression; one identifies the `get_rope_index` scaling bug, the other reports the downstream wrong `vision_position_ids` symptom." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied-weight serialization inconsistency is not the same as failing to tie lm_head weights." + "reason": "Both touch tied weights/lm_head, but one is a model-specific untied-head bug and the other is device-dependent serialization inconsistency." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "FP8 config failure and GGUF loading failure are unrelated issues." + "reason": "Different models and failures: Qwen3Moe FP8 config vs Qwen2.5 GGUF loading under Transformers v5." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tokenization-version changes." + "reason": "Quantization/offloading behavior is unrelated to tokenization changes across Transformers versions." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Unexpected init argument during init_empty_weights is unrelated to strict config loading for granite_speech." + "reason": "Checkpoint key mismatch during resume is unrelated to Qwen2.5-VL position-id generation." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + "reason": "Different loading problems: `init_empty_weights` argument incompatibility vs strict config rejection for `granite_speech`." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to video vision_position_ids." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch_compilable_check export failures." + "reason": "CPU-offload device mismatch is unrelated to `torch.export` failures from `torch_compilable_check`." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on WikiText-2 and Whisper empty-transcription generation failure are unrelated." + "reason": "Perplexity on GPT-OSS/WikiText and Whisper empty-transcription generation are unrelated symptoms and code paths." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT adapter checkpoint loading." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 device-mismatch are different concrete bugs." + "reason": "Both are forward/regression bugs, but one is a Qwen video-input regression and the other is a Gemma4 device-map PLE mismatch." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "inputs_embeds/past_key_values generation bug is unrelated to Qwen3 auto device-map CUDA asserts." + "reason": "Progressive generation with embeddings/past KV is unrelated to a Qwen3 auto-device-map CUDA assert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation are unrelated features." + "reason": "Bark voice preset and progressive generation are entirely different bugs." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are different failures." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to a TimesFM `window_size` AttributeError." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc/example issues are unrelated to Qwen2.5-VL multi-image finetuning failures." + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL multi-image finetuning failures are different models and issues." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to torch.export/export-check behavior." + "reason": "LayoutLMv2 tokenizer crashes are unrelated to export failures caused by `torch_compilable_check`." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision weight-tying bug is unrelated to Bamba torch.compile SDPA failure." + "reason": "AyaVision lm_head tying and Bamba-9B-v2 torch.compile SDPA issues are different model-specific bugs." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents vs forward mismatch." + "reason": "CPU offload device mismatch and DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different models; no shared bug mechanism." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different device-placement failures in different models; not the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are plausibly duplicate issues from the titles alone (SigLIP2 implementation discrepancy; Qwen2.5-VL video/position-id regression), and the rejected pairs are generally justified by clearly different models, failure modes, or code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4508,7 +4471,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 14, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -4542,10 +4505,10 @@ "issue:44186", "issue:44387", "issue:44466", - "issue:44488", "issue:44534", "issue:44568", "issue:44610", + "issue:44756", "issue:44877", "issue:44898", "issue:44977", @@ -4566,20 +4529,18 @@ "issue:46821" ], "soft_pairs": [ - "issue:43881|issue:44488", - "issue:41720|issue:45823", "issue:43377|issue:44610", "issue:43257|issue:45923", - "issue:46305|issue:46315", "issue:44568|issue:45920", + "issue:46305|issue:46315", "issue:42796|issue:46209", "issue:43454|issue:45072", "issue:45823|issue:46821", "issue:40990|issue:42947", "issue:43377|issue:44898", "issue:43454|issue:43720", - "issue:42617|issue:42915", "issue:43749|issue:44534", + "issue:42617|issue:42915", "issue:43317|issue:43873", "issue:43572|issue:45759", "issue:43322|issue:46050", @@ -4593,232 +4554,227 @@ "issue:40990|issue:45701", "issue:43450|issue:45701", "issue:43881|issue:44991", - "issue:44877|issue:44991", "issue:43065|issue:46402", + "issue:44877|issue:44991", "issue:26413|issue:28530", "issue:41720|issue:42617", - "issue:44186|issue:45072" + "issue:44186|issue:45072", + "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "2051762cde6eb64631f75b775900e1e6cc740f0786d2b76112847237f1540eea", + "prepared_review_unit_hash": "6fcc7a3cc7b7723cf73ba3ac60c075f5cf2f1d85a46621e8e2dde403fc9a8fc9", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37300, - "estimated_input_tokens": 9325, - "estimated_eval_tokens": 18906 + "soft_pair_count": 31, + "serialized_chars": 36989, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: it spans tokenizer regressions, model-loading failures, device_map/offload issues, quantization bugs, and a few trainer/model-configuration problems. There is no strong duplicate pair; the closest theme is broad loading/offload/quantization regressions.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the cluster, covering the shared offloading/quantization theme better than the more model-specific incidents.", + "summary": "This cluster is mostly heterogeneous bug reports; I did not find any soft pair that looks like the same underlying issue, so all candidate duplicates are rejected. Among the set, the strongest standalone issue is the broad tokenizer regression in issue 45920.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is justified here because the items span unrelated bugs rather than one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best anchor for the cluster because it is general enough to represent the loading/offload/quantization subgroup, even though the overall set is not a clean duplicate cluster.", + "best_issue_reason": "issue:45920 is the clearest high-signal report: it describes a broad v5 tokenizer regression affecting multiple models with a concrete symptom and likely reproducible impact.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Both are loading failures, but they involve different models and likely different failure modes; too little evidence they are the same bug." - }, - { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Both mention device_map/auto, but one is a cudaErrorAssert on Qwen3 and the other is a device mismatch in Gemma4; not the same concrete bug." - }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Different subsystems entirely: MIMI encoder batching/padding vs OmDet-Turbo processor image sizing." + "reason": "Different bugs: MIMI batching/padding-mask behavior vs OmDet input-size mismatch." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE loading/accelerate-deepspeed conversion issue is unrelated to a missing gradient_checkpointing flag." + "reason": "Different code paths: accelerate+deepspeed weight conversion vs missing gradient-checkpointing flag." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "One is a sliding-window mask off-by-one bug, the other is a tokenizer performance regression; unrelated." + "reason": "Both are tokenizer regressions, but one is special-token insertion for a specific model while the other is wrong token IDs across several models; not the same concrete bug." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer regressions, but one is specific BOS/EOS insertion for a single tokenizer while the other is a broader AutoTokenizer ID mapping problem across several models." + "reason": "Unrelated functionality: sliding-window masking off-by-one vs tokenizer lookup performance regression." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference failure on B200 are unrelated code paths." + "reason": "Tokenizer/BPE handling issue vs FP8 inference failure on B200; unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying/generation corruption and bfloat16 dtype mismatches are different bugs." + "reason": "Different failures: tied-weight config bug causing bad generation vs bfloat16 dtype mismatch during inference." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-mapping forward mismatch and a TimesFM window_size AttributeError do not appear to share a code path." + "reason": "Different model/runtime issues: device-map forward mismatch vs TimesFM window_size AttributeError." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on a model is unrelated to gradient checkpointing ineffective with PEFT LoRA." + "reason": "Perplexity anomaly on one model is not the same as LoRA gradient-checkpointing ineffectiveness." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is not the same as Perceiver non-default-resolution failures." + "reason": "Different model classes and symptoms: MIMI padding-mask discrepancy vs Perceiver resolution handling." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Tied-weight generation issues and BitNet packed-weight loading failures are distinct problems." + "reason": "Different problems: weight tying/generation corruption vs packed-weight unpacking during accelerate load." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Unable to run a parallel script and a FineGrainedFP8Config failure are unrelated." + "reason": "Both touch loading/memory, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization; not the same bug." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Both involve loading behavior, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer initialization; not the same bug." + "reason": "Unrelated failures: 3d_parallel.py runtime issue vs Qwen3MoE FineGrainedFP8Config failure." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "These are the closest pair, but one is a specific dequantized model offload failure and the other is a broader offloading/quantization report; insufficient evidence to merge as the same bug." + "reason": "Both involve offload/quantization broadly, but the reported failure modes and likely code paths differ too much to treat as duplicates." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx after a v5 update and failing to unwrap text_config in composite Qwen configs are different configuration issues." + "reason": "Unrelated config regressions: missing pad_token_idx vs improper text_config unwrapping." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segmentation fault loading Llava Next and broken save_pretrained/from_pretrained after sinq quantization are unrelated." + "reason": "Different lifecycle stages: Llava loading segfault vs sinq quantized model breakage after save/load." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different symptoms and models: cudaErrorAssert with auto device mapping vs a segmentation fault while loading Llava Next." + "reason": "Different models and symptoms: CUDA assert under auto device mapping vs segfault during Llava Next loading." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss signature change is unrelated to a 3d_parallel.py runtime failure." + "reason": "Trainer API signature change vs inability to run a 3d_parallel script; unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 CUDA reserved memory/OOM and an apex.FusedRMSNorm memory leak are distinct quantization/memory issues." + "reason": "Both are memory-related, but one is int4 CUDA reserved memory regression and the other is an apex RMSNorm leak; different bugs." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen-family models, but one is a device-map assert and the other is a flash-attention generation issue." + "reason": "Different issues around Qwen-family models: device-mapping CUDA assert vs flash-attention generation failure." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are serialization-related, but one is general tied-weight serialization and the other is incorrect visual encoder keys for Qwen3.5; not the same concrete bug." + "reason": "Both concern serialization, but one is tied lm_head weight inconsistency and the other is incorrect visual encoder keys." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss keyword argument and FineGrainedFP8Config failure are unrelated trainer/model-loading issues." + "reason": "Trainer loss-signature change vs MoE FP8 loading failure; unrelated." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors do not share a code path." + "reason": "Different components: BeitImageProcessorFast label reduction vs Molmo tied-weights attribute error." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a benchmark and tokenizer behavior changing across versions are not the same bug." + "reason": "General tokenization/perplexity concerns, but the symptoms and APIs differ; not the same bug." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batched-shape bug and tokenization changes are different subsystems." + "reason": "Video processor batched-shape bug is unrelated to tokenizer-version behavior." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are loading/tokenizer failures, but they concern different models and different failure modes." + "reason": "Different failures: model loading for glm-4v-9b vs tokenizer loading for est-roberta." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are unrelated." + "reason": "Same model family, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weights." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text encoder weights not loading are different model components and bugs." + "reason": "Strict config loading failure vs tokenizer loading regression; unrelated." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Resume-from-checkpoint epoch iterator failure and early-stopping metric handling are separate trainer issues." + "reason": "Checkpoint resume/epoch iterator failure vs early stopping metric lookup; different training behaviors." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Device-map assert on a model and failure to run 3d_parallel.py do not appear related." + "reason": "Different failures: CUDA assert during model loading vs a script execution problem." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2Tokenizer batching/padding crashes and bf16 dtype mismatches in inference are unrelated." + "reason": "Tokenizer crash on NER/batched truncation vs dtype mismatch in inference; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload, but quantization offloading and mmap-on-Strix-Halo OOM are not the same underlying bug." } ] }, @@ -4834,7 +4790,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 15, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -4855,6 +4811,7 @@ "issue:43322", "issue:43404", "issue:43425", + "issue:43526", "issue:43531", "issue:43550", "issue:43572", @@ -4863,7 +4820,7 @@ "issue:43646", "issue:43708", "issue:43720", - "issue:43873", + "issue:43881", "issue:44008", "issue:44186", "issue:44361", @@ -4873,7 +4830,6 @@ "issue:44671", "issue:44734", "issue:44743", - "issue:44756", "issue:44898", "issue:44913", "issue:45161", @@ -4892,27 +4848,26 @@ "issue:46869" ], "soft_pairs": [ - "issue:43873|issue:44756", "issue:46612|issue:46858", "issue:43550|issue:43720", "issue:43577|issue:43708", "issue:43295|issue:45701", - "issue:43550|issue:43606", "issue:44186|issue:44610", + "issue:43550|issue:43606", "issue:45685|issue:46821", "issue:43646|issue:46665", "issue:43404|issue:45357", "issue:44610|issue:44898", "issue:36010|issue:42617", - "issue:44734|issue:46858", "issue:42915|issue:43317", + "issue:44734|issue:46858", "issue:44423|issue:45406", "issue:44008|issue:45823", "issue:46821|issue:46869", "issue:45632|issue:45684", "issue:41720|issue:45161", - "issue:44464|issue:46858", "issue:28530|issue:33666", + "issue:44464|issue:46858", "issue:44671|issue:44743", "issue:43531|issue:43572", "issue:36331|issue:41720", @@ -4920,210 +4875,217 @@ "issue:44186|issue:44361", "issue:43316|issue:44913", "issue:42915|issue:43322", - "issue:43425|issue:46821" + "issue:43425|issue:46821", + "issue:43526|issue:43881" ], - "prepared_review_unit_hash": "287755d9279118edf189fd7a9bda4fa03ef5db46b6a5eab67e84f6b27ac8fd27", + "prepared_review_unit_hash": "94094240657ca8cae67e7f2c19db534c2c5e1aad717fb50c9fccc873b852cbe9", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36448, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues span many unrelated bugs across offloading, generation/cache handling, tokenization, config serialization, and multimodal/model-loading paths. None of the suggested soft pairs look like safe duplicates of the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43873 is the broadest open issue in the set and has the strongest cross-references, making it the best umbrella candidate for the offloading/quantization-related cluster even though the other items are not true duplicates.", + "summary": "This cluster is mostly heterogeneous: the issues share only broad Transformers/model-loading themes, but not the same concrete bug or change. No soft pair is a safe duplicate merge candidate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45701 is the best anchor because it has the broadest scope and the most inbound references, so it most plausibly represents the cluster\u2019s general tokenization/regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to anchor this set because it is open, broadly framed, and most likely to attract related reports about offloading behavior.", + "best_issue_reason": "issue:45701 is the most central issue to keep as the representative triage target; it is broad enough to absorb related discussion without overclaiming duplicate status.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Both mention memory/offloading, but one is about quantization offload behavior and the other is a Strix Halo mmap/OOM workaround; different root causes and fixes." - }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache logic, but one is a beam-search cache reorder bug across specific models while the other is a static-cache prefill arithmetic bug on non-CUDA backends under torch.compile." + "reason": "Both mention generation/cache behavior, but one is about beam-search cache reorder omissions across specific model families while the other is about static-cache seq-length arithmetic on non-CUDA backends; different failures and code paths." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different failures: one is torch.compile with SDPA on Bamba-9B-v2, the other is accelerate loading of packed BitNet weights." + "reason": "These are unrelated: SDPA/torch.compile failure in Bamba vs packed-weight unpacking during accelerate loading for BitNet." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Unrelated problems: dtype propagation for Blip2 versus Trainer checkpoint-resume max_steps calculation." + "reason": "One is a dtype propagation bug in Blip2 loading; the other is a Trainer resume/max_steps calculation issue." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both touch tokenization behavior, but one is a regression in processor/tokenizer access for custom multimodal code and the other is a broader version-dependent tokenization change; not the same concrete bug." + "reason": "Both touch tokenization-related regressions, but one is a specific processor/tokenizer API break in v4.57.5 and the other is a broad version-to-version tokenization change report; not the same concrete bug." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Both are model-specific runtime failures, but the affected models and failure mechanisms differ (torch.compile/SDPA vs CPU-offload device mismatch)." + "reason": "Different components and symptoms: LayoutLMv2Tokenizer crashes on NER/padding, while OmDet-Turbo has an image-size mismatch between processor and model." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Different components and bugs: LayoutLMv2 tokenizer crashes on NER/batched padding versus OmDet-Turbo processor output-size mismatch." + "reason": "Both involve device/runtime issues, but the model, mechanism, and failure mode differ completely." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "No shared underlying bug: an MPS histogram kernel limitation for MoE versus a TimesFM window_size AttributeError." + "reason": "MPS histogram-on-Int in MoE code is unrelated to TimesFM's window_size AttributeError." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both concern model loading, but one is Transformers 5.0 custom-model initialization breakage and the other is inconsistent from_pretrained behavior inside Python classes; not the same code path." + "reason": "One is a Transformers 5.0 custom-model initialization breakage; the other is an inconsistent from_pretrained-in-class behavior report. Similar area, but not the same bug." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different serialization/model-head issues: untied lm_head in Mistral3ForConditionalGeneration versus incorrect visual encoder keys saved by Qwen3.5." + "reason": "Weight tying in Mistral3 conditional generation is unrelated to Qwen3.5 save_pretrained visual key serialization." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision-related, but one is a processor resize/output mismatch and the other is a non-default-resolution interpolation failure in Perceiver classification." + "reason": "Both concern image preprocessing, but they are separate model-specific size/positional-encoding problems." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Completely different failures: an import regression for GenerationMixin versus inability to run a 3D parallel script." + "reason": "GenerationMixin import error and inability to run 3d_parallel.py are unrelated." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Both involve cache handling, but the first is an API serving KV-cache indexing bug while the second is a static-cache prefill tensor/device arithmetic bug under compilation." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to device_map auto offload loading for a dequantized model." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Both are model-loading/runtime failures around quantization/offload, but one is FineGrainedFP8 on Qwen3Moe and the other is dequantized model loading with device_map auto; different concrete problems." + "reason": "Both involve cache handling, but one is a serve-time KV indexing crash and the other is a seq-length tensor/device arithmetic issue in static cache prefill." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal processor crashes, but one is a string-to-device conversion failure in continuous batching and the other is a missing _tokenizer attribute on Gemma4Processor." + "reason": "Different serve/multimodal processor failures with different root causes and error signatures." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma-family bugs: a variable-name collision in forward versus a device mismatch during forward with device_map=auto." + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under device_map=auto." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task crashes, but they concern different tokenizers and different code paths." + }, + { + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "Different models and symptoms: a TimesFM window_size AttributeError versus YOLO multi-GPU device_map auto failure." + "reason": "Chunked-generation inconsistency under compiled forward is not the same bug as static-cache seq-length device tensor arithmetic." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Unrelated filesystem/permissions issue versus save_pretrained read-only permission propagation." + "reason": "Cache-path collisions for trust_remote_code and read-only file permission propagation are unrelated save/load issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention distributed/device mapping style concerns, but one is a Qwen3 auto-device-map CUDA assert and the other is GPT-OSS MoE tensor-parallel support; not the same bug." + "reason": "Auto device mapping CUDA assert in Qwen3 is unrelated to GPT-OSS MoE tensor-parallel not working." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Both mention compiled generation/cache behavior, but one reports inconsistent chunked generation outputs while the other is a specific cache length tensor arithmetic bug." + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "No overlap in underlying bug: early stopping metric selection versus Qwen2-VL multi-GPU training." + "reason": "Duplicate of the earlier cache/compiled-forward pair: same broad area, but distinct bugs." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Both are model-specific correctness bugs, but one is masked-LM prediction regression in CamemBERT and the other is Qwen3.5 recurrent state reset with cache." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are separate model-specific failures." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different config/model issues: sliding_window behavior in Qwen3-MoE versus missing pad_token_idx in StableLmConfig." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer custom compute_loss signature change versus Qwen3 device_map CUDA assert are unrelated." + "reason": "Trainer compute_loss signature change and Qwen3 auto-device-map CUDA assert are unrelated." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Different subsystems: Qwen3Moe FP8 loading failure versus import-time pipeline failure due to kernels package requirements." + "reason": "FineGrainedFP8Config model loading and kernels import/version-revision requirements are unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer-related, but on different tokenizers and different failure modes; not a single duplicate bug." + "reason": "Same as the earlier tokenizer pair: similar symptom class, but different tokenizers and root causes." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config consistency problems, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX rotary_pct not persisting on reload." + "reason": "Config API mismatch for Gemma3TextConfig and rotary_pct reset on GPTNeoX reload are separate serialization/API bugs." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different model families and runtime errors: Qwen3Moe FP8 failure versus Llava Next segmentation fault on load." + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are unrelated." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch version compatibility and a TimesFM attribute error are not the same underlying bug." + "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are unrelated." } ] }, @@ -5139,7 +5101,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 16, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -5159,7 +5121,6 @@ "issue:42490", "issue:43329", "issue:43388", - "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -5170,7 +5131,6 @@ "issue:43746", "issue:43782", "issue:43873", - "issue:43881", "issue:44062", "issue:44077", "issue:44387", @@ -5187,6 +5147,7 @@ "issue:45357", "issue:45406", "issue:45464", + "issue:45479", "issue:45701", "issue:45704", "issue:45759", @@ -5198,19 +5159,18 @@ ], "soft_pairs": [ "issue:28530|issue:30064", - "issue:43526|issue:43881", "issue:33357|issue:35707", "issue:29159|issue:36032", "issue:44387|issue:45701", - "issue:43873|issue:45704", "issue:43540|issue:43782", + "issue:43873|issue:45704", "issue:30064|issue:34634", "issue:43550|issue:43653", "issue:43606|issue:43720", "issue:44534|issue:46665", "issue:44492|issue:44509", - "issue:43531|issue:45759", "issue:41720|issue:43746", + "issue:43531|issue:45759", "issue:45406|issue:45464", "issue:42490|issue:43329", "issue:43388|issue:45059", @@ -5222,220 +5182,221 @@ "issue:45759|issue:45859", "issue:45357|issue:46402", "issue:44451|issue:44991", - "issue:43531|issue:44589", "issue:44077|issue:44625", + "issue:43531|issue:44589", "issue:43644|issue:46665", "issue:44062|issue:44451", - "issue:44898|issue:45072" + "issue:44898|issue:45072", + "issue:44625|issue:45479" ], - "prepared_review_unit_hash": "2d9b333363498906fb14e087f90c844685041e5730a2b5aebc217e995d3bb48c", + "prepared_review_unit_hash": "d993255db6252dbd2261ccd7fbcb7f015ae4922dc2b7fbb0f1d221bc4a9d700b", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36783, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "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": "The proposed soft edges are all false positives. The items span unrelated bugs across tokenizers, multimodal processors, loading/offload, training state, docs, and model-specific regressions, with no clear duplicate cluster.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the set is too heterogeneous and the soft pairs do not describe one shared underlying bug.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No best issue stands out; none of the issues is representative of the whole set.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is heterogeneous: most items are distinct bug reports across unrelated subsystems, so none of the soft-similarity pairs look like true duplicates. If one issue must represent the cluster, the closest recurring theme is the Transformers v5 non-persistent-buffer regression.", + "confidence": 0.43, + "canonical_issue_reason": "issue:44534 is the clearest concrete regression in the set and best matches the recurring Transformers v5 buffer-loading bug theme; it is more representative than the other broadly similar version-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the strongest representative issue because it describes a specific, actionable v5 regression with likely broader impact; however, the cluster overall is not a single duplicate family.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric lookup and void segmentation-map processing are unrelated bugs." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v loading failure affect different code paths." + "reason": "Early-stopping metric resolution is unrelated to void segmentation-map processing." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different code paths." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer issues." + "reason": "Both are tokenizer bugs, but one is slow/fast inconsistency and the other is a T5 special-tokens load error." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization OOM and tokenization changes are not the same problem." + "reason": "Int4 quantization memory growth is not the same bug as version-dependent tokenization changes." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are unrelated." + "reason": "Both involve Qwen multimodal models, but one is a video input ValueError and the other is a weight_only load failure." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Qwen3OmniMoe video processing error and Qwen3VL weight_only load error are separate failures." + "reason": "Quantization/offloading behavior and a T5 apex RMSNorm memory leak are unrelated failures." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation maps and BarkProcessor voice_preset are different processor bugs." + "reason": "Segmentation-map preprocessing does not match a BarkProcessor voice_preset issue." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "torch.compile SDPA failure and tokenizer special-token registration are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different loading/offload issues." + "reason": "Both concern loading/offload infrastructure, but the failing mechanisms are different: CPU offload mismatch vs packed-weight unpacking." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk and from_pretrained behavior inside Python classes are not the same bug." + "reason": "Non-persistent buffer junk in v5 is a different bug from inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies and removed pipeline-task docs are unrelated documentation issues." + "reason": "A typo in cache strategies is unrelated to stale docs for removed pipeline tasks." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Qwen3-MoE sliding_window and multimodal text_config unwrapping are distinct configuration bugs." + "reason": "Auto device-mapping cuda assert and PEFT local-checkpoint loading are different issues." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as unwrapping text_config for composite multimodal configs." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in transformers serve and Qwen3.5 streaming chat/completions failure are different code paths." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are unrelated." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model import warning and VLM video token counting are unrelated." + "reason": "Trailing-slash local model path warnings do not overlap with the undefined video-token counting bug." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics label truncation and SAM3 text+box behavior are different bugs." + "reason": "Last-batch label truncation in gather_for_metrics is unrelated to SAM3 text+box behavior." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and tokenizer special-token decoding are not the same issue." + "reason": "CPU offload/device mismatch and BigBirdTokenizer special-token registration are different bug classes." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating and progressive generation are unrelated." + "reason": "TrainerState token counting and progressive generation with embeds/past keys are not the same defect." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping affect different models and code paths." + "reason": "Bark voice_preset loading and Qwen3 auto device mapping crashes are unrelated." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window and TimesFM window_size AttributeError are only superficially similar." + "reason": "Qwen3-MoE sliding-window failure is not the same as TimesFM window_size AttributeError." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video input failure and cache seq-length device tensor arithmetic are unrelated." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache seq-length tensor arithmetic." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite Qwen config unwrapping and CPU-offload rotary embedding behavior are different bugs." + "reason": "Both are Qwen3.5-related, but one is config unwrapping and the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual encoder keys on save and Sam3 text encoder weights not loaded are separate serialization/loading issues." + "reason": "Incorrect visual encoder keys on save_pretrained and missing text-encoder weights on load are different save/load bugs." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "ScandiBERT model loading and est-roberta tokenizer loading are not the same bug." + "reason": "A specific model load failure for ScandiBERT is not the same as a tokenizer-loading regression for a different model." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated." + "reason": "An optional post_init policy change is unrelated to num_labels propagation in Qwen3.5 configs." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are separate model/config issues." + "reason": "Sliding-window handling and missing Float8 storage support are unrelated." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffers filled with junk and from_pretrained inconsistency inside Python classes are not the same underlying bug." + "reason": "Non-persistent buffer junk and inconsistent from_pretrained-in-class behavior are distinct issues." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument conflict and ScandiBERT loading failure are unrelated tokenizer/model issues." + "reason": "AddedToken special-argument conflict is unrelated to the ScandiBERT load failure." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and bfloat16 dtype mismatches are different model/runtime problems." + "reason": "Perceiver interpolation failures and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 configs is unrelated to degenerate single-label classification loss." } ] }, @@ -5451,7 +5412,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 17, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -5464,6 +5425,7 @@ "issue:39692", "issue:41720", "issue:42886", + "issue:43295", "issue:43381", "issue:43421", "issue:43493", @@ -5481,21 +5443,20 @@ "issue:44514", "issue:44545", "issue:44610", - "issue:44625", "issue:44671", "issue:44843", "issue:44918", "issue:44936", "issue:44987", - "issue:44995", "issue:45042", "issue:45081", "issue:45356", "issue:45357", "issue:45381", - "issue:45479", + "issue:45507", "issue:45704", "issue:45759", + "issue:45834", "issue:45907", "issue:45923", "issue:45987", @@ -5509,9 +5470,8 @@ "issue:46858" ], "soft_pairs": [ - "issue:44987|issue:45042", - "issue:44625|issue:45479", "issue:43381|issue:43844", + "issue:44987|issue:45042", "issue:44368|issue:45357", "issue:39692|issue:44610", "issue:41720|issue:45704", @@ -5525,236 +5485,243 @@ "issue:45759|issue:45923", "issue:43746|issue:43873", "issue:44514|issue:44545", - "issue:43994|issue:44671", "issue:43421|issue:43653", + "issue:43994|issue:44671", "issue:39692|issue:43493", "issue:46032|issue:46463", "issue:43421|issue:44186", - "issue:43782|issue:45381", "issue:45081|issue:45356", + "issue:43782|issue:45381", "issue:30064|issue:36010", - "issue:44995|issue:46858", + "issue:45507|issue:46858", "issue:45356|issue:45907", "issue:39692|issue:43873", "issue:43720|issue:43819", "issue:43653|issue:43720", + "issue:46829|issue:46832", "issue:45987|issue:46829", - "issue:46829|issue:46832" + "issue:43295|issue:45834" ], - "prepared_review_unit_hash": "d5974906f2726f0612a983d5b847c69aabd01d6a4fbd5030e1061291ad5fc09f", + "prepared_review_unit_hash": "a5156ed720eb90f3f108563148bbf93222788f5c2650c797370977e8582c3e3d", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37548, - "estimated_input_tokens": 9387, - "estimated_eval_tokens": 19030 + "serialized_chars": 37444, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and does not form one duplicate cluster. The only clear duplicate pair is the Qwen2.5-VL batched `apply_chat_template` crash; the rest are separate issues that only share broad subsystem similarity.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44545 is the cleanest canonical for the only true duplicate pair (44514/44545) and has slightly more inbound/reference activity.", + "summary": "This cluster is mostly heterogeneous Transformers bug reports with overlapping tokenizer/processor themes, but only one clear duplicate pair stands out: the two Qwen2_5_VLProcessor.apply_chat_template crashes on batched input with padding=False. The rest are related by subsystem at best, not by the same concrete bug.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44514 is the earliest report in the only exact duplicate pair (44514/44545) and cleanly describes the concrete crash in Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False.", "canonical_pr_reason": null, - "best_issue_reason": "44545 is the best representative issue in this set, but only for the one exact duplicate pair; it is not a good global representative of the full mixed cluster.", + "best_issue_reason": "Issue 44514 is the best representative because it matches its twin exactly and has the clearest canonical repro of the actual failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Different bugs: one is a model-loading failure for `physical-intelligence/fast`, the other is an image processor dependency regression requiring `torchvision`." - }, - { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Both are classification-related, but one is `num_labels` propagation in Qwen3.5 configs and the other is a generic single-label zero-loss bug across models." + "reason": "Both are training/runtime problems, but they involve different mechanisms and code paths: eval-mode checkpointing vs ZeRO-3 gradient growth." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Both involve training behavior, but eval-mode gradient checkpointing and ZeRO-3 gradient growth are different code paths and failure modes." + "reason": "Different regressions in different areas: model loading failure vs PIL image processor torchvision dependency." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Different Qwen issues: one is a LoRA warning about `tie_word_embeddings`, the other is incorrect visual encoder keys on `save_pretrained`." + "reason": "One is a warning about tie_word_embeddings during LoRA fine-tuning; the other is a save_pretrained regression for visual encoder keys." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different models and symptoms: SigLIP2 doc example mistakes vs OmDet-Turbo processor output size mismatch." + "reason": "Both are multimodal-related, but one is a SigLIP2 docs/model mismatch and quantization issue; the other is an OmDet-Turbo processor image-size mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs a T5 Apex RMSNorm memory leak." + "reason": "Completely different problems: Qwen3 device-mapping crash vs T5 apex RMSNorm memory leak." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different loading/saving paths and different model families; PEFT local checkpoint loading is not the same as sinq quantized save/load breakage." + "reason": "Both involve loading/saving models, but the concrete failures differ: PEFT local checkpoint loading vs quantized sinq save/load breakage." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both are token-related, but one is runtime special-token post-processing and the other is config persistence of custom token IDs." + "reason": "Both are tokenization/special-token issues, but one is runtime post-processor refresh and the other is custom token IDs lost after save/load." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Different performance/processing bugs: video processor padding calculation vs FA2 long-context generation regression." + "reason": "Unrelated bugs: video processor padding calculation vs generation performance regression with FA2 and long context." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "No shared bug: gradient checkpointing eval-mode failure is unrelated to the T5 fused RMSNorm leak." + "reason": "Different subsystems and symptoms: gradient checkpointing/eval mode vs T5 RMSNorm memory leak." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Different concerns entirely: Apex memory leak vs a missing `supports_gradient_checkpointing` flag on a remote-code model." + "reason": "No shared bug: T5 memory leak versus a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline tokenizer behavior, but one is generic cache loading and the other is a specific `_patch_mistral_regex` unconditional `model_info()` call; not enough to treat as the same bug." + "reason": "Both mention HF_HUB_OFFLINE, but one is a generic cache-loading failure and the other is a specific model_info() call in _patch_mistral_regex; not the same concrete bug." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Distinct trainer issues: Qwen3.5 embedding unpacking with TRL SFT vs `trainer.evaluate()` failing after `trainer.train()`." + "reason": "Different trainer failures: SFT embedding unpacking vs evaluate() failing after train()." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different fixes: unwrapping `text_config` for composite Qwen multimodal configs is unrelated to a checkpointing flag on Nemotron." + "reason": "Different issues: unwrapping text_config for composite multimodal configs vs missing gradient-checkpointing support." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Both touch loading/offload, but PEFT checkpoint loading and quantization offloading behavior are different bugs." + "reason": "Different loading/offloading problems: PEFT checkpoint loading versus quantization/offloading behavior." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same concrete bug: identical Qwen2.5-VL batched `apply_chat_template` crash when `padding=False`." + "reason": "Exact duplicate reports of the same crash in Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related tokenizer area, but not the same bug: runtime special-token post-processor updates vs BigBird mask token registration/empty decode." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model-specific correctness bugs: SigLIP2 bad outputs vs CamemBERT masked LM predictions in v5." + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Both involve special tokens, but one is a tokenizer backend update bug and the other is BigBirdTokenizer mask-token registration/decoding behavior." + "reason": "Both concern SigLIP2, but one is a docs/example mismatch and quantization failure while the other is an implementation discrepancy against JAX." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Unrelated: Mamba2 cache/use_cache correctness is not the same as a T5 decoder-input error message issue." + "reason": "Unrelated: Mamba2 cache correctness bug vs T5 decoder-input error message wording." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer problems with different triggers; runtime special-token updates are not the same as LayoutLMv2 NER padding/truncation crashes." + "reason": "Both are tokenizer bugs, but they are different concrete failures on different tokenizers and inputs." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Different Qwen/VL bugs: weight_only loading failure vs wrong vision_position_ids for video input." + "reason": "Both involve fix_mistral_regex, but one is an AttributeError crash and the other is a Kimi-K2.5 regression with codec-handling/warning behavior; not clearly the same bug." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both mention `fix_mistral_regex`, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 tokenizer codec regression with a misleading warning; too different to merge." + "reason": "Different Qwen VL issues: weight_only loading error vs wrong vision_position_ids for video input." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processor void segmentation maps vs GenerationMixin import failure." + "reason": "Completely unrelated: segmentation-map processing vs GenerationMixin import error." }, { - "left": "issue:44995", + "left": "issue:45507", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/indexing, but the stale indexer cache on second forward is not the same bug as `get_seq_length()` returning a device tensor in `_prefill`." + "reason": "Different model/code-path failures: GraniteMoEHybrid invalid method call vs cache.get_seq_length() tensor arithmetic issue." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer codec/fix_mistral_regex regression is unrelated to `list_repo_files` not forwarding `revision`." + "reason": "Different domains entirely: tokenizer regression vs hub list_repo_files revision forwarding." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Different areas and symptoms: SigLIP2 documentation/model mismatch vs quantization offloading not working as expected." + "reason": "Only a broad multimodal/quantization overlap; the specific bugs are different." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "No shared underlying change: packed-weight loading failure in BitNet vs DAC latent reconstruction mismatch from missing STE." + "reason": "Different model-loading/math bugs: BitNet packed-weight unpacking vs DAC from_latents missing STE." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Different models and bugs: BigBird special-token decoding vs BitNet accelerate-loading unpacking." + "reason": "Different concrete failures in unrelated models: BigBirdTokenizer special-token registration vs BitNet accelerate loading." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different model heads and failure modes: hidden_states output misuse vs RT-DETR feature-level mismatch." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "Different cache/output bugs: static cache sequence length type mismatch vs VideoPrism output field wiring." + "reason": "Different code paths: cache length return type vs classification output field mapping." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Different model heads and failure modes: VideoPrism hidden_states misassignment vs RT-DETR feature-level mismatch in forward." + "reason": "Both are multimodal processor issues, but they affect different models and failure modes (processor.tokenizer regression vs Kosmos2.5 OCR index error)." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only clearly duplicate pair in the provided titles is 44514/44545, and the choice of 44545 as canonical is supported by the slightly higher inbound/reference activity. The remaining pairwise rejections are appropriately cautious given the limited evidence." + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate is issue:44514/issue:44545, and the rest are described conservatively as related-at-best rather than the same concrete bug. The soft-edge verdicts avoid overclaiming overlap and stay aligned with the issue titles/body themes." }, "evaluator_used": true, "retried": false, @@ -5767,7 +5734,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 18, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -5781,7 +5748,6 @@ "issue:36331", "issue:39692", "issue:41720", - "issue:43295", "issue:43335", "issue:43531", "issue:43540", @@ -5790,8 +5756,10 @@ "issue:43611", "issue:43618", "issue:43643", + "issue:43644", "issue:43653", "issue:43697", + "issue:43749", "issue:43756", "issue:43819", "issue:43927", @@ -5824,24 +5792,23 @@ "issue:46932" ], "soft_pairs": [ - "issue:43295|issue:45834", + "issue:44062|issue:44488", "issue:43550|issue:43927", "issue:43550|issue:44361", - "issue:44062|issue:44488", "issue:43540|issue:46294", "issue:45381|issue:46693", "issue:43531|issue:43643", "issue:43596|issue:44220", - "issue:44008|issue:46858", "issue:43611|issue:46665", - "issue:43653|issue:43819", + "issue:44008|issue:46858", "issue:44186|issue:44898", + "issue:43653|issue:43819", "issue:41720|issue:44991", "issue:45987|issue:46932", - "issue:30064|issue:36331", - "issue:44220|issue:44661", "issue:43643|issue:44877", "issue:43618|issue:43697", + "issue:30064|issue:36331", + "issue:44220|issue:44661", "issue:43335|issue:43756", "issue:43550|issue:43819", "issue:44843|issue:45081", @@ -5851,204 +5818,205 @@ "issue:44821|issue:45084", "issue:43540|issue:44008", "issue:34634|issue:36010", - "issue:45183|issue:45479" + "issue:45183|issue:45479", + "issue:43644|issue:43749" ], - "prepared_review_unit_hash": "5444e746e36ab4e8cd575036d9e382c930d584f3a43f77a3a996706a749ec46e", + "prepared_review_unit_hash": "3a3401ffcc1b834622537187408bf2607d67820f5d358346a8cfc294fe3aecf0", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35781, - "estimated_input_tokens": 8946, - "estimated_eval_tokens": 18148 + "serialized_chars": 36262, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the items span unrelated regressions across tokenizers, configs, vision/audio models, generation caches, and docs. All soft edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits this heterogeneous set; the titles indicate many distinct code paths and failure modes with little or no overlap.", + "summary": "This cluster is a mixed bag of unrelated bug reports across tokenizers, multimodal models, loading/config, and cache behavior. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "No true duplicate center is evident; issue #43749 is the strongest stand-alone representative because it is a concrete runtime bug with the most discussion and references.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to choose one representative, issue 43611 is the broadest core regression around model loading, but it still does not meaningfully represent the rest of the cluster.", + "best_issue_reason": "Issue #43749 is the best cluster representative: it is specific, reproducible, and appears to have the broadest impact/engagement among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Different subsystems and failures: processor/tokenizer regression vs static cache sequence-length shape bug." + "reason": "Both are tokenizer-related, but one is an AddedToken API conflict and the other is a model-loading failure; different bugs." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Unrelated models and code paths: torch.compile/SDPA issue vs config save/load token-ID regression." + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different model-specific runtime errors with no shared bug evidence." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "Token construction error vs tokenizer-loading regression for a specific model; not the same bug." + "reason": "These are different code paths and symptoms: Bamba compile+SDPA versus an MLukeTokenizer AttributeError." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video inputs, but the model families and concrete failures differ too much to be one fix." + "reason": "Both involve video inputs, but the failures are different models and different mechanisms; not the same concrete bug." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Vision position IDs bug vs performance regression in FA2 long-context generation; unrelated." + "reason": "Qwen2.5-VL video position-id corruption is unrelated to a long-context FA2 performance regression." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "MoE sliding-window bug vs AutoConfig trust_remote_code field-loss issue; different paths." + "reason": "Sliding-window behavior in Qwen3-MoE and AutoConfig trust_remote_code field loss are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed/BertModel init error vs audio fbank extraction issue; no overlap." - }, - { - "left": "issue:44008", - "right": "issue:46858", - "accept": false, - "reason": "Gemma3n variable collision vs cache.get_seq_length tensor-return bug; distinct code paths." + "reason": "Deepspeed ZeRO3/BertModel initialization error and fbank feature extraction issue do not share the same underlying bug." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Model-loading regression in v5 vs from_pretrained behavior inside Python classes; not the same defect." + "reason": "Both touch loading behavior, but base_model_prefix breakage is distinct from inconsistent from_pretrained behavior in Python classes." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "BigBird tokenizer special-token registration bug vs DAC latents/STE mismatch; unrelated." + "reason": "Gemma3n variable-name collision and StaticCache sequence-length tensor typing are separate issues." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes vs Perceiver image classification failure; different models and causes." + "reason": "LayoutLMv2Tokenizer NER/padding crashes and Perceiver image-resolution failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC.from_latents forward mismatch are different components and bugs." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA/device-mapping crash vs tokenizer loading failure for a different model; no shared bug." + "reason": "Qwen3 CUDA assert with device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "Static cache sequence-length contract bug vs Gemma4 quantized embedder dtype casting; unrelated." + "reason": "StaticCache.get_seq_length() type/shape bug is unrelated to Gemma4 quantized embedder dtype casting." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Image processor segmentation-map bug vs CustomTrainer compute_loss signature mismatch; different areas." + "reason": "Both concern config/loading, but missing fields from trust_remote_code and strict config rejection are distinct failures." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Audio feature extraction bug vs tokenizer mapping-name model-addition bug; no common code path." + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift in v5 are different issues." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Both are config-loading related, but one is missing fields with trust_remote_code and the other is strict config rejection; not the same issue." + "reason": "Void segmentation map handling in image processing is unrelated to CustomTrainer.compute_loss signature changes." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "CLIPOutput attentions regression vs RTDetrV2 output mismatch; different models and symptoms." + "reason": "Fbank feature extraction and add-new-model-like failing in TOKENIZER_MAPPING_NAMES are separate bugs." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer count bug; unrelated." + "reason": "Sparse-layer construction in SwitchTransformers and Smollm3 RoPE layer dropping are different model bugs." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile/SDPA failure vs DAC forward/from_latents mismatch; no shared concrete defect." + "reason": "Bamba torch.compile/SDPA failure and DAC.from_latents mismatch do not share a code path." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is offline model_info access and the other is a backend_tokenizer attribute crash; different bugs." + "reason": "Both mention _patch_mistral_regex, but one is an offline hub lookup issue and the other is an attribute error on tokenizers.Tokenizer; not the same defect." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions with separate outputs/predictions issues; not mergeable as one fix." + "reason": "Pegasus output differences and CamemBERT masked-LM prediction errors are unrelated model-specific regressions." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Docs example errors vs OCR long-input index error; unrelated." + "reason": "SigLIP2 documentation errors and Kosmos2.5 long-OCR index errors are different problems." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash vs AutoTokenizer loading failure for a different tokenizer family." + "reason": "LayoutLMv2Tokenizer padding/NER crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer issues." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "ImageProcessor-from-URL loading issue vs compilation/template-node error; unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are different subsystems and bugs." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Two different multimodal model bugs with different failure modes and code paths." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio_mel_mask collision are unrelated multimodal bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Voice preset bug in BarkProcessor vs GenerationMixin import error; unrelated." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are separate issues with no shared concrete code path." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error messaging vs zero-loss classification bug; different model logic." + "reason": "Input validation error messaging and degenerate zero-loss classification behavior are different problems." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are both loading-related but not the same bug." } ] }, @@ -6064,7 +6032,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 19, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -6084,7 +6052,6 @@ "issue:43577", "issue:43582", "issue:43606", - "issue:43644", "issue:43645", "issue:43716", "issue:43720", @@ -6122,7 +6089,6 @@ "issue:46846" ], "soft_pairs": [ - "issue:43644|issue:43749", "issue:45584|issue:45834", "issue:43322|issue:45685", "issue:43606|issue:45072", @@ -6131,19 +6097,19 @@ "issue:44479|issue:45834", "issue:43550|issue:45072", "issue:43782|issue:44977", - "issue:43421|issue:44811", "issue:44561|issue:45020", + "issue:43421|issue:44811", "issue:43577|issue:43818", - "issue:44991|issue:46291", "issue:46294|issue:46463", + "issue:44991|issue:46291", "issue:43582|issue:46512", "issue:43716|issue:44008", "issue:43931|issue:46846", "issue:28218|issue:29159", - "issue:44610|issue:45072", - "issue:43540|issue:45381", "issue:44805|issue:44936", + "issue:44610|issue:45072", "issue:43749|issue:44291", + "issue:43540|issue:45381", "issue:43720|issue:45072", "issue:43825|issue:43827", "issue:44671|issue:45701", @@ -6151,209 +6117,206 @@ "issue:34634|issue:36331", "issue:43577|issue:43582" ], - "prepared_review_unit_hash": "78c65142b2062abfd77938b6cdabeca50f51400daa3bf74fed04fb4a98ba7654", + "prepared_review_unit_hash": "b08df1f4b992f15c798666e79fdf47a58802c4d97531a36c429eb2ab6976b723", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36324, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35467, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated regressions across tokenizers, video/image models, loading, training, and dtype/device issues. None of the soft pairs looks like the same concrete bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated transformers bugs; the only plausible duplicate-like pair is the tokenizer inconsistency/additional-space case. The rest differ by model, subsystem, or failure mode.", + "confidence": 0.74, + "canonical_issue_reason": "issue:29159 is the broadest tokenizer-regression report in the small tokenizer-related slice and can represent the added-token spacing symptom in issue:28218; the rest of the cluster is too heterogeneous for a stronger global canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest representative of the version/regression theme, but it is still too generic to serve as a true duplicate canonical for this cluster.", + "best_issue_reason": "issue:29159 is the best representative of the tokenizer-related subset, but it is not a good umbrella for the full mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Different loading/initialization failures: non-persistent buffer junk vs FSDP CPU RAM efficient loading." - }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Different models and bugs: Whisper empty transcription after align_special_tokens vs Kosmos2.5 long OCR index error." + "reason": "Empty-transcription behavior after align_special_tokens is unrelated to long-OCR index errors." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Unrelated paths: Llava Next load segfault vs MPS histogram Int error in moe." + "reason": "Llava Next loading segfault and an MPS histogram TypeError are different code paths and failure classes." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both mention mismatches, but they are different concrete problems in different models/code paths." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are distinct loading/runtime bugs." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different bugs: last-batch label dropping vs Mamba2Mixer use_cache correctness." + "reason": "Last-batch label truncation in gather_for_metrics is unrelated to Mamba2 use_cache correctness." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/docs issue; the other is a model output quality regression." + "reason": "An error-message wording issue is not the same bug as incorrect SigLIP2 outputs from AutoModel/pipeline." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different models and failure modes: Qwen video regression vs Kosmos2.5 OCR long-input error." + "reason": "Qwen video-input regression and OCR long-input indexing error are unrelated." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different concrete issues: torch.compile/SDPA failure vs bfloat16 dtype mismatches." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is a different issue than generic dtype mismatches." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different failure surfaces: weight_only loading error vs flash-attention generation bug." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are different concrete problems." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Both are tokenizer-related, but one is post-processor runtime updates and the other is batch_decode skip_special_tokens behavior." + "reason": "Both mention remote-code breakage, but one is about removing is_torch_fx_available and the other is broader regression reporting; not the same fixable bug." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Related theme (remote_code breakage) but not the same concrete underlying bug or code path." + "reason": "Runtime post-processor updates for modified special tokens and batch_decode skip_special_tokens handling are different tokenizer behaviors." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different model-specific issues: Blip2 dtype state vs Video-LLaVA temporal-attention/weight-sharing bug." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated model issues." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Different breakages: tokenizer loading for a specific repo vs pipelines import failing due to kernels dependency requirements." + "reason": "Video-token mismatch in Qwen3.5-9B and T5 decoder-input validation messaging are different bugs." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Different domains: Qwen3.5 video/chat-template mismatch vs T5 decoder input validation message." + "reason": "Tokenizer loading failure for a specific model and pipelines import failing on kernels version requirements are unrelated." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Different dtype/config issues on unrelated code paths and platforms." + "reason": "Apple Silicon warmup TypeError and stale model.config.dtype after from_config are different initialization issues." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different causes: image preprocessor/model dtype mismatch vs Gemma3n variable-name collision AttributeError." + "reason": "Mistral-3 dtype mismatch and Gemma 3n variable-name collision are not the same code-path problem." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen/VL shape problems, but one is checkpoint weight-shape mismatch and the other is TP plan coverage/shape error." + "reason": "Qwen3-VL weight-shape mismatch and missing linear_attn TP plan entries are related only by model family, not by bug." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "The second issue is much broader; the titles do not clearly identify the same tokenizer-space bug." + "accept": true, + "reason": "Both point to tokenizer inconsistency around added-token handling; 29159 is the broader slow-vs-fast mismatch that can cover the extra-space symptom in 28218." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Different model/input-size issue vs dtype mismatch issue." + "reason": "Mask-shape indexing error and trainer.evaluate() failing after train() are different failures." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Both concern video inputs, but they affect different Qwen model variants and different failure modes." + "reason": "Processor/model image-size mismatch and dtype mismatch are separate issues." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Unrelated: mask/index shape mismatch vs trainer lifecycle failure after train()." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected-argument errors stem from different loading mechanisms." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Both involve loading, but the error mechanics are different: FSDP RAM-efficient loading vs unexpected _is_hf_initialized argument." + "reason": "Qwen3Omni video processing ValueError and Qwen2.5-VL vision_position_ids regression are different video-input bugs." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different failures: packed-weight unpacking during accelerate loading vs bfloat16 dtype mismatches." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Same general pipeline-removal theme, but one is an error message and the other is stale docs." + "reason": "One is an incorrect runtime error message, the other is stale docs referencing pipeline(); not the same bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Different problems: CamemBERT masked LM regression vs tokenizer version-dependent tokenization changes." + "reason": "CamemBERT masked-LM regression and a broad tokenization-change report are too different to merge." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both mention model initialization, but they are distinct context-specific behaviors with no shared concrete bug." + "reason": "Custom models in Jupyter notebooks and from_pretrained inside Python classes are different context/initialization issues." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Completely different subsystems: BarkProcessor voice_preset vs Trainer compute_loss signature change." + "reason": "Bark voice_preset failure and CustomTrainer compute_loss signature breakage are unrelated." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Unrelated bugs: Blip2 dtype state vs Apple Silicon caching_allocator_warmup TypeError." + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet: it treats the cluster as mostly heterogeneous and only groups the clearly related tokenizer pair (28218/29159). The soft-edge verdicts are conservative overall, and the rejection reasons track the issue titles without overstating a shared bug across unrelated model/subsystem failures." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6362,7 +6325,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 20, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -6429,221 +6392,221 @@ "issue:45372|issue:46326", "issue:45081|issue:45406", "issue:43582|issue:44857", - "issue:44589|issue:45042", "issue:43742|issue:45020", + "issue:44589|issue:45042", "issue:43550|issue:44912", "issue:43452|issue:44991", - "issue:43329|issue:45600", "issue:43257|issue:43329", - "issue:44060|issue:44368", + "issue:43329|issue:45600", "issue:43526|issue:43697", - "issue:36010|issue:36331", + "issue:44060|issue:44368", "issue:43906|issue:46209", - "issue:45084|issue:45538", - "issue:36010|issue:43645", + "issue:36010|issue:36331", "issue:43526|issue:44554", + "issue:36010|issue:43645", + "issue:45084|issue:45538", "issue:43819|issue:43927", - "issue:43531|issue:45042", "issue:43638|issue:44936", + "issue:43531|issue:45042", "issue:42175|issue:46291", "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "6642d6a9f31d0e0e5e06642f456175eccadc0ca46e13571d7b4b474cd31458c8", + "prepared_review_unit_hash": "f784058c245047c810c9c86a79835540b0422810d0c81c2830f4add5613acd7a", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36030, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "serialized_chars": 36024, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated closed issues from Transformers. None of the soft pairs looks like the same underlying bug or change; the closest thing to an umbrella topic is loading/regression behavior, but it is still too broad for duplicate merging.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set and the closest thing to a hub for loading/regression breakages, though it is not a true duplicate canonical.", + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated Transformers bugs across import/loading, training, vision/audio processors, quantization, and model-specific regressions. None of the pairs look like the same underlying issue closely enough to deduplicate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents this cluster; the items are largely unrelated. If forced to pick the broadest umbrella, #45020 ('Recent transformers versions break models using `remote_code`') is the most general, but it does not subsume the other reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best overall representative of the cluster because it has the widest scope and strongest \u201crecent versions break models\u201d framing, but the cluster is too heterogeneous to treat it as a duplicate anchor.", + "best_issue_reason": "#45020 is the best global issue candidate only because it is broad and central to a class of loading regressions, with some inbound references. It is still not a good canonical for the whole set because the cluster contains many distinct, model-specific or subsystem-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Different bugs: backend dependency packaging vs Mistral regex/tokenizer attribute handling." + "reason": "Different problems: one is TensorFlow backend packaging, the other is a Mistral tokenizer regex/path crash." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4-related, but one is a huge one-hot position embedding issue and the other is quantized embedder dtype casting; not the same fix." + "reason": "Both are Gemma4-related, but one is a huge vision patch-embedder memory issue and the other is dtype casting for quantized embedders; not the same bug." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unrelated: unsafe sys.modules access vs CLIP text model structural inconsistency." + "reason": "Both touch model internals, but one is unsafe sys.modules access and the other is a CLIP class structure inconsistency." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both concern image sizing/padding, but they affect different models and different code paths." + "reason": "Both concern image processors and padding/patch counting, but they affect different models and different logic paths." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration vs quantization fallback behavior are unrelated." + "reason": "BigBirdTokenizer special-token decoding and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both are VL model issues, but the failure modes are different and not mergeable as one concrete bug." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope indexing are separate model regressions." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction/STE mismatch." + "reason": "Audio processor sampling-rate defaulting and DAC latents/STE mismatch are different code paths and symptoms." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both mention mistral_common, but one is an import failure for Gemma4 processor loading and the other is continue_final_message behavior." + "reason": "Both involve mistral_common, but one is an import dependency break and the other is a continue_final_message behavior bug." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different attribute errors in different components: tokenizer backend patching vs Gemma4Processor state." + "reason": "Mistral tokenizer regex handling and Gemma4 processor missing _tokenizer are distinct failures." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are unrelated runtime failures." + "reason": "Apple Silicon warmup TypeError and CUDA float16 AMP crash are different backend/device-specific bugs." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Storage-object lookup failure is unrelated to PIL backend torchvision dependency handling." + "reason": "MobileLLM key error and remote_code loading breakages are not the same concrete defect." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "A specific model load KeyError is not the same concrete bug as the broader remote_code regression report." + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency regression are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile SDPA failure and MXFP4 quantization fallback are different code paths." + "reason": "Bamba-9B-v2 torch.compile/SDPA failure is a model/runtime correctness bug, not a quantization loading fallback issue." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but for different tokenizer/model formats and different root causes." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Multimodal token counting bug is unrelated to auto_mappings referencing removed configs." + "reason": "Both are tokenizer/model loading failures, but for different causes and different models." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to a multimodal token-counting undefined-name bug." + "reason": "Qwen3 MoE loading with accelerate+deepspeed and undefined video-token helper variables are separate issues." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Both involve tied-weights warnings in Qwen variants, but they describe different warnings and different root causes." + "reason": "A multimodal token counting bug and stale auto_mappings config references are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Beit label reduction bug and RTDetr output divergence are unrelated." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are distinct model/processor bugs." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are unrelated trainer/import issues." + "reason": "The first is a tied-weights warning bug in Qwen3-Next; the second is a tie_word_embeddings warning on Qwen3.5-27B. Related theme, but not the same defect." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an old issue is unrelated to FP8 inference on B200." + "reason": "An isolated reproduction of an older issue and an FP8 inference-on-B200 bug are not the same code-path problem." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max_length bug are unrelated." + "reason": "GenerationMixin import error and CustomTrainer.compute_loss signature breakage are unrelated APIs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are unrelated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Import path breakage and Jupyter custom-model initialization are different bugs." + "reason": "GenerationMixin import failure and Jupyter custom model initialization breakage do not share a concrete root cause." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast is unrelated to MPS attention correctness." + "reason": "Template compilation error and CLIPTokenizer model_max_length issue are unrelated." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward/latent mismatch and DiaConfig token ID loss are different model/config problems." + "reason": "DAC.from_latents/STE mismatch and DiaConfig custom token ID persistence are different model-specific bugs." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + "reason": "DeepSpeed ZeRO-3 empty tensor IndexError and trainer.evaluate() after train() are separate training workflow issues." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Both involve training/eval, but the failures are different and not the same underlying bug." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "TensorFlow extra packaging and kernels version/revision validation are unrelated dependency issues." + "reason": "TensorFlow missing from torch extra install and transformers.pipelines kernels dependency requirements are unrelated packaging problems." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model path warning is unrelated to Qwen3 MoE weight conversion." + "reason": "Trailing-slash local model import warning and Qwen3 MOE weight conversion with accelerate+deepspeed are not the same issue." } ] }, @@ -6659,7 +6622,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 21, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -6671,7 +6634,6 @@ "issue:29159", "issue:29870", "issue:34567", - "issue:34689", "issue:38175", "issue:39692", "issue:40990", @@ -6717,8 +6679,8 @@ "issue:46701" ], "soft_pairs": [ - "issue:43746|issue:44811", "issue:43720|issue:44610", + "issue:43746|issue:44811", "issue:43854|issue:44977", "issue:39692|issue:44912", "issue:43643|issue:45759", @@ -6728,160 +6690,159 @@ "issue:43257|issue:43931", "issue:44387|issue:44617", "issue:43329|issue:43450", + "issue:45459|issue:45803", "issue:43329|issue:44479", "issue:46421|issue:46424", - "issue:45459|issue:45803", - "issue:42915|issue:43742", "issue:34567|issue:40990", + "issue:42915|issue:43742", "issue:43749|issue:44756", "issue:44291|issue:45042", "issue:29159|issue:34567", "issue:43650|issue:43906", "issue:43606|issue:45859", "issue:42915|issue:44821", - "issue:43927|issue:44912", "issue:43540|issue:46701", + "issue:43927|issue:44912", "issue:28282|issue:29870", "issue:44568|issue:45356", - "issue:44987|issue:45538", - "issue:28282|issue:34689" + "issue:44987|issue:45538" ], - "prepared_review_unit_hash": "eb9a1b81900132798ba1ff1e882d18c8ab88c7e3eb0c8796558969108eb30183", + "prepared_review_unit_hash": "5113945dc623abb8e4051b08852756a471bfbf365143730b72be67a2f6cf844e", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36222, - "estimated_input_tokens": 9056, - "estimated_eval_tokens": 18368 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35354, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it spans unrelated issues in loading, tokenization, multimodal/video processing, cache behavior, and memory/offload problems. None of the soft-edge pairs look like the same underlying bug or change, so I would not consolidate them.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is suitable: the items are from different subsystems and failure modes, with no clear shared underlying defect across the set.", + "summary": "The set is heterogeneous: it spans model loading, tokenizer, multimodal/video, quantization, cache, and offload regressions. None of the soft-paired items look like true duplicates of the same concrete bug/change, so I would not merge any pair.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43749 is the best single anchor because it is a concrete loading regression with strong discussion/inbound references, but the overall cluster is too mixed to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there isn\u2019t one representative bug that covers the rest of the cluster without losing important distinctions.", + "best_issue_reason": "issue:43749 is the most representative/high-signal issue in this set, but only as a broad loading-regression anchor; it is not a true duplicate umbrella for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Different code paths: local PEFT adapter loading versus Whisper batch decoding behavior." + "reason": "Different failures: packed-weight loading in BitNet vs processor/model input-size mismatch in OmDet-Turbo." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Unrelated problems: BitNet packed-weight loading on accelerate versus OmDet-Turbo processor image-size mismatch." + "reason": "Different code paths: PEFT/local checkpoint loading vs Whisper processor batch_decode skip_special_tokens handling." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Both are model-specific, but one is a unit-test loading failure and the other is a flash-attention generation regression; not the same bug." + "reason": "Different model-specific bugs: GLM-4.7 unit-test loading issue vs Qwen3.5 flash-attention generation regression." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors are distinct from MXFP4 quantization fallback/loading behavior." + "reason": "Different problem classes: documentation/example errors vs MXFP4 quantization fallback during model loading." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both concern config loading, but they affect different APIs and different missing-field/unwrap behaviors." + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 versus processor output size mismatch in OmDet-Turbo." + "reason": "Different symptoms and components: zero probabilities in SigLIP2 vs image processor producing the wrong resolution for OmDet-Turbo." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight-conversion failure is unrelated to a generic CUDA OOM in GPT-oss." + "reason": "Different root causes: Qwen3 MOE weight conversion under accelerate/deepspeed vs GPT-oss-20b CUDA OOM." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper's skip_special_tokens handling." + "reason": "Audio chat-template sampling-rate default bug vs Whisper batch_decode ignoring skip_special_tokens; unrelated behavior." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-related, but one is MoE weight conversion and the other is a Qwen3-VL weight-shape mismatch." + "reason": "Different Qwen model loading issues: MOE weight conversion failure vs VL-30B weight-shape mismatch." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but the causes are different: int4 quantization memory regression versus a model-specific video OOM." + "reason": "One is int4 quantization memory growth, the other is Sam3Video OOM; same symptom class but not the same bug." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video-related, but one is an undefined helper in multimodal token counting and the other is a batched video processor shape bug." + "reason": "Both are video-related, but one is an undefined-token-count helper bug and the other is batched video processor output shape." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both hide errors during conversion, but one is protobuf decode error handling and the other is a bare except in Fuyu tensor conversion." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "One is a broken internal video token-count path; the other is a broader v5.3.0 video-input regression across models." + "reason": "Shared video-regression theme, but different affected models and code paths; not the same underlying bug." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length being honored only for quantized cache." + "reason": "Both concern cache configuration, but one is lazy init causing recompilation and the other is max_cache_length only being honored for Quantized Cache." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Both involve exception handling, but they are different swallows: protobuf decode errors versus a bare except in FuyuBatchFeature." + "reason": "Trainer token counting bug vs GPT-oss-20b high perplexity; unrelated." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different failures: FineGrainedFP8Config support in Qwen3Moe versus a key error while loading MobileLLM." - }, - { - "left": "issue:34567", - "right": "issue:40990", - "accept": false, - "reason": "Trainer token-count bookkeeping is unrelated to GPT-oss perplexity quality issues." + "reason": "Different loading failures: FineGrainedFP8Config on Qwen3Moe vs key error loading MobileLLM-125M." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both touch loading/memory, but one is FSDP CPU RAM efficient loading and the other is mmap behavior on Strix Halo." + "reason": "Both involve memory/loading behavior, but FSDP CPU RAM efficient loading is not the same issue as disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different APIs and failure modes: init_empty_weights argument handling versus PIL image processors requiring torchvision." + "reason": "Init-empty-weights argument incompatibility is unrelated to PIL backend processors requiring torchvision." }, { "left": "issue:29159", @@ -6893,55 +6854,49 @@ "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No substantive overlap; one is a nonsensical placeholder title and the other is a reproduction issue." + "reason": "No meaningful technical overlap: the first is an invalid/non-technical issue, the second is a reproduction of another transformers bug." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both involve CPU offload, but the failing code paths and models are different." + "reason": "Both mention CPU offload, but they affect different models and code paths; not safe to collapse." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to AutoImageProcessor loading from URL." + "reason": "Quantization/config loading failure vs AutoImageProcessor URL loading issue; unrelated." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Config save/load token IDs bug is unrelated to MXFP4 quantization fallback." + "reason": "Different multimodal/video problems: Qwen3OmniMoe video processing ValueError vs DiffusionGemma image-text-to-text pipeline failure." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Both are multimodal, but they concern different models, modalities, and failure points." + "reason": "Custom token IDs lost on save/load is unrelated to MXFP4 quantization fallback during load." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to Bart generate's decoder_attention_mask assignment bug." + "reason": "Torch import error is unrelated to Bart generate decoder_attention_mask UnboundLocalError." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different mechanisms." + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs Kimi-K2.5 codec handling and warning behavior." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Transformers loading failure for a model is unrelated to CLIPTokenizer's model_max_length setting." - }, - { - "left": "issue:28282", - "right": "issue:34689", - "accept": false, - "reason": "Missing PyTorch ImportError and Llama 3.2 vision model-loading regression are distinct problems." + "reason": "Loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length overflow." } ] }, @@ -6957,7 +6912,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 22, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -6972,6 +6927,7 @@ "issue:29159", "issue:33357", "issue:34567", + "issue:34689", "issue:41720", "issue:42175", "issue:42915", @@ -7015,25 +6971,26 @@ ], "soft_pairs": [ "issue:43454|issue:43577", + "issue:28282|issue:34689", "issue:43525|issue:46291", "issue:43697|issue:45357", - "issue:44857|issue:46832", "issue:33357|issue:34567", + "issue:44857|issue:46832", "issue:43404|issue:45127", - "issue:45538|issue:46869", "issue:43425|issue:46291", + "issue:45538|issue:46869", "issue:45137|issue:45405", "issue:42915|issue:45538", - "issue:28282|issue:29127", "issue:42175|issue:43824", - "issue:44479|issue:46693", + "issue:28282|issue:29127", "issue:44062|issue:44991", + "issue:44479|issue:46693", "issue:43742|issue:44291", "issue:42915|issue:43749", "issue:44936|issue:46821", - "issue:44849|issue:45701", "issue:24643|issue:29159", "issue:43452|issue:43582", + "issue:44849|issue:45701", "issue:43577|issue:46512", "issue:44987|issue:45907", "issue:27957|issue:28282", @@ -7042,196 +6999,202 @@ "issue:44479|issue:45381", "issue:44568|issue:45488" ], - "prepared_review_unit_hash": "6c25d5bac050358ee0772fb10288da196e0eae916f4d87e8fabf481ab80b085a", + "prepared_review_unit_hash": "9e3dc7a2f95e53ad2b596b362f85e067f2707ef4b0a438cb240232c6f2b1f718", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35181, - "estimated_input_tokens": 8796, - "estimated_eval_tokens": 17848 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the issues span unrelated subsystems (tokenizers, multimodal models, training, device mapping, packaging, and version compatibility). The soft pairs are only superficially similar and do not describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This set is mostly a loose collection of unrelated Transformers regressions and model-specific bugs. None of the suggested soft pairs look like the same underlying issue, so I would not merge any of them.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45488 is the strongest representative: it is a concrete, high-activity v5 tokenizer regression with broad user impact and clear repros.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45488 is the best global triage anchor because it is the most broadly scoped and well-described regression in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Both mention weight tying, but one is about Mistral3 lm_head tying and the other about BLIP2 dtype propagation; different models and different failure modes." + "reason": "Different models and different failure modes: untied lm_head weights vs dtype propagation staying float32." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading failures, but one is a missing PyTorch dependency error and the other is a model-specific loading regression." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Unrelated errors: missing pad_token_id on Llama4Config vs kernels package requiring version/revision metadata during import." + "reason": "Unrelated bugs: missing pad_token_id on Llama4Config vs kernels package revision/version handling." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output regression is unrelated to Qwen3.5 save_pretrained writing wrong visual encoder keys." + "reason": "Different subsystems and symptoms: RT-DETR output mismatch vs Qwen3.5 save_pretrained key naming." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Different RT-DETR bugs: AMP/CUDA crash in LwDetrImageLoss vs forward TypeError when feature levels exceed backbone outputs." + "reason": "Completely unrelated: MacOS bus error in CLIP loading vs TrainerState token counter not updating." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "MacOS bus error in CLIP community model loading is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Different detection model crashes in different code paths; not the same underlying bug." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but one is a Mistral3 generation bug and the other is LoRA merge with extended vocabulary causing model collapse; not the same code path." + "reason": "Both mention tied weights, but one is a missing tie in a specific model class and the other is LoRA merge collapse with extended vocab." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "CLIPTokenizer model_max_length constant is unrelated to YOLO multi-GPU auto device mapping failures." + "reason": "Torch version incompatibility vs kernels revision/version requirement are unrelated dependency issues." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 compatibility and kernels import requirements are different dependency issues with no shared bug mechanism." + "reason": "CLIP tokenizer max length bug is unrelated to YOLO multi-GPU device mapping failure." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to an unreleased PEFT version bump." + "reason": "DeepSpeed ZeRO3 deque error and unreleased PEFT version bump are unrelated." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to CLIPTokenizer's max length constant." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "AutoModel ImportError for missing PyTorch is unrelated to LayoutLMv3 box-validation error messaging." + "reason": "Different model/runtime failure vs tokenizer configuration constant; no shared code path." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow missing from a torch-only install is unrelated to the Qwen2_5_VL import/export issue." + "reason": "Packaging/backend omission vs missing model export/import symbol; not the same bug." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Both are video/FA2 related at a high level, but one is a v5 video input regression across Qwen variants and the other is a long-context performance regression with FA2; not the same defect." + "reason": "ImportError about PyTorch availability is unrelated to LayoutLMv3 box-validation messaging." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-argument duplication is a tokenizer construction bug, while EMBEDDIA/est-roberta loading failure is a separate tokenizer compatibility issue." + "reason": "Different tokenizer regressions with different triggers; not enough evidence of one underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are distinct issues." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key mismatch and init_empty_weights unexpected _is_hf_initialized argument are different loading-time failures." + "reason": "KeyError on model loading vs unexpected _is_hf_initialized arg in init_empty_weights are different failures." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP_CPU_RAM_EFFICIENT_LOADING breakage are unrelated model/config vs distributed-loading issues." + "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading breakage are unrelated." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train failure is unrelated to TimesFM 2.5 window_size AttributeError." - }, - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is a model-specific issue, not the broad tokenization behavior change described in issue 45701." + "reason": "Trainer evaluate/train lifecycle bug vs TimesFM window_size AttributeError; different APIs and code paths." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight shape error is unrelated to slow vs fast tokenizer inconsistency." + "reason": "DeepSpeed weight-dimension training error is unrelated to tokenizer slow/fast inconsistency." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading failures and Apple Silicon caching_allocator_warmup TypeError are separate APIs and code paths." + "reason": "gguf_file loading breakage and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and broad tokenization-version behavior change are not the same concrete bug." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "BLIP2 dtype not propagating on load is related only superficially to from_config(dtype=...) leaving config.dtype stale; one is load-time model object state, the other is constructor-time config synchronization." + "reason": "Both involve dtype state, but one is incorrect model weights and the other is stale config metadata." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are unrelated repository/tooling bugs." + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support is unrelated to AutoModel failing when PyTorch is absent." + "reason": "Flash Attention 2 on XLMRoberta and missing PyTorch dependency ImportError are different problems." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are different multimodal/device issues." + "reason": "Auto device-map CUDA assert and Qwen3OmniMoe video processing ValueError are unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both concern Qwen3 video handling, but one is a processing ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-vl-embedding; different model families and failure points." + "reason": "Both are video-related, but they affect different models and different failure mechanisms." }, { "left": "issue:44479", "right": "issue:45381", "accept": false, - "reason": "The v5 video input regression and wrong vision_position_ids are both Qwen VL-related, but the reported bugs are distinct and target different internal computations." + "reason": "Both involve Qwen VL video inputs, but one is a broad regression and the other is a specific position-id bug; not clearly the same underlying change." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "mdeberta-v3-base add_special_tokens behavior and LlamaTokenizer ByteLevel/Metaspace override are different tokenizer regressions with different tokenization stacks." + "reason": "Both are tokenizer regressions in v5, but the affected tokenizer classes and root causes differ." } ] }, @@ -7247,7 +7210,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 23, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -7304,10 +7267,10 @@ "issue:46846" ], "soft_pairs": [ - "issue:44792|issue:44964", "issue:34567|issue:36331", - "issue:42175|issue:44488", + "issue:44792|issue:44964", "issue:38175|issue:44898", + "issue:42175|issue:44488", "issue:43257|issue:43756", "issue:43540|issue:44479", "issue:44062|issue:45081", @@ -7322,8 +7285,8 @@ "issue:45405|issue:45600", "issue:45672|issue:45674", "issue:43906|issue:46468", - "issue:43531|issue:44821", "issue:45823|issue:46463", + "issue:43531|issue:44821", "issue:43577|issue:45072", "issue:43906|issue:46693", "issue:44737|issue:46463", @@ -7332,196 +7295,196 @@ "issue:44625|issue:44877", "issue:45663|issue:46846" ], - "prepared_review_unit_hash": "15937fd2e9b9b52376e6ac398a8249f56a1dac73c0e39845e9819035aa9c1194", + "prepared_review_unit_hash": "b627bff811932b636b1b4320305de563ad8cdad84ab46376b71a5e43a7658d0f", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35534, - "estimated_input_tokens": 8884, - "estimated_eval_tokens": 18024 + "serialized_chars": 35541, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated transformer bug reports, not a duplicate set. No soft-edge pair is strong enough to merge under strict triage; the closest pair is the Qwen video-input regression reports, but they are still too model/regression-specific to confidently treat as one issue.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44479 is the broadest, most central report in the set: it describes a concrete v5.3.0 regression affecting multiple Qwen multimodal video models, making it the best representative issue if one must be chosen.", + "summary": "This cluster is highly heterogeneous: trainer API regressions, tokenizer bugs, multimodal/model-loading failures, quantization issues, and distributed-training problems are all mixed together. There is no clear duplicate core, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a clear canonical representative; the items span unrelated subsystems and failure modes rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 has the clearest cross-model scope and strongest duplicate-triage value among the issues here; it reads like the most actionable umbrella report for a real regression.", + "best_issue_reason": "No issue is a strong global best fit for the cluster because there is no shared underlying problem to anchor on.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Different models and failures: janus test failure vs Phi-4 multimodal load error. No shared code-path bug is evident." - }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting bug vs custom compute_loss signature incompatibility. Related to training, but not the same defect." + "reason": "Both are Trainer-related, but one is a state counter bug and the other is a custom compute_loss signature incompatibility; different root causes." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Packaging/backend extra issue vs tokenizer/model loading failure for a specific model. Different surfaces and causes." + "reason": "Both involve multimodal models, but they affect different models and different failures: a janus test regression vs Phi-4-multimodal loading." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but one is zero-probabilities on SigLIP2 and the other is interpolation failure on Perceiver. Not the same bug." + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver classification with interpolate_pos_encoding." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "One is an install/backends packaging issue; the other is a specific model load regression. Not the same bug." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different models and failure modes: DeepSpeed/accelerate MoE weight conversion vs SmolLM3 RoPE-layer mismatch." + "reason": "Different model families and different defects: DeepSpeed weight conversion vs Smollm3 RoPE layer loss." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both involve video inputs in Qwen-family models, but one is Qwen3OmniMoe-specific and the other is a broader v5.3.0 regression across several Qwen VL variants. Similar area, not confidently the same underlying bug." + "reason": "Both are video-input regressions, but the affected models and likely code paths differ; not clearly one underlying bug." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer initialization collision vs Mistral regex patch crash. Both tokenizer-adjacent, but distinct code paths and symptoms." + "reason": "Both are tokenizer issues, but the errors are unrelated: AddedToken kwargs conflict vs missing backend_tokenizer." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights constructor incompatibility vs AutoImageProcessor URL loading. Unrelated failures." + "reason": "Completely different subsystems: init_empty_weights handling vs AutoImageProcessor URL loading." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency regression vs Mistral tokenizer regex crash. Different subsystems." + "reason": "Different problems: PIL image processors requiring torchvision vs a Mistral regex patch crash." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Different Qwen/SmolLM issues: RoPE layer omission vs missing decorator for kernel registration. Not mergeable as one bug." + "reason": "Different models and different mechanisms: RoPE layer dropping vs apply_rotary_pos_emb registration failure." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention rotary-position logic, but one is missing RoPE layers in SmolLM3 and the other is a Qwen2.5-VL temporal position scaling bug. Different fixes." + "reason": "Both mention RoPE/position handling, but they are different models and distinct bugs." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs TimesFM window_size attribute error. No shared underlying defect." + "reason": "Unrelated failures: Apple Silicon warmup TypeError vs TimesFM window_size AttributeError." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM load-key issue vs float8 storage lookup failure. Different loading/runtime problems." + "reason": "Different loading failures with different root causes; no shared code-path evidence." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch vs DiffusionGemma pipeline breakage. Different models and code paths." + "reason": "Both are multimodal issues, but they concern different models and different breakages." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer regressions, but one is BOS/EOS insertion behavior and the other is encode-decode whitespace preservation. Not the same bug." + "reason": "Both are tokenizer regressions, but one drops BOS/EOS insertion while the other strips a leading space on round-trip." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Dependency version bump problem vs auto_mappings referencing removed configs. Different maintenance issues." + "reason": "Packaging/version pinning issue vs stale auto_mappings config reference; unrelated." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both concern 4-bit inference, but one is a Gemma4 audio-module torch.finfo uint8 issue and the other is BitsAndBytesConfig skip-module handling. Not the same concrete bug." + "reason": "Both are 4-bit inference problems, but one is a torch.finfo uint8 issue and the other is a skip-module exclusion logic bug." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "An isolated reproduction of an old issue vs a broken Nemotron example. No duplicate signal." + "reason": "No overlap beyond both being model-related issues; they target different reproductions and examples." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs image processor URL loading. Unrelated." + "reason": "Different areas entirely: Gemma4 device placement vs T5 decoder input validation error messaging." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Gemma4 device-placement bug vs T5 decoder-input validation message. Different model families and defects." + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but one is Blip2 dtype propagation and the other is CI inference mismatches in other models. Not the same issue." + "reason": "Both are dtype-related, but different models and different inference paths; not the same concrete bug." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "Reproduction of a prior issue vs FA2 long-context performance regression. Different problems." + "reason": "An isolated reproduction issue is not the same as a long-context FA2 performance regression." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU placement bug vs T5 error-message issue. Not related." + "reason": "XLNet CPU placement bug and T5 decoder validation message are unrelated." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training runtime error vs Bart generate-time UnboundLocalError. Different failures and subsystems." + "reason": "Different failures: DeepSpeed training weight-shape RuntimeError vs Bart generate decoder_attention_mask initialization bug." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file loading breakage for tokenizer/model APIs vs a model loading failure for sleng-bert. Distinct root causes." + "reason": "Both are loading-related, but one is a gguf/auto model-tokenizer breakage and the other is a specific model load failure; not the same bug." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Config propagation bug in Qwen3.5 vs strict config rejection for granite_speech. Different config paths." + "reason": "Different config-loading problems affecting different models; no shared underlying defect." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 attention state bug vs Qwen3.5 TP-plan missing linear_attn entries. Both are parallelization-related, but not the same bug." + "reason": "Different distributed-training bugs on different model families and different mechanisms." } ] }, @@ -7537,7 +7500,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 24, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -7609,12 +7572,12 @@ "issue:44466|issue:45005", "issue:45200|issue:46463", "issue:44493|issue:46050", + "issue:41762|issue:44936", "issue:44361|issue:44442", "issue:43761|issue:46829", + "issue:43688|issue:43749", + "issue:43452|issue:44843", "issue:43653|issue:44361", - "issue:41762|issue:44936", - "issue:43452|issue:44843", - "issue:43688|issue:43749", "issue:38175|issue:43295", "issue:43819|issue:44811", "issue:43994|issue:44898", @@ -7623,14 +7586,14 @@ "issue:43525|issue:46701", "issue:43295|issue:45356" ], - "prepared_review_unit_hash": "d4e1bcf03dd5de3a5d72d1f77a3c0e32891a9fc4df732ef12319f6bdc1426886", + "prepared_review_unit_hash": "64bd7454a10f200eb5a4b1d36c6838596096cc4ca917a7fc90e37296a775a9d5", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, @@ -7645,181 +7608,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated regression reports across different models/features. I found no soft-edge pairs that are strong enough to merge as duplicates based on title-level evidence alone.", - "confidence": 0.88, - "canonical_issue_reason": "issue:46832 is the most concrete and actionable report here: it names a specific model, a specific failing path (`RTDetrModel.forward`), and a precise trigger (`num_feature_levels > len(backbone outputs)`).", + "summary": "Most items are unrelated bug reports from different model families/subsystems. The only strong duplicate-like pair is the tied-weights serialization regression pair (#44466 / #45005); the rest should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "#44466 is the clearest, most concrete report of the tied-weights serialization regression (device-dependent lm_head.weight behavior in v5/main), while #45005 is a broader description of the same underlying issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46832 is the best representative issue because it is specific, reproducible, and currently open, making it a cleaner anchor than the broader regression reports.", + "best_issue_reason": "#44466 has the strongest bug report quality for canonicalization: specific regression framing, concrete symptom, and a focused code-path around tied-weight serialization.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different models and failures: RTDetrV2 output divergence vs VideoPrism hidden_states misassignment." + "reason": "Different models and different failure modes: RT-DETR output drift vs VideoPrism hidden_states mis-population." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Unrelated components: Qwen3OmniMoe video-input validation vs a FlashAttention long-context performance regression." + "reason": "Unrelated problems: Qwen3OmniMoe video input validation vs a FlashAttention performance regression." }, { - "left": "issue:45356", + "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different failure modes and likely different code paths." + "reason": "Both involve model/tokenizer regressions, but they target different behaviors: save_pretrained key serialization vs wrong token IDs during AutoTokenizer load." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX config reload issue is unrelated to rope-validation type handling." + "reason": "Both mention RoPE-related config handling, but one is silent reload/default fallback and the other is a TypeError in validation; not the same bug." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import missing vs Trainer GPU broadcast TypeError are different problems." + "reason": "Completely different issues: missing PyTorch import vs a Trainer GPU broadcast TypeError." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder-input validation message vs Gemma4 quantized multimodal embedder dtype casting are unrelated." + "reason": "Different subsystems and symptoms: T5 decoder-input validation messaging vs Gemma4 quantized multimodal embedding dtype casting." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU tensor allocation bug is unrelated to flash_attention s_aux handling." + "reason": "XLNet CPU device placement bug and flash_attention s_aux=None AttributeError are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different symptoms and subsystems: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained regression." + "reason": "Different regressions in different models: RT-DETR output changes vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification loss degeneracy." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the single-label-classification zero-loss problem." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure are different code paths." + "reason": "BitNet accelerate-loading unpacking bug is not the same as Perceiver interpolation/flexible-resolution failure." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "AutoConfig remote-code field loss and Qwen3_5MoeVisionConfig strict-field dropping are similar in theme but not the same concrete bug." + "reason": "Both are config-field issues, but one is AutoConfig with trust_remote_code and the other is a model-specific strict-field omission; not the same defect." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model behavior; not enough to merge as the same bug." + "accept": true, + "reason": "Same underlying tied-weights serialization regression in v5: both describe incorrect handling of tied lm_head/translation-model weights during save/load." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 multimodal token-type IDs are unrelated to T5 decoder-input validation." + "reason": "Gemma4 text-only mm_token_type_ids defaulting vs T5 decoder validation messaging are unrelated." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id key warnings and sinq save/load quantization breakage are different issues." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading index error and trainer.evaluate() after train are different training/runtime failures." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures affecting different tokenizers and APIs." + "reason": "Different tokenizers and different failure points: MLukeTokenizer task AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is not the same as VideoPrism output field mispopulation." - }, - { - "left": "issue:43653", - "right": "issue:44361", - "accept": false, - "reason": "BigBird special-token registration bug and MLukeTokenizer task AttributeError are unrelated." + "reason": "Both concern hidden_states, but one returns None despite request and the other mislabels outputs in a different model; not the same code-path bug." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Gemma3 ZeRO-3 loading crash and trainer.evaluate-after-train failure are not the same code-path." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file handling and offline model_info() lookup in Mistral regex patch are different tokenizer-loading regressions." + "reason": "Both mention AutoTokenizer/from_pretrained, but gguf_file support breakage and unconditional model_info() in offline mode are distinct issues." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Aux-loss normalization bug in MoE models is unrelated to FSDP CPU RAM efficient loading." + "reason": "BigBird mask-token registration/decoding bug is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probability issue and processor.tokenizer regression are different multimodal bugs." + "reason": "Siglip2 zero-probabilities regression is unrelated to processor.tokenizer access / image-to-tokenizer regression in v4.57.5." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to Whisper batch_decode skip_special_tokens behavior." + "reason": "DAC.from_latents vs forward mismatch is a model correctness bug; Whisper batch_decode skip_special_tokens handling is a tokenizer/processor API bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Siglip2 nonsensical outputs vs Perceiver interpolation failure are different models and failure modes." + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution interpolation failure." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import breakage is unrelated to Windows ROCm torch.distributed dependency issues." + "reason": "Gemma 4 processor dependency import failure and Windows ROCm torch.distributed import/type issue are unrelated environment problems." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR forward TypeError and Gemma4 quantized embedders are completely different bugs." + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedders dtype-cast issue are unrelated." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id and DiffusionGemma generation pipeline failure are unrelated." + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor.tokenizer regression and Kimi tokenizer codec/regex regression are different problems." + "reason": "Both are regression reports, but one is about processor/tokenizer access and image passing, while the other is Kimi tokenizer codec/regex handling." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The only duplicate-like match that is clearly supported by the titles is issue:44466 / issue:45005 around tied-weights serialization in v5. The rest of the pairwise rejections are appropriately cautious and do not overclaim sameness from superficial similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7828,7 +7794,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 25, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -7886,230 +7852,230 @@ ], "soft_pairs": [ "issue:29159|issue:33357", - "issue:43531|issue:43742", "issue:43653|issue:44568", - "issue:45542|issue:46178", "issue:43646|issue:43749", + "issue:45542|issue:46178", + "issue:43531|issue:43742", "issue:42898|issue:46491", "issue:43688|issue:45704", "issue:43756|issue:46402", "issue:44843|issue:44991", - "issue:44464|issue:44743", - "issue:43653|issue:43927", "issue:43452|issue:43577", + "issue:43653|issue:43927", + "issue:44464|issue:44743", "issue:43688|issue:45701", "issue:44479|issue:44625", "issue:45491|issue:46002", "issue:44484|issue:44704", - "issue:44821|issue:46821", "issue:43688|issue:45440", + "issue:44821|issue:46821", "issue:33666|issue:36010", "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:44734|issue:46612", "issue:44977|issue:46693", "issue:43504|issue:43550", - "issue:44464|issue:44977", "issue:43504|issue:43720", + "issue:44464|issue:44977", "issue:41720|issue:44464", "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "5097b97dc08548b296d88493c6cf95cccf7187d3d160360dad1601d84261f467", + "prepared_review_unit_hash": "4cae980c9272dd5e419b5cf95e7c043f009fe650f5d5654f018ed98310b9aad2", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35566, - "estimated_input_tokens": 8892, - "estimated_eval_tokens": 18040 + "serialized_chars": 35560, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer regressions, model-loading failures, generation bugs, training/dispatch issues, and backend/device-specific crashes. None of the proposed soft pairs look like the same underlying bug or change closely enough to merge.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The items are a loose mix of unrelated transformer bugs/regressions; none of the soft pairs look like safe duplicates, so no pair is accepted.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue is appropriate: the set spans different subsystems (tokenizers, generation, loading, quantization, backend availability, model-specific regressions) and the paired items do not collapse to one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the broadest tokenizer-regression report and the closest thing to a representative item, but it still only covers one slice of the cluster and does not subsume the many unrelated loading/training/generation bugs.", + "best_issue_reason": "If one issue had to stand in as a representative, #29159 is the broadest user-facing report, but it still only covers a tokenizer inconsistency and does not represent the rest of the cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs a MacOS CLIP bus error are different failure modes and code paths." + "reason": "Tokenizer inconsistency vs MacOS CLIP bus error; clearly different failure modes." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated model-specific loading/runtime issues." + "reason": "Both concern special-token handling, but they affect different tokenizers and different behavior (mask token decode vs BOS/EOS insertion)." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "BigBirdTokenizer special-token registration and mdeberta add_special_tokens BOS/EOS behavior are different tokenizer bugs." + "reason": "Custom model init breakage and FSDP CPU RAM efficient loading are unrelated code paths." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to the tensorflow_text backend mapping error." + "reason": "Both mention backend availability, but one is tensorboard/TensorFlow absence and the other is an invalid tensorflow_text backend name." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Custom model init breakage in v5 is not the same as FSDP CPU RAM efficient loading being broken." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key-error loading are unrelated." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "clean_up_tokenization_spaces behavior changes and CodeLlama leading-space round-trip regression are distinct tokenizer semantics bugs." + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is a leading-space round-trip bug in CodeLlama." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is unrelated to T5's apex FusedRMSNorm memory leak." + "reason": "Auxiliary-loss normalization and an apex RMSNorm memory leak are different bugs." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weight loading are different model implementation defects." + "reason": "Smollm3 RoPE-layer loading and Sam3 text-encoder weight loading are unrelated model-specific issues." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info() call in AutoTokenizer is unrelated to est-roberta tokenizer loading failure." + "reason": "Both involve tokenizer loading, but the offline hub lookup bug and the est-roberta tokenizer regression are different causes." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation/cache bugs." + "reason": "GGUF loading failures and Blip2 dtype propagation are unrelated." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird mask-token registration and DiaConfig custom token ID loss are unrelated tokenizer/config serialization issues." + "reason": "Special-token registration and DiaConfig token-id persistence are distinct serialization/tokenizer issues." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "gguf_file loading failure and Blip2 dtype propagation to qformer are different model-loading bugs." + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different cache/generation bugs." }, { "left": "issue:43688", - "right": "issue:45701", + "right": "issue:45440", "accept": false, - "reason": "MoE auxiliary-loss normalization is not the same as a general tokenization-version regression." + "reason": "Aux-loss normalization and DeepseekV3MoE divergence do not describe the same change or bug." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video input regression for Qwen VL models and Qwen3.5 num_labels propagation affect different subsystems." + "reason": "Video input regression and num_labels propagation are unrelated Qwen3.5 issues." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 NaN embeddings from sliding-window attention and classification-head NaNs after checkout/init are distinct numerical issues." + "reason": "Both mention NaNs, but one is Gemma3 mixed-length sliding-window embeddings and the other is classification-head NaNs after checkout/init." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size behavior and AutoProcessor kwargs forwarding are unrelated API concerns." + "reason": "A save_pretrained shard-size question and AutoProcessor kwargs forwarding are unrelated." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated loader/config bugs." + "reason": "Different model families and different symptoms; no shared underlying bug." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "MoE auxiliary-loss normalization does not match DeepseekV3MoE divergence from remote implementation." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are different issues with no shared code path." + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are unrelated." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are separate distributed-training failures." + "reason": "Trainer GPU broadcast NoneType error vs Qwen2-VL multi-GPU training are different problems." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "v5 lm_head.weight serialization inconsistency and sinq quantized save/load breakage are different persistence bugs." + "reason": "lm_head serialization inconsistency and sinq quantized save/load breakage are distinct persistence bugs." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation crash in serve and skipped beam-search cache reorder for certain models are not the same generation-path problem." + "reason": "KV-cache tensor-indexing crash in serve and beam-search cache reorder omission across models are different generation bugs." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention output bug and FA2 long-context performance regression differ in symptom and root cause." + "reason": "Qwen3.5 flash-attention correctness and FA2 long-context performance regression are not the same bug." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit legacy-field loading failure and Bamba torch.compile SDPA failure are unrelated model-specific bugs." + "reason": "Legacy-field loading failure in BeitForSemanticSegmentation and Bamba torch.compile/SDPA failure are unrelated." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation failure affect different generation mechanisms." + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking during accelerate loading are different model-loading issues." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Legacy field load failure for Beit and BitNet packed-weight unpacking during accelerate loading are different load-time defects." + "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention generation bug are different code paths." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and compiled chunked generation inconsistency are unrelated runtime issues." + "reason": "MPS attention correctness on A800 and compiled chunked generation are unrelated." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and MPS attention correctness with mismatched value/query heads are different bugs." + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are not the same underlying bug." } ] }, @@ -8125,7 +8091,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 26, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -8185,229 +8151,229 @@ "soft_pairs": [ "issue:43611|issue:46846", "issue:43643|issue:44561", - "issue:43720|issue:43927", "issue:43782|issue:46693", + "issue:43720|issue:43927", "issue:33666|issue:36331", "issue:43278|issue:43688", - "issue:43606|issue:43927", "issue:43504|issue:44610", + "issue:43606|issue:43927", "issue:43262|issue:43295", - "issue:43720|issue:44361", "issue:43493|issue:43825", + "issue:43720|issue:44361", "issue:44964|issue:45405", "issue:44514|issue:45290", - "issue:44977|issue:46209", "issue:44554|issue:46365", + "issue:44977|issue:46209", "issue:44625|issue:45584", "issue:43525|issue:43572", "issue:43452|issue:44451", - "issue:28218|issue:33357", "issue:45823|issue:46050", + "issue:28218|issue:33357", "issue:43994|issue:46192", "issue:42796|issue:44977", "issue:43493|issue:43844", "issue:39692|issue:43295", "issue:43278|issue:43844", "issue:44568|issue:46489", - "issue:43646|issue:44466", - "issue:46209|issue:46710" + "issue:46209|issue:46710", + "issue:43646|issue:44466" ], - "prepared_review_unit_hash": "ef99d0dbf73af3ffb5d295d5069ebb5bb6137310788e27c63df82b6acc80d5f5", + "prepared_review_unit_hash": "629ab75fdc2ff9f36c4369f9c2b28a94fc829c06a1ee9d4b58cefa9380140cce", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36263, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most soft pairs share only broad subsystem labels (tokenizer, config loading, multimodal processors, training) rather than the same concrete bug. I would not merge any of the proposed soft edges; they are too coarse to be true duplicates.", - "confidence": 0.22, - "canonical_issue_reason": "If forced to pick one issue, #28218 is the most generic and discussion-heavy tokenizer bug in the set, but it is only a weak representative because the cluster does not form a single duplicate family.", + "summary": "The items are related only at a very broad level: many are Transformers v5 regressions or tokenizer/model-loading bugs, but they affect different code paths and are not duplicates of one another. I found no soft pair that looks like the same underlying bug or mergeable change.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s apparent theme: Transformers 5.0 breakages around custom model initialization and related model-loading regressions.", "canonical_pr_reason": null, - "best_issue_reason": "#28218 is the best issue candidate by age and generality, but the overall cluster is too mixed for it to be a strong canonical duplicate target.", + "best_issue_reason": "issue:43646 best fits as the cluster representative because it is general, central to the v5 regression theme, and not narrowly tied to one model family or edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Different problems: base_model_prefix model loading vs Qwen3.5 tensor-parallel planning/OOM and shape errors." + "reason": "Both mention loading issues, but one is a base_model_prefix regression and the other is a Qwen3.5 tensor-parallel planning/OOM problem; different bugs and code paths." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but the concrete failures differ: missing returned fields vs removal of is_torch_fx_available." + "reason": "Both are trust_remote_code-related regressions, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available breaking remote models; distinct failures." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Unrelated bugs: BitNet packed-weight loading vs DiaConfig losing custom token IDs." + "reason": "Qwen3VL from_pretrained weight_only failure is unrelated to a FA2 long-context generation performance regression." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Different code paths and symptoms: weight_only loading error vs FA2 long-context performance regression." + "reason": "One is packed-weight unpacking during accelerate loading; the other is DiaConfig custom token IDs being lost on save/load. Different model subsystems." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training Qwen2-VL vs a Trainer.compute_loss signature regression; not the same underlying bug." + "reason": "Multi-GPU training for Qwen2-VL and a CustomTrainer compute_loss signature change are unrelated training issues." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Different numerical issues: dtype drift between train/eval vs auxiliary-loss normalization." + "reason": "These both involve model behavior differences, but one is an embedding dtype regression and the other is auxiliary loss normalization; not the same bug." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Different failures: CPU offload device mismatch vs config token ID persistence bug." + "reason": "BEiT legacy-field loading failure and OmDet-Turbo processor image-size mismatch affect different model families and different failure modes." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Different models and bugs: legacy field load failure vs processor image-size mismatch." + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig token ID persistence and generation index errors." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Both are processor/chat-template regressions, but one is audio sampling-rate defaulting and the other is tokenizer/processor API breakage." + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-passing regression are different processor behaviors." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "BitNet loading issue and MLukeTokenizer AttributeError are unrelated." + "reason": "SigLIP2 implementation discrepancy and pipeline error-message support mismatch are unrelated issues." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs pipeline error-message wording; not the same bug." + "reason": "Packed-weight loading failure and MLukeTokenizer task AttributeError are different code paths and failure types." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure vs a dependency-version bump issue; unrelated." + "reason": "Model loading failure for Phi-4 multimodal and MIN_PEFT_VERSION being bumped too early are unrelated release/load issues." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template crashes, but the triggering inputs and affected logic differ." + "reason": "Batched Qwen2_5_VLProcessor chat template crash and assistant tool-call content crash are both chat-template related but different edge cases and inputs." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference on B200; different runtime issues." + "reason": "MPS attention correctness with differing head dims is unrelated to Trainer import conflicts caused by datasets." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "MPS attention correctness bug vs Trainer import conflict with datasets; unrelated." + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are different hardware/backend issues." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Different regressions: num_labels propagation vs Whisper empty-transcription generation failure." + "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription after align_special_tokens are unrelated model/config bugs." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing token-id fields after v5, but they affect different configs and different missing attributes." + "reason": "Llama4 missing pad_token_id and StableLm missing pad_token_idx are similar in shape but affect different config fields and model families." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both concern model loading, but one is gguf_file behavior and the other is a specific model compatibility failure." + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and failure to load vesteinn/ScandiBERT are separate loading problems with no clear shared root cause." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer spacing bug and a Mac bus error on a CLIP model are unrelated." + "reason": "Gemma4 device mismatch under device_map=auto and sinq quantization save/load breakage are unrelated model execution vs serialization issues." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Device-map forward mismatch vs quantized save/load breakage; not the same defect." + "reason": "Tokenizer extra-space bug and MacOS bus error on a CLIP model are entirely different problems." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs vs return_tensors being ignored in text kwargs; unrelated." + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored in text_kwargs are different processor/pipeline bugs." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation failure; different bugs." + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated tokenizer vs attention/backend issues." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy and DeepSpeed gradient growth are unrelated." + "reason": "SigLIP2 implementation discrepancy and gradient blow-up with HfDeepSpeedConfig + ZeRO-3 are different numerical/optimization issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs/example errors for SigLIP2 vs processor.tokenizer / image-passing regression; not the same issue." + "reason": "SigLIP2 docs example errors and processor.tokenizer/image-passing regression are both processor-related but not the same bug or fix." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Evaluation dtype change vs gradient explosion under ZeRO-3 are distinct numerical problems." + "reason": "Embedding dtype drift in evaluate and gradient increase under ZeRO-3 are different training-time regressions." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer special-token regressions, but they affect different tokenizers and different concrete behaviors." + "reason": "mdeberta add_special_tokens BOS/EOS regression and DeepSeek-Coder tokenizer BPE-marker regression are different tokenizer behaviors." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Custom model initialization breakage vs inconsistent lm_head serialization; different code paths." + "reason": "FP8 inference failure on B200 and accuracy regression after upgrading Transformers are unrelated hardware/backend vs model-quality regressions." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "FP8 inference failure on B200 and accuracy regression after upgrade are not the same underlying bug." + "reason": "Custom model initialization breakage and device-dependent lm_head.weight serialization are separate v5 regressions with different code paths." } ] }, @@ -8423,7 +8389,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 27, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -8481,24 +8447,24 @@ "issue:46846" ], "soft_pairs": [ - "issue:44849|issue:46209", - "issue:33357|issue:33666", "issue:44568|issue:45812", - "issue:43278|issue:43701", + "issue:33357|issue:33666", "issue:44488|issue:44843", + "issue:43278|issue:43701", + "issue:44849|issue:46209", "issue:44792|issue:45405", "issue:43927|issue:44361", "issue:43575|issue:45405", - "issue:44849|issue:45357", "issue:43504|issue:43606", "issue:43824|issue:44589", + "issue:44849|issue:45357", "issue:43257|issue:43299", "issue:44493|issue:46285", "issue:45245|issue:46710", "issue:46399|issue:46846", "issue:46821|issue:46832", - "issue:43334|issue:45759", "issue:43606|issue:44112", + "issue:43334|issue:45759", "issue:43334|issue:43572", "issue:43504|issue:43653", "issue:44589|issue:45520", @@ -8510,202 +8476,202 @@ "issue:43873|issue:46050", "issue:45200|issue:45229" ], - "prepared_review_unit_hash": "bc315ebd26f3a895244a1bc95e748798be2819ffbe4f70b42a351fb7bbd27ec8", + "prepared_review_unit_hash": "8da0f9bd71b3e4b03aa37679f8ed86774a3f68afa02177098dc3cc2f4cd3fabb", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36146, - "estimated_input_tokens": 9037, - "estimated_eval_tokens": 18330 + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly unrelated issues that only share a model family or a broad subsystem (tokenization, multimodal configs, quantization, offload, etc.). I found no pair that clearly describes the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.11, - "canonical_issue_reason": "Issue 45812 is the strongest standalone candidate: it describes a broad, concrete regression with clear user impact (wrong token IDs across all Granite models) and a focused failure mode.", + "summary": "The items are mostly unrelated transformer/model-loading bugs, so no soft pair should be merged; I\u2019d use the broad Granite tokenizer regression as the closest representative issue. No PRs were provided.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45812 is the broadest, most clearly regression-shaped issue in the set: it describes a silent v4\u2192v5 tokenizer break affecting all Granite models and has the strongest external impact signal among the issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the most representative and actionable report in the set because it is broad, specific, and directly tied to a reproducible regression.", + "best_issue_reason": "issue:45812 is the best single issue to represent the cluster because it is concrete, version-linked, and broadly applicable; the other issues are mostly model-specific or unrelated failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Different failures: Qwen3.5 hidden-state behavior vs FP8 inference on B200. Same general area, not the same bug." + "reason": "Different models and symptoms: mdeberta-v3 special-token handling vs Granite tokenizer ID regression." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Completely different models and problems: MacOS bus error on CLIP vs Qwen2-VL multi-GPU training." + "reason": "Unrelated problems: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and symptoms; not one concrete code-path bug." + "reason": "Both involve tokenizer/model loading, but one is a specific model load failure and the other is an offline-mode regression in a Mistral regex patch." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16/FP32 dtype mismatch in evaluation is unrelated to resume_from_checkpoint key mismatch." + "reason": "Embedding dtype mismatch during eval is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Model loading failure for cjvt/sleng-bert is unrelated to an offline model_info() call in AutoTokenizer." + "reason": "Qwen3.5 hidden-state output bug is a different code path from FP8 inference failure on B200." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus test failure and a PEFT version bump are unrelated." + "reason": "A Janus test failure and an unmet PEFT version requirement are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenization/config bugs with different failure modes: custom token IDs loss vs MLukeTokenizer AttributeError." + "reason": "Saving/loading custom token IDs causing generation IndexError is different from MLuke tokenizer task-time AttributeError." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel loading is unrelated to the PEFT minimum-version change." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Both mention Qwen3.5, but one is output_hidden_states behavior and the other is incorrect save_pretrained visual keys." + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to the PEFT version bump issue." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field loading for BEiT is unrelated to Bark CPU-offload device mismatch." + "reason": "Legacy-field loading failure in BEiT is unrelated to Bark CPU-offload device mismatch." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for a missing model class is unrelated to an FP8 storage TypeError." + "reason": "Importing a Qwen2.5-VL class and missing Float8 storage are different failures." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states behavior in Qwen3.5 is unrelated to incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen MoE loading, but one is accelerate+deepspeed conversion and the other is a transformers dev compatibility break." + "reason": "Both concern Qwen MOE loading, but one is accelerate/deepspeed weight conversion and the other is a transformers-dev model-loading breakage." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected key warnings with position IDs are not the same as the CLIP text-model structure inconsistency." + "reason": "Unexpected position-id keys across many models is not the same as the CLIP text-model structure change." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category cardinality limit error is unrelated to an accuracy regression after upgrade." + "reason": "Category cardinality error is a distinct bug from an accuracy regression after upgrade." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Different Qwen3.5 issues: kernel registration crash vs tensor-parallel plan omissions causing OOM/shape errors." + "reason": "Missing decorator for apply_rotary_pos_emb is a different issue than missing linear_attn TP-plan entries causing OOM/shape errors." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR forward shape mismatch are unrelated." + "reason": "TimesFM window_size attribute access and RT-DETR feature-level mismatch are unrelated model-specific bugs." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Both involve Qwen multimodal configs, but the specific bug differs: missing pad_token_id vs not unwrapping text_config." + "reason": "CPU offload device mismatch is not the same as a stale GraniteSpeech CI test." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to a stale GraniteSpeech CI test." + "reason": "Both touch Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is a text_config unwrapping issue." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different config fields and models: pad_token_id in Qwen3-VL vs pad_token_idx in StableLmConfig." + "reason": "Qwen3-VL loading failure is unrelated to StableLmConfig missing pad_token_idx." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are different bugs." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "FP8 storage lookup failure is unrelated to flash_attn import_utils behavior on Python 3.13." + "reason": "Missing Float8 storage and a Python 3.13 flash_attn KeyError are separate compatibility issues." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "dtype mismatches in inference are unrelated to RT-DETR's num_feature_levels/backbone-output error." + "reason": "Bfloat16 dtype mismatches in inference are unrelated to RT-DETR forward feature-count errors." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "StableLm missing field after 5.0 update is unrelated to the _is_hf_initialized argument error with init_empty_weights." + "reason": "StableLmConfig pad_token_idx regression and unexpected _is_hf_initialized in init_empty_weights are different version-compatibility bugs." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to max_cache_length behavior in quantized cache." + "reason": "Compiled-forward chunked generation inconsistency is not the same as a cache-length limitation for quantized cache." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GLM-5 generation config validation is unrelated to the DiffusionGemma image-text-to-text pipeline failure." + "reason": "Invalid GenerationConfig in GLM-5 is unrelated to DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Training instability with ZeRO-3 is unrelated to Phi-4 multimodal loading failure." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Offloading/quantization mismatch is not the same as save/load breakage for sinq-quantized models." + "reason": "Quantization offloading behavior differs from save/load breakage in sinq-quantized models." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids defaulting is unrelated to Gemma4 multi-GPU inference OOM." + "reason": "Text-only fine-tuning defaults for Gemma 4 are unrelated to Gemma4 multi-GPU inference OOM." } ] }, @@ -8721,7 +8687,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 28, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -8779,22 +8745,22 @@ "issue:46752" ], "soft_pairs": [ - "issue:44869|issue:46752", "issue:45229|issue:45823", + "issue:44869|issue:46752", "issue:43994|issue:44493", "issue:45588|issue:46050", "issue:29942|issue:30333", - "issue:42490|issue:43696", "issue:29159|issue:32090", + "issue:42490|issue:43696", "issue:28218|issue:34567", "issue:44977|issue:46701", "issue:45084|issue:45520", "issue:43065|issue:46369", "issue:44554|issue:45446", - "issue:44423|issue:44734", "issue:15354|issue:38175", - "issue:43493|issue:43701", + "issue:44423|issue:44734", "issue:41720|issue:46710", + "issue:43493|issue:43701", "issue:45406|issue:46121", "issue:43404|issue:46710", "issue:45072|issue:45198", @@ -8807,196 +8773,196 @@ "issue:45823|issue:46192", "issue:43295|issue:44610" ], - "prepared_review_unit_hash": "4d264ab493e3a76e344d7e462ec2606e314320ba4699f92399d89c2b5500390c", + "prepared_review_unit_hash": "904fc3f5e9e6990ccae5046070c8436a2d9776e1fc13e818951ccaccd2ea80e3", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35866, - "estimated_input_tokens": 8967, - "estimated_eval_tokens": 18190 + "serialized_chars": 35864, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of unrelated transformer issues rather than a duplicate set. None of the proposed soft pairs look like the same underlying bug/change. The most representative issue is the broad, well-referenced offloading/quantization report.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the broadest and most centrally referenced report in the set (open, 6 inbound references), so it is the best representative issue for the cluster.", + "summary": "This cluster is highly heterogeneous: most pairs share only broad subsystem vocabulary (tokenizers, processors, attention, serve, multimodal models) but do not describe the same concrete bug. I would triage it around the processor/tokenizer regression issue, but I would not merge any of the suggested soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43295 is the best hub in the soft-similarity graph and the most representative user-facing regression around processor/tokenizer behavior. It also has the strongest overlap with other processor-related reports in this set, even though the candidates are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest signal for being the cluster anchor: it is general, actively discussed, and more reusable as a canonical placeholder than the model-specific or narrow bugs.", + "best_issue_reason": "issue:43295 is the strongest single issue to represent the cluster because it is recent, concrete, and sits at the center of the processor/tokenizer-related soft links. It is the closest thing to a unifying bug among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Different code paths and failures: Whisper timestamp decoding vs chat template handling on empty input." + "reason": "Same model family and inference context, but one is CUDA OOM and the other is a device-mapping mismatch; different failures and different fixes." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Both mention Gemma4, but one is a CUDA OOM and the other is a forward device-mismatch bug; not the same change." + "reason": "Whisper timestamp decoding crash vs empty-chat-template IndexError are unrelated code paths." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs and unexpected position-id keys are unrelated symptoms with different likely causes." + "reason": "One is a SigLIP2 quality/regression report and the other is a position-id key warning affecting many models; not the same bug." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink handling and sinq save/load breakage are distinct bugs in different subsystems." + "reason": "Flash-attention sink-less-model crash vs sinq save/load breakage are different issues in different code paths." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to MLflow job-status reporting on training failure." + "reason": "Flash Attention 2 test failures and MLflow job state reporting are unrelated." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Import warning for a trailing-slash path is unrelated to GPT-oss CUDA out-of-memory." + "reason": "Tokenizer fast/slow inconsistency is unrelated to a NoneType broadcast error in Trainer." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Tokenizer slow/fast inconsistency does not match the Trainer _gpu_broadcast_one NoneType error." + "reason": "Path-trailing-slash import warning and GPT-oss CUDA OOM are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Extra space after added token is a tokenizer formatting issue, not a TrainerState token-count update bug." + "reason": "Added-token spacing bug and TrainerState token counter bug are different tokenizer/training-state problems." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma image-text pipeline breakage are different problems." + "reason": "Qwen flash-attention generation failure and DiffusionGemma pipeline failure are different model/code paths." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and flash_attn import KeyError are separate failures." + "reason": "Template compilation error and Python 3.13 flash_attn import key error are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." + "reason": "Both mention SAM3, but one is about a dummy Conv2d design choice and the other is a memory overflow report." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version-check bug in flex_attention are unrelated." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing error are different serve-path bugs." + "reason": "MPS attention correctness and flex_attention import version checking are different bugs." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated model issues." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch do not share a concrete failure mode." + "reason": "Both are serve/runtime bugs, but one is a multimodal continuous-batching crash and the other is KV-cache continuation indexing; not the same failure." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression after upgrade are different issues." + "reason": "CUDA assert on A800 with auto device mapping vs accuracy regression after upgrade are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are distinct issues." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and rope-param conversion TypeError are unrelated." + "reason": "Gemma4Processor _tokenizer crash in serve and rope-parameter list type error are unrelated." }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "Mistral3 weight tying and DeepSeek accuracy regression are separate model-behavior problems." + "reason": "Mistral3 lm_head tying bug and DeepSeek accuracy regression are different model correctness issues." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BF16 dtype mismatches in CI and Wav2Vec2 save/tokenization failure are not the same bug." + "reason": "Bfloat16 dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video-shape handling are different multimodal processing bugs." + "reason": "Both involve processors, but one is a tokenizer/processor API regression and the other is a batched video-shape bug." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink-less crash and Qwen multimodal text_config unwrapping are unrelated code paths." + "reason": "Flash-attention sink-less crash and multimodal config unwrapping are different code paths." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "ImportError for _flash_supports_window_size and meta-device model loading breakage are distinct issues." + "reason": "Flash-attention import symbol error and meta-device loading breakage are not the same bug." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma4 text-only mm_token_type_ids defaults." + "reason": "Video-input ValueError in Qwen3OmniMoe and Gemma4 text-only mm_token_type_ids defaulting are unrelated multimodal issues." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor.tokenizer regression and offloading/quantization behavior are different subsystems and failure modes." + "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 and return_tensors being ignored are separate tokenizer bugs." + "reason": "LayoutLMv2 NER/padding crash and return_tensors being ignored are different tokenizer API bugs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch during forward is unrelated to return_tensors handling." + "reason": "Device-map forward mismatch and return_tensors handling are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor API regression and OmDet-Turbo image-size mismatch are different model-processing bugs." + "reason": "Processor/tokenizer regression and OmDet-Turbo input-size mismatch are both processor-related but describe different concrete failures." } ] }, @@ -9012,7 +8978,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 29, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -9066,220 +9032,228 @@ "issue:46285", "issue:46512", "issue:46821", - "issue:46894" + "issue:46894", + "issue:46899" ], "soft_pairs": [ "issue:43572|issue:46821", "issue:43550|issue:43844", "issue:45200|issue:45823", "issue:29870|issue:29942", - "issue:43450|issue:43575", "issue:45520|issue:46178", + "issue:43450|issue:43575", "issue:43572|issue:44987", "issue:44554|issue:45356", "issue:42490|issue:43493", - "issue:43232|issue:44849", "issue:37428|issue:43824", "issue:39692|issue:46192", - "issue:43295|issue:43493", + "issue:43232|issue:44849", "issue:44466|issue:45127", + "issue:43295|issue:43493", "issue:44521|issue:45290", - "issue:43653|issue:44112", "issue:45381|issue:46209", + "issue:43653|issue:44112", "issue:43278|issue:43856", "issue:28218|issue:35141", "issue:44737|issue:46894", "issue:43950|issue:46285", - "issue:42915|issue:43824", "issue:43824|issue:43975", + "issue:42915|issue:43824", "issue:43452|issue:46512", "issue:43262|issue:43450", - "issue:44442|issue:45198" + "issue:44442|issue:45198", + "issue:45200|issue:46899" ], - "prepared_review_unit_hash": "0a39e980791d03adf183122d31531721f680f06f37012f2f0d203e1a2e95f8c1", + "prepared_review_unit_hash": "336f8bdcff7d10ddcdc7b00281bd4917272c0477dbb2865928c925be5b3355e4", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35249, - "estimated_input_tokens": 8813, - "estimated_eval_tokens": 17882 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36170, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a coherent duplicate cluster: the soft pairs mostly share only broad themes like tokenizers, generation, or import errors, but point to different concrete bugs and code paths. I would not merge any of the proposed soft edges, and I would not choose a single canonical issue for this set.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This set is highly heterogeneous: tokenizer quirks, generation bugs, multimodal processor regressions, import errors, and training/runtime issues. I don\u2019t see any soft pair that clearly describes the same underlying bug or change, so I reject all soft edges.", + "confidence": 0.42, + "canonical_issue_reason": "There is no single obvious duplicate family spanning the cluster. If a representative anchor is needed, issue 43950 is the broadest framework-level regression among the candidates (a core from_pretrained corruption bug).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43950 is the best standalone canonical candidate because it is a core loading regression with silent corruption, making it broader and more actionable than the more model-specific or documentation-oriented issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Unrelated config bugs: missing pad_token_idx vs window_size AttributeError." + "reason": "Both are configuration/attribute problems, but they affect different components and different missing fields; not the same bug." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Different failures and subsystems: torch.compile+SDPA vs DeepSpeed ZeRO-3 gradient growth." + "reason": "One is a torch.compile/SDPA model failure and the other is a ZeRO-3 gradient issue; different code paths and symptoms." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different bugs: mm_token_type_ids defaulting vs device_map forward mismatch." + "reason": "Gemma4 text-only mm_token_type_ids defaulting and device_map PLE mismatch are distinct forward-path bugs." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate() decoder_attention_mask error is unrelated to Flash Attention 2 test failures." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Video batch shape bug vs tensor-parallel OOM are different problems." + "reason": "Bart generate decoder_attention_mask initialization and Flash Attention 2 test failures are unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Different import/backend issues: flash_attn on Python 3.13 vs tensorflow_text backend mapping." + "reason": "These are separate import/backend lookup failures involving different backends and modules." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch shape handling and Qwen2-57B tensor-parallel OOM are different problems." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are loading-related, but one is StableLm config and the other is a model load regression." + "reason": "A missing config attribute versus a model-loading failure for a different repo; not the same underlying issue." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue vs Kimi tokenizer regression; no shared code path." + "reason": "An MPS attention correctness bug and a tokenizer codec regression are unrelated." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning is unrelated to SigLIP2 HF/JAX discrepancy." - }, - { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Generation kwargs sync bug vs Qwen3.5 hidden-states bug are distinct." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy do not share the same code path." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different missing symbols and different affected models; both are import errors only at a broad level." + "reason": "Different ImportErrors from different symbols; no evidence of a shared root cause." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Docs/example failure vs silent return_tensors handling bug; not the same issue." + "reason": "Documentation example issues are not the same as silently ignored return_tensors behavior." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to SigLIP2 implementation mismatch." + "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 hidden-states behavior." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "lm_head serialization inconsistency and LoRA-collapse after vocab extension are different tied-weight bugs." + "reason": "Both touch tied weights, but one is serialization inconsistency and the other is LoRA merge collapse; different concrete bugs." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "Multimodal assistant masks vs tool-call tokenization crash are different apply_chat_template paths." + "reason": "A processor/tokenizer API regression is not the same as the SigLIP2 HF-vs-JAX discrepancy." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Tokenizer special-token bug is unrelated to a GraniteSpeech CI test failure." + "reason": "Both are apply_chat_template-related, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs FP8 inference failure on B200 are unrelated." + "reason": "Qwen2.5-VL vision_position_ids and FP8 B200 inference are unrelated issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a GraniteSpeech CI test failure are not the same bug." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype regression vs Qwen3 MoE memory inefficiency are different training issues." + "reason": "A dtype change between train/eval and MoE training memory inefficiency are different problems." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to output embedding reinit on resize." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are distinct behaviors." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU device bug is unrelated to CohereASR training-loss shift bug." + "reason": "CPU placement in XLNet positional encoding and CohereASR double-shift training loss are unrelated." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text-model structure mismatch." + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text model structure inconsistency are different regressions." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Qwen3Moe FP8Config failure is unrelated to Qwen2_5_VL import errors." + "reason": "An import failure and a detokenization bug are not the same underlying issue." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "ImportError for a VL class and DeepSeek detokenization are different bugs entirely." + "reason": "Qwen3Moe FP8 failure and a Qwen2.5-VL import error share only a broad model-family context, not a bug." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading breakage is unrelated to from_config dtype/config stale-state behavior." + "reason": "GGUF loading breaks and stale config.dtype after from_config are different lifecycle bugs." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate bug and video batched-shape bug are separate processor issues." + "reason": "Audio chat-template sampling-rate defaults and batched video shape handling are unrelated processor bugs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different speech model/tokenization failures; not the same underlying defect." + "reason": "Different speech-model failures with different failure modes; not one concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and unsafe dtype casts in multimodal embedders are different regressions." } ] }, @@ -9295,7 +9269,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 30, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -9318,28 +9292,29 @@ "issue:43526", "issue:43550", "issue:43606", + "issue:43611", "issue:43653", "issue:43819", "issue:43827", "issue:43901", "issue:44112", "issue:44206", + "issue:44466", "issue:44479", "issue:44561", "issue:44610", "issue:44792", "issue:44857", "issue:44898", + "issue:44995", "issue:45083", "issue:45200", "issue:45325", "issue:45412", - "issue:45520", "issue:45563", "issue:45584", "issue:45593", "issue:45759", - "issue:46170", "issue:46192", "issue:46209", "issue:46234", @@ -9348,16 +9323,14 @@ "issue:46512", "issue:46821", "issue:46858", - "issue:46899", "issue:46932" ], "soft_pairs": [ - "issue:43334|issue:43525", - "issue:45200|issue:46899", "issue:45200|issue:46932", "issue:44792|issue:45563", - "issue:43819|issue:44112", + "issue:43334|issue:43525", "issue:44898|issue:45412", + "issue:43819|issue:44112", "issue:44479|issue:46192", "issue:45200|issue:45325", "issue:41720|issue:46209", @@ -9366,35 +9339,36 @@ "issue:44561|issue:46234", "issue:43819|issue:45083", "issue:43388|issue:43526", + "issue:45759|issue:46285", "issue:44857|issue:45593", "issue:44610|issue:44857", - "issue:45759|issue:46285", "issue:46424|issue:46858", + "issue:44995|issue:46858", "issue:43606|issue:45083", "issue:46512|issue:46821", - "issue:45520|issue:46170", "issue:44206|issue:45584", "issue:38175|issue:45412", "issue:43335|issue:43653", "issue:29942|issue:32090", "issue:43550|issue:44112", "issue:28282|issue:33357", - "issue:37428|issue:43425" + "issue:37428|issue:43425", + "issue:43611|issue:44466" ], - "prepared_review_unit_hash": "099fbe9a3a7f3880d5b1985795187dd3fbc38a6d690c020d4615f8c6c4aeb072", + "prepared_review_unit_hash": "8b0e2f902605f3e38920579a5d6058a5372fd7f634a2e71a6c1bcec291105851", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35853, + "serialized_chars": 35854, "estimated_input_tokens": 8964, "estimated_eval_tokens": 18184 }, @@ -9403,186 +9377,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports; the only clear duplicate pair is the Gemma4 4-bit quantized vision/audio embedder dtype-cast regression (#46899/#46932). The rest share broad themes but not the same concrete bug path.", - "confidence": 0.89, - "canonical_issue_reason": "#46899 is the more complete symptom report for the Gemma4 quantization regression; #46932 is a narrower fix-oriented restatement of the same dtype-casting bug in vision/audio embedders.", + "summary": "This cluster is a loose bag of unrelated transformer bugs, regressions, and docs/CI issues. None of the soft-linked pairs appear to be the same underlying defect or change, so there is no good canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46899 is the clearest representative of the only true duplicate theme in this set and has the most informative problem description.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Same symptom family (missing pad_token_id) but different configs/models and likely separate model-specific regressions." - }, - { - "left": "issue:45200", - "right": "issue:46899", - "accept": false, - "reason": "Both involve Gemma4, but one is about mm_token_type_ids defaults and the other about 4-bit quantized embedder dtype casting; different bugs." - }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Different failure modes: text-only mm_token_type_ids handling vs quantized vision/audio embedder casting." + "reason": "Both are Gemma4-related, but they describe different failures: missing default mm_token_type_ids vs dtype casting for quantized embedders." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Different generation paths and symptoms; one is image generation test failure, the other is a stale warning about num_return_sequences." + "reason": "Janus image-generation test failure and paged-generate stale warning are separate generate-path issues." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Unrelated subsystems: DAC latent reconstruction mismatch vs GraniteSpeech CI device override flake." + "reason": "Both mention missing pad_token_id, but on different config classes and model families; not the same bug." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated issues." + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated model/runtime problems." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is a model implementation bug, while GraniteSpeech is a stale CI device-override test." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Video input regression vs return_tensors being ignored; both are input-processing issues but not the same bug." + "reason": "Video input regression in Qwen multimodal models and return_tensors being ignored are different API/code paths." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Both touch multimodal models, but the bugs differ: missing default token ids vs temporal position scaling in rope index." + "reason": "Gemma4 mm_token_type_ids handling and Qwen2.5-VL rope-index scaling are separate multimodal bugs." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware/model-specific inference failures with different root causes and environments." + "reason": "Different hardware/backend failures: cudaErrorAssert on A800 vs FP8 inference failure on B200." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they concern different pipeline API deprecations and are not one underlying defect." + "reason": "Both are docs issues, but they concern different pipeline docs and different deprecated behaviors." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different models and different code paths: sparse-layer config creation vs torch.compile/SDPA failure." + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both mention import_utils, but they are missing different symbols with different breakage patterns and no shared concrete bug path." + "reason": "Both involve missing utilities, but they are different symbols with different breakages and affected models." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent conversion and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different label-processing bugs in different components; not the same code path." + "reason": "Tuple-label dropping in gather_for_metrics and BeitImageProcessorFast reduce_labels are different label-processing bugs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are different architectural issues." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different object-detection losses and different failure conditions." + "reason": "AMP crash in LwDetrImageLoss and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor input-size mismatch vs AMP/CUDA crash; no shared underlying bug." + "reason": "Processor input-size mismatch and float16/CUDA loss crash are different bugs." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Composite Qwen text_config unwrapping and CLIP text model structure inconsistency are different API breakages." + "reason": "Max-cache-length handling and static-cache seq-length tensor arithmetic are distinct cache issues." }, { - "left": "issue:46424", + "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is about cache length configuration and the other about device tensors breaking slice arithmetic." + "reason": "Stale indexer cache on second forward is unrelated to device-tensor seq-length arithmetic in static cache." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior are unrelated." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale model.config.dtype after from_config(dtype=...) is unrelated to TimesFM window_size AttributeError." - }, - { - "left": "issue:45520", - "right": "issue:46170", - "accept": false, - "reason": "Different platform/import failures with different missing dependencies and error modes." + "reason": "Stale config dtype after from_config and TimesFM window_size AttributeError are different configuration bugs." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported feature-arg crash in LasrFeatureExtractor vs Whisper empty-transcription generation failure." + "reason": "Unsupported center arg in feature extraction and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Siglip2 zero probabilities and RT-DETR memory retention are unrelated." + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory cleanup are different model/runtime issues." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are separate issues." + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Failing Flash Attention tests and Trainer gpu_broadcast_one NoneType error are different bugs." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are separate problems." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different code paths and symptoms: compile/SDPA model failure vs stale CI device-override test." + "reason": "Bamba torch.compile SDPA failure and GraniteSpeech stale override test are not the same code-path bug." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch-not-found ImportError and MacOS bus error on a CLIP model are unrelated." + "reason": "Missing PyTorch ImportError and MacOS bus error on a CLIP model are unrelated environment/model failures." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing flash attention helper import and torch 2.10 incompatibility are too broad to be the same concrete bug." + "reason": "Missing flash-attention helper import and Torch 2.10 incompatibility are different versioning issues." }, { - "left": "issue:46899", - "right": "issue:46932", - "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting regression; #46932 is essentially the fix-oriented restatement of #46899." + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "base_model_prefix loading break and lm_head.weight serialization inconsistency are separate model-loading/serialization bugs." } ] }, @@ -9598,7 +9566,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 31, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -9621,13 +9589,11 @@ "issue:43504", "issue:43526", "issue:43606", - "issue:43611", "issue:43701", "issue:43720", "issue:43819", "issue:43825", "issue:43854", - "issue:43931", "issue:44112", "issue:44351", "issue:44448", @@ -9646,9 +9612,11 @@ "issue:45310", "issue:45459", "issue:45478", + "issue:45520", "issue:45588", "issue:45593", "issue:45859", + "issue:46170", "issue:46234", "issue:46326", "issue:46431", @@ -9656,247 +9624,247 @@ "issue:46697" ], "soft_pairs": [ - "issue:43611|issue:43931", "issue:44448|issue:44743", "issue:43335|issue:43504", + "issue:45520|issue:46170", "issue:44855|issue:45083", "issue:43278|issue:43825", "issue:43335|issue:45083", "issue:43335|issue:45593", "issue:29127|issue:32090", "issue:43335|issue:44112", - "issue:43720|issue:44112", "issue:44514|issue:44521", - "issue:45588|issue:45859", + "issue:43720|issue:44112", "issue:45290|issue:46326", + "issue:45588|issue:45859", "issue:42490|issue:43854", "issue:37428|issue:44351", "issue:34689|issue:35141", "issue:45127|issue:45245", - "issue:46431|issue:46566", "issue:43819|issue:44493", + "issue:46431|issue:46566", "issue:39692|issue:43526", + "issue:26413|issue:31501", "issue:44448|issue:44779", "issue:45310|issue:45478", - "issue:26413|issue:31501", "issue:43606|issue:44857", "issue:28218|issue:32090", "issue:45459|issue:46234", - "issue:43701|issue:45083", "issue:39692|issue:44493", + "issue:43701|issue:45083", "issue:44617|issue:46697" ], - "prepared_review_unit_hash": "2e5bcc17c51512fd970d872e7bf1827040476f362e04568647b60efc04f1d74d", + "prepared_review_unit_hash": "f4771eee44c98543189d8be62cd516224a6bf6cd417c4bf53451c0a759bd188d", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36623, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft-edge pair is a true duplicate: the two Qwen3.5 MoE from_pretrained reports (45310/45478). The rest are conservative false matches across different bugs or code paths.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier report of the same Qwen3.5 MoE from_pretrained failure and can serve as the shared reference for the later near-duplicate issue:45478.", + "summary": "The cluster is mostly heterogeneous with several unrelated issue pairs. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained issues; the rest should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45310 is the cleanest canonical issue because it is the earlier of the exact duplicate pair and captures the same Qwen3.5 MoE from_pretrained failure as 45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue overall since it is the earliest and clearest representative of the only confirmed duplicate pair, so it is the most suitable consolidation target.", + "best_issue_reason": "Issue 45310 is the best global issue anchor: it is a true duplicate target, has a precise title, and is the only pair in this set that clearly represents the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43611", - "right": "issue:43931", - "accept": false, - "reason": "Both are model-loading failures, but they describe different failure modes and models; not the same bug." - }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different problems: Pegasus output mismatch vs Qwen recurrent state reset in cache handling." + "reason": "Different problems: Pegasus output parity vs Qwen3 recurrent-state reset in a modular file; no shared concrete bug path." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Unrelated model/config bugs in different components; no shared concrete code path." + "reason": "Different models and failures: SwitchTransformers config construction vs Beit pretrained loading with a legacy field." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import-related, but the causes and platforms differ: flash_attn KeyError on Python 3.13 vs Windows/ROCm torch.distributed dependency issues." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import/torchscript parsing error vs qwen3_omni_moe helper length behavior." + "reason": "Unrelated bugs: Python 3.13 IndentationError in DebertaV2 import vs qwen3_omni_moe helper length behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Training/eval dtype drift is unrelated to a pipeline error message regression." + "reason": "Different symptoms and subsystems: embedding dtype drift during eval vs pipeline translation warning messaging." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different models and different bugs; only broad subsystem overlap." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different models and code paths: SwitchTransformers config vs D-FINE auxiliary-loss handling." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error clarity and Trainer NoneType broadcast are different issues." + "reason": "Different error domains: LayoutLMv3 box validation messaging vs Trainer/_gpu_broadcast_one NoneType handling." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different model/config bug vs CI device-override test failure." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "Packed-weight loading failure is not the same as a stale CI test." + "reason": "No shared bug: SwitchTransformers sparse layer creation vs GraniteSpeech stale device override CI failure." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both touch apply_chat_template, but one is a batch-padding crash and the other is incorrect assistant masks." + "reason": "Both involve chat templates, but one is a batched padding=False crash and the other is incorrect assistant_masks for multimodal inputs; not the same concrete bug." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Flash attention None aux handling and CPU-offload rotary embedding incompatibility are separate code paths." + "reason": "Different CI/runtime failures: unpacking packed BitNet weights during accelerate loading vs GraniteSpeech device override test staleness." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Tool-call/no-content crash is distinct from continue_final_message behavior with mistral_common tokenizers." + "reason": "Both touch chat templating, but one crashes on tool-call assistant messages with no content while the other is a mistral_common continue_final_message tokenizer bug." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different failures in different places: flash_attention integration s_aux=None crash vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path trailing-slash warning and GLM-4.7-Flash model loading are unrelated." + "reason": "Both are loading-related, but one is a path-with-trailing-slash import warning and the other is a GLM-4.7-Flash unit-test loading failure." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Missing flash-support helper and missing HybridCache export are different import regressions." + "reason": "Both are import errors, but they involve different missing symbols and modules: _flash_supports_window_size vs HybridCache." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model-loading breakage for Llama 3.2 Vision is unrelated to embedding reinitialization after resize." + "reason": "Different model-loading issues: Llama 3.2 Vision breakage vs embedding reinitialization after resize when tie_word_embedding is False." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse and the 2^24 category limit are unrelated bugs." + "reason": "Unrelated: LoRA merge collapse with extended vocab vs category-count limit RuntimeError." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Missing chat template on a processor and meta-device weights with device_map='auto' are different failures." + "reason": "Different bugs: DAC from_latents mismatch due to missing STE vs unexpected key with position id across many models." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "DAC latent mismatch and unexpected position-id keys are unrelated." + "reason": "Different subsystems and symptoms: missing chat template on a processor vs DiffusionGemma weights staying on meta with device_map=auto." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 doc/example issues and BeitImageProcessorFast label reduction bug are different problems." + "reason": "Docs/example errors for SigLIP2 are unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure is unrelated to FineWeb SLM training not starting." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different output on a summarization model vs tokenizer regression in Deepseek; not the same change." + "reason": "Both mention output discrepancies, but they affect different models/tokenizers and are not the same underlying bug." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title, same reported Qwen3.5 MoE from_pretrained error, and the later issue is a near-duplicate of the same bug." - }, - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Checkpoint resume iterator failure and FineWeb training not starting do not match the same root cause." + "reason": "Exact duplicate: same title, same Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU-offload device mismatch in bark-small is distinct from LwDetrImageLoss AMP/CUDA crashing." + "reason": "Different failures: CPU offload device mismatch in bark-small CI vs LwDetrImageLoss float16 AMP CUDA crash." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to the Trainer NoneType broadcast error." + "reason": "Tokenizer added-space behavior is unrelated to Trainer NoneType broadcast errors." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking and a missing availability helper are unrelated." + "reason": "Different import-utils issues: protobuf decode-error masking tokenizer errors vs missing is_falcon_mamba_ssm_available helper." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "SigLIP2 example/documentation failures are unrelated to widespread position-id key warnings." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Doc/example model-processor mismatch is unrelated to position-id key warnings." + "reason": "Resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR are not the same bug." + "reason": "Different image/video model issues: Sam3Video CUDA OOM vs Swin2SR over-padding when size_divisor already matches." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the duplicate call on 45310/45478 is plausible, but the canonical/best-issue rationale overstates the packet. Both issues are shown as closed, so calling 45310 the \"primary open report\" or \"clearest live tracker\" is not grounded. The rest of the soft-edge rejections are generally conservative, but this factual error is enough to fail precision." + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted duplicate pair is clearly supported by the packet: issue:45310 and issue:45478 have identical titles and matching Qwen3.5 MoE from_pretrained failure descriptions. The other soft-edge rejections are stated cautiously and do not overclaim shared root causes." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9906,7 +9874,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 32, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -9916,7 +9884,6 @@ "nodes": [ "issue:10000", "issue:15354", - "issue:25251", "issue:27957", "issue:29870", "issue:29942", @@ -9938,10 +9905,10 @@ "issue:43575", "issue:43873", "issue:43927", + "issue:43976", "issue:44206", "issue:44360", "issue:44448", - "issue:44466", "issue:44493", "issue:44561", "issue:44779", @@ -9953,6 +9920,7 @@ "issue:45229", "issue:45290", "issue:45381", + "issue:45440", "issue:45588", "issue:45698", "issue:45823", @@ -9967,249 +9935,235 @@ "issue:44206|issue:45823", "issue:32090|issue:33357", "issue:42490|issue:43575", - "issue:44857|issue:45072", "issue:43550|issue:45083", + "issue:44857|issue:45072", "issue:44360|issue:44561", "issue:29942|issue:35141", - "issue:27957|issue:34689", "issue:38175|issue:44493", + "issue:27957|issue:34689", "issue:43278|issue:43329", - "issue:29870|issue:32090", "issue:45920|issue:46192", + "issue:29870|issue:32090", "issue:44448|issue:44977", "issue:45290|issue:45381", "issue:10000|issue:15354", "issue:44977|issue:45229", "issue:43927|issue:45698", + "issue:40444|issue:43526", "issue:44855|issue:46399", "issue:43278|issue:43381", "issue:29870|issue:33290", - "issue:40444|issue:43526", "issue:45290|issue:46655", "issue:44857|issue:45588", "issue:32090|issue:33290", "issue:37428|issue:42175", - "issue:46421|issue:46858", "issue:44561|issue:44779", + "issue:46421|issue:46858", "issue:43873|issue:45229", - "issue:42490|issue:43873", - "issue:44448|issue:44466", - "issue:25251|issue:32090" + "issue:43976|issue:45440" ], - "prepared_review_unit_hash": "89ee10672877a69d9791d6206084616bef6f9f8ca8ea7790402e292882bf6146", + "prepared_review_unit_hash": "542a9ba9ceaa8a8c4fd28f30c49674f9790c0e36a45206df7d54e2440bd1a9a0", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37237, - "estimated_input_tokens": 9310, - "estimated_eval_tokens": 18876 + "soft_pair_count": 29, + "serialized_chars": 36551, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated bugs in generation, tokenization, loading, Flash Attention, dtype/device handling, and training. None of the soft pairs look like the same underlying issue, so no duplicate consolidation is justified.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this cluster; the issues are thematically broad but describe different failures and code paths.", + "summary": "The set is highly heterogeneous: most candidate pairs are unrelated bug reports from different subsystems and should not be merged as duplicates. If a single issue must act as a cluster anchor, the broad tokenizer regression report is the strongest general triage candidate, but it does not actually subsume the rest.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45920 is the broadest high-signal regression in the set, with multiple affected models and inbound references, so it is the best general anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate stands out because the cluster is not a duplicate set and lacks one representative underlying bug.", + "best_issue_reason": "issue:45920 has the widest impact and clearest regression framing, making it the most suitable standalone issue to keep visible in this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Both mention model/input handling, but one is a LasrFeatureExtractor crash and the other is a Gemma4 device-mismatch during forward; different bugs and fixes." + "reason": "Different failures in different code paths: LasrFeatureExtractor argument handling vs Gemma4 PLE device placement." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "NoneType GPU broadcast in Trainer vs MacOS bus error on a community CLIP model; different subsystems and failure modes." + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are unrelated symptoms and subsystems." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning on trailing slash vs OOM when loading a huge Qwen model with tensor parallelism; not the same bug." + "reason": "Local path import warning and tensor-parallel OOM on Qwen2.5 are not the same bug." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "AMP/CUDA loss crash in LwDetrImageLoss vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; distinct code paths." + "reason": "torch.compile/SDPA issue in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA failure for Bamba-9B-v2 vs helper-length calculation behavior in qwen3_omni_moe; unrelated issues." + "reason": "AMP/CUDA crash in LwDetr loss and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different problems." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer activation-function complaint vs removal of is_torch_fx_available breaking trust_remote_code models; no shared underlying defect." + "reason": "DSA indexer ReLU discussion and trust_remote_code breakage from API removal are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures vs token-embedding resize reinitializing output embeddings; different components and fixes." + "reason": "Flash Attention test failures and post_init embedding reinitialization are separate model-loading/training issues." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support vs Llama 3.2 90B Vision model-loading regression; not the same concrete problem." + "reason": "Siglip2 zero probabilities and unexpected key/position-id warnings are not the same underlying defect." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs unexpected position-id keys in many models; distinct symptoms and likely causes." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are distinct." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 embedding dtype regression during eval vs undefined video-branch variables in multimodal token counting; unrelated." + "reason": "BF16-to-FP32 evaluation dtype change is unrelated to undefined video-token helper variables." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "BART generate decoder_attention_mask bug vs Trainer gpu_broadcast NoneType error; different call sites and failure mechanisms." + "reason": "Both involve tokenizer APIs, but one is wrong token IDs across models while the other is a return_tensors keyword handling bug; not the same concrete issue." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "AutoTokenizer producing wrong token IDs vs return_tensors being ignored when text_kwargs is passed; both tokenizer-related but not the same bug." + "reason": "BART generate() decoder_attention_mask bug and trainer broadcast NoneType error are unrelated." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output difference vs Qwen3.5 flash-attention generation failure; different models and code paths." + "reason": "Pegasus v4/v5 output difference and Qwen3.5 flash-attention generation failure are different model-specific regressions." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "apply_chat_template crash with tool-call assistant messages vs Qwen2.5-VL video vision_position_ids bug; both multimodal but distinct failures." + "reason": "Chat template/tool-call crash and Qwen2.5-VL video position-id bug are unrelated multimodal issues." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue vs torch.jit.script GeneratorExp unsupported for ViT export; unrelated historical issues." + "reason": "German DistilBert issue and torch.jit GeneratorExp limitation on ViT export are unrelated." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug in Qwen3.5 vs multi-GPU CUDA OOM for Gemma4; not mergeable into one fix." + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different failure modes." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "DiaConfig losing custom token IDs on save/load vs wrong custom module loaded after save_pretrained; both serialization-related but different objects and bugs." + "reason": "Custom token IDs lost after save/load and wrong custom module loaded after save_pretrained are related to persistence, but they are different concrete bugs." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset failure and BeitImageProcessorFast reduce_labels bug do not share the same code path." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 indentation/JIT parsing failure in DebertaV2Model vs missing decorator causing Qwen3.5 kernel registration error; separate root causes." + "reason": "Python 3.13 torch.jit parsing/import error and missing-decorator crash in Qwen3.5 kernels are separate issues." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype regression during eval vs gradient checkpointing disallowed in eval mode; different behaviors." + "reason": "Evaluation dtype mismatch and gradient checkpointing being disabled in eval mode are unrelated." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "generate() decoder_attention_mask bug vs Adafactor+DeepSpeed OOM; one is correctness, the other memory usage." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Qwen2.5-VL iterable dataset with multiple images failing vs BeitImageProcessorFast reduce_labels returning one label; different multimodal/preprocessing issues." + "reason": "Generate-time decoder mask bug and deepspeed Adafactor OOM are unrelated." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat template crash on tool-call messages vs wrong padding calculation in video processor; different layers of the stack." + "reason": "Chat-template tool-call crash and SmolVLM video padding bug are different multimodal failures." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss fp16 crash vs flash_attention.py AttributeError on s_aux=None; separate bugs in different modules." + "reason": "Float16 AMP loss crash and flash_attention s_aux=None AttributeError are not the same bug." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer gpu_broadcast NoneType error vs deepspeed Adafactor OOM; not the same underlying problem." + "reason": "Trainer broadcast NoneType and deepspeed Adafactor OOM are unrelated." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing _flash_supports_window_size import vs TensorFlow not included in torch-only install; unrelated packaging/API issues." - }, - { - "left": "issue:46421", - "right": "issue:46858", - "accept": false, - "reason": "Cache lazy initialization causing recompilation vs seq_length returning a device tensor and breaking arithmetic; both cache-related but different bugs." + "reason": "Flash-attention utility import error and missing TensorFlow backend in a torch install are not duplicates." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available breaking remote-code models vs DeepSeek tokenizer regression in v5; different functionality and fixes." - }, - { - "left": "issue:43873", - "right": "issue:45229", - "accept": false, - "reason": "Quantization/offloading not working as expected vs Gemma4 multi-GPU CUDA OOM; shared memory theme only, not the same bug." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer regression are different v5 regressions." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Trailing-slash local-model import warning vs quantization offloading behavior; unrelated issues." + "reason": "Both concern cache/compile behavior, but one is spurious recompilation on chunked prefill while the other is a device-tensor seq-length arithmetic bug; not the same fix." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Pegasus output divergence across versions vs inconsistent lm_head.weight serialization depending on device; different model behaviors and code paths." + "reason": "Quantization offloading bug and Gemma4 multi-GPU OOM are distinct memory-management issues." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "pipeline top_k changing output shape vs Trainer NoneType GPU broadcast error; no common underlying defect." + "reason": "Python version compatibility regression and DeepseekV3MoE divergence from remote implementation are unrelated." } ] }, @@ -10225,7 +10179,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 33, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -10233,44 +10187,44 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "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:43412", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", - "issue:43976", - "issue:43994", + "issue:43873", "issue:44186", "issue:44206", "issue:44265", "issue:44361", "issue:44442", - "issue:44479", + "issue:44448", + "issue:44466", + "issue:44479", "issue:44568", "issue:44743", "issue:44871", "issue:44977", "issue:45198", "issue:45229", - "issue:45245", "issue:45372", "issue:45406", - "issue:45412", "issue:45440", "issue:45459", "issue:45491", @@ -10283,15 +10237,17 @@ "issue:46693" ], "soft_pairs": [ - "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:25251|issue:32090", "issue:44568|issue:45491", "issue:44871|issue:44977", - "issue:45588|issue:45823", "issue:41720|issue:45229", "issue:29127|issue:34567", + "issue:45588|issue:45823", + "issue:33357|issue:39692", "issue:43381|issue:43701", "issue:43278|issue:43575", - "issue:33357|issue:39692", "issue:44977|issue:45563", "issue:45198|issue:45803", "issue:44186|issue:45198", @@ -10302,240 +10258,210 @@ "issue:45372|issue:45588", "issue:43756|issue:45440", "issue:42915|issue:42994", - "issue:29942|issue:30064", "issue:44206|issue:44479", + "issue:29942|issue:30064", "issue:43653|issue:44442", - "issue:45372|issue:45406", "issue:45459|issue:45712", - "issue:45491|issue:46693", "issue:44265|issue:45198", - "issue:43412|issue:45588", - "issue:43065|issue:43994", - "issue:29127|issue:33357", - "issue:45245|issue:45563", - "issue:43065|issue:45412", - "issue:43575|issue:43701" + "issue:45491|issue:46693", + "issue:45372|issue:45406" ], - "prepared_review_unit_hash": "b2c3b36edc6a4c879816c3cbf85dbad4dd6fc883b8e656fd0934e2ffbe9e126b", + "prepared_review_unit_hash": "c2f0156410065a23f22ee0fdf0e05e0860a182f0573939a77536ec9c640a38b0", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37412, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "soft_pair_count": 28, + "serialized_chars": 36373, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated bugs in tokenizers, generation, model loading, quantization, device mapping, and documentation. None of the soft pairs look like the same underlying issue, so all are rejected.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This is a heterogeneous set of closed/open issue reports rather than a tight duplicate cluster. The soft pairs are mostly near-misses across different models, symptoms, or code paths; none looks like the same underlying bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the broadest, most active, and most generally framed report in the set (quantization/offloading behavior), while most other items are narrow, unrelated regressions or documentation/example failures.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is open, discussion-heavy, and describes a reusable underlying product bug rather than a one-off model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Different failure classes: a Python version compatibility break vs a DeepSeek implementation divergence." + "reason": "Both are v5 regressions, but one is output parity and the other is tied-weight serialization; different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading behavior are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one TypeError are different code paths." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings in mixed-length batching." + "reason": "Tokenizer special-token handling and GPU NaNs from sliding-window attention are unrelated failures." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS token config mismatch is distinct from a flash-attention generation bug." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "Different code paths: flash_attention integration crash vs Gemma4 PLE device placement mismatch." + "reason": "Gemma eos_token_id mismatch vs Qwen3.5 flash-attention generation; different models and symptoms." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are inference failures, but one is a CUDA assert during auto device mapping and the other is multi-GPU OOM." + "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are separate runtime issues." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging is unrelated to TrainerState token-count tracking." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs/example errors are not the same bug." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing incompatibility is separate from checkpoint resume key mismatch." + "reason": "Eval-mode gradient checkpointing and resume checkpoint key mismatch are different issues." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM on a large Qwen model." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS bus error on CLIP loading is not the same bug as SigLIP2 documentation example errors." + "reason": "Embedding dtype drift in evaluate and tensor-parallel OOM are unrelated." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Generation malfunction with flash-attention is distinct from a stale warning in paged generate()." + "reason": "Flash-attention generation regression and stale warning text are different bug classes." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures do not match a bare-except bug in Fuyu tensor conversion." + "reason": "Wav2Vec2 save/tokenization failure and a bare-except error swallowing bug in Fuyu are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different models and symptoms: LayoutLMv2 tokenizer crashes vs Wav2Vec2 save/tokenization failures." + "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization fail involve different components." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke task-time AttributeError is unrelated to Wav2Vec2 save/tokenization behavior." + "reason": "MLukeTokenizer AttributeError is unrelated to the Wav2Vec2 failure." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base-model-prefix loading breakage is not the same as rope-parameter list handling." + "reason": "base_model_prefix loading regression and rope-validation list handling are distinct code paths." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen recurrent state reset are unrelated." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate() UnboundLocalError differs from a Llama 3.2 Vision loading regression." + "reason": "BART generate() decoder mask bug and Llama 3.2 Vision loading breakage are different model-specific problems." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure is a different bug than sink-less flash_attention None handling." + "reason": "Gemma4 processor import dependency failure and flash_attention s_aux crash are separate issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer truncation is a different model behavior than DeepSeekV3MoE divergence." + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are unrelated model implementations." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config model failure and quantized model saving failure are distinct quantization issues." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing." + "reason": "FP8 config failure during load and quantized model saving failure are different stages of quantization." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is not the same as the Qwen video-input regression." + "reason": "Unsupported center arg in an extractor and Qwen video-input regression are unrelated." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "BigBirdTokenizer empty decode issue is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Gemma4 processor import error and missing _tokenizer on Gemma4Processor are different failure points." + "reason": "BigBird tokenizer special-token bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking with missing protobuf is unrelated to leftover dummy class cleanup." - }, - { - "left": "issue:45491", - "right": "issue:46693", - "accept": false, - "reason": "NaN embeddings in Gemma3 are a correctness bug, not the same as a performance regression in FA2 long-context generation." + "reason": "Hidden tokenizer errors from protobuf handling and leftover dummy classes are not the same bug." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures from torch_compilable_check are unrelated to Wav2Vec2 save/tokenization bugs." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export guard/erfinv support problems do not match the flash_attention sink-less-model crash." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 box-information errors are not the same as the CLIP MacOS bus error." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-count overflow is unrelated to the stale num_return_sequences warning." + "reason": "torch.export compatibility and Wav2Vec2 save/tokenization failures are different problems." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "A dummy convolution placeholder is unrelated to RT-DETR memory not being released." + "reason": "Gemma3 NaN embeddings and FA2 long-context performance regression are related only loosely by attention, not the same bug." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are different problems." + "reason": "Gemma4 processor import failure and serve-side missing _tokenizer attribute are different concrete issues." } ] }, @@ -10551,7 +10477,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 34, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -10562,45 +10488,45 @@ "issue:27957", "issue:29127", "issue:33290", + "issue:33357", "issue:34689", "issue:35141", "issue:42490", "issue:42915", + "issue:43065", "issue:43066", "issue:43334", "issue:43381", + "issue:43412", "issue:43421", "issue:43526", "issue:43531", "issue:43575", - "issue:43646", - "issue:43761", + "issue:43701", "issue:43824", "issue:43873", "issue:43931", "issue:43994", - "issue:44077", "issue:44186", "issue:44279", "issue:44387", "issue:44442", "issue:44462", "issue:44464", - "issue:44514", "issue:45072", + "issue:45245", "issue:45250", "issue:45372", - "issue:45381", "issue:45412", "issue:45440", "issue:45459", "issue:45491", + "issue:45563", "issue:45584", "issue:45588", "issue:45593", "issue:45600", "issue:45834", - "issue:45859", "issue:46121", "issue:46369", "issue:46399", @@ -10608,238 +10534,259 @@ "issue:46693" ], "soft_pairs": [ + "issue:43065|issue:43994", + "issue:43412|issue:45588", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:45245|issue:45563", "issue:45440|issue:45593", + "issue:43575|issue:43701", "issue:42490|issue:43381", - "issue:29127|issue:35141", - "issue:43066|issue:44462", "issue:45372|issue:45459", + "issue:29127|issue:35141", "issue:43421|issue:45491", + "issue:43066|issue:44462", "issue:43994|issue:45412", - "issue:43575|issue:44387", "issue:45412|issue:46369", + "issue:43575|issue:44387", "issue:44442|issue:45072", + "issue:43526|issue:45834", "issue:44464|issue:45584", "issue:42915|issue:43931", - "issue:43526|issue:45834", - "issue:43824|issue:44279", "issue:43526|issue:46693", - "issue:27957|issue:29127", "issue:43994|issue:46369", + "issue:43824|issue:44279", + "issue:27957|issue:29127", "issue:27957|issue:33290", "issue:43526|issue:44186", "issue:33290|issue:34689", "issue:33290|issue:35141", "issue:46121|issue:46399", - "issue:43334|issue:43531", "issue:45250|issue:46640", + "issue:43334|issue:43531", "issue:43381|issue:43873", - "issue:45588|issue:45600", - "issue:43761|issue:45859", - "issue:43646|issue:44077", - "issue:44514|issue:45381" + "issue:45588|issue:45600" ], - "prepared_review_unit_hash": "1262e30054e7228d92dd2a55bc391ea83a9ca6efb203fc57a08b34b4cbe01e49", + "prepared_review_unit_hash": "de15c49489a91877015b6d37c798cb7627e6da4b8bf1ec0f9c670bce5fdfa25b", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35674, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "soft_pair_count": 32, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are largely unrelated and should all be rejected as duplicates. If a representative issue is needed, #43873 is the strongest anchor because it is open, broad, and has the most inbound references/discussion.", - "confidence": 0.42, - "canonical_issue_reason": "#43873 is the most broadly referenced and actively discussed open issue in the set, so it is the best representative anchor if one must be chosen.", + "summary": "The set is highly heterogeneous: most pairs share only broad Transformer/modeling vocabulary, not the same underlying bug or change. No PRs are present. The only loose thematic overlap is a small Flash Attention 2 subgroup, but even there the titles point to different problems.", + "confidence": 0.95, + "canonical_issue_reason": "If a single issue must be chosen, issue:46640 is the broadest Flash Attention 2-related umbrella, but the collection is too mixed for it to be a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the strongest issue candidate overall: open, high discussion/inbound references, and framed as a broader regression rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:46640 is the most umbrella-like issue in the set, but it only fits a narrow Flash Attention 2 theme and does not represent the majority of items well.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Different model families and different failure modes: DeepseekV3MoE divergence vs D-FINE auxiliary loss behavior." + "reason": "Different problems: Sam3PixelDecoder dummy Conv2d vs SigLIP2 bad outputs on AutoModel/pipeline." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode error are unrelated bugs." + "reason": "Different failure modes and components: executorch export guard/erfinv vs flash_attention s_aux=None crash." }, { "left": "issue:29127", - "right": "issue:35141", + "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and embedding reinitialization on resize are separate code paths." + "reason": "Unrelated: LayoutLMv3 box validation message clarity vs CLIP model bus error on macOS." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is not the same as RT-DETR memory not being released." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Different bugs: category-limit RuntimeError vs stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and behavior: DeepseekV3MoE divergence vs D-FINE auxiliary losses disabled." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM while loading Qwen2-57B with tensor parallelism is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Both touch tokenizer loading, but one is a decoder-type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json; not the same bug." + "reason": "Local-path import warning has nothing to do with gradient checkpointing in eval mode." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma processor import failure due to mistral_common differs from hidden tokenizer errors when protobuf is missing." + "reason": "Different tokenizer/import issues: mistral_common ReasoningEffort import vs protobuf decode-error handling." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity is unrelated to token embedding resize reinitialization behavior." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor updates and Gemma3 sliding-window NaNs are unrelated." + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 sliding-window NaN embeddings." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory release issues are different problems." + "reason": "Both mention tokenizer behavior, but one is wrong decoder type in v5 and the other ignores tokenizer.json; distinct issues." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Both involve OOMs, but one is tensor-parallel model loading and the other is int4 quantization memory regression." + "reason": "SigLIP2 output quality and RT-DETR memory release are unrelated." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Memory leak on deletion and memory overflow during SAM3 LiteText call are not the same underlying issue." + "reason": "Both are memory-related at a high level, but one is GC/leak behavior in RT-DETR and the other is SAM3 LiteText memory overflow." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model load and the other is int4 quantization reserved-memory regression." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bf16 dtype mismatch in inference are unrelated." + "reason": "FastSpeech2 tokenizer loading failure is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is not the same as Kosmos2.5 long-OCR index error." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward generation inconsistency and Whisper empty-transcription failure after special-token alignment are different code paths." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL shape mismatch are separate model-loading bugs." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch on load." }, { "left": "issue:43526", - "right": "issue:45834", + "right": "issue:46693", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR long-input index error are not the same defect." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to FA2 long-context performance regression." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Missing Qwen2_5_VL import and a generic dependency issue are too vague/different to merge." + "reason": "SigLIP2 pipeline output issue and SAM3 LiteText memory overflow are different model bugs." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Label reduction in an image processor and FA2 long-context performance regression are unrelated." + "reason": "Missing Qwen2.5 VL import and generic dependency issue are not the same underlying problem." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and LayoutLMv3 box-validation messaging are unrelated." - }, - { - "left": "issue:43994", - "right": "issue:46369", - "accept": false, - "reason": "SigLIP2 inference outputs and SAM3 LiteText memory overflow are different issues." + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Adafactor OOM under DeepSpeed." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer/processor bugs." + "reason": "BeitImageProcessorFast reduce_labels bug does not match LayoutLMv2Tokenizer NER/padding crashes." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor OOM in DeepSpeed and Llama 3.2 Vision loading breakage are unrelated." + "reason": "Adafactor OOM in DeepSpeed is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM during optimizer use and embedding reinitialization after resize are not the same problem." + "reason": "Optimizer OOM and token-embedding reinitialization are different code paths and failures." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-parameter validation TypeError and missing decorator registration for apply_rotary_pos_emb are different rope-related failures." + "reason": "RoPE validation TypeError with a JSON-loaded list is unrelated to the Qwen3.5 missing-decorator registration error." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Qwen3-VL pad_token_id import failure and Qwen3-MoE sliding_window behavior are distinct issues." + "reason": "Both mention Flash Attention 2, but one is a generic topic and the other is a specific issue title; insufficient evidence of the same bug/change." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Both mention Flash Attention 2, but the titles are too generic and provide no evidence of the same concrete bug." + "reason": "Qwen3-VL pad_token_id import failure is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate training/runtime behaviors." + "reason": "Gradient checkpointing in eval mode is unrelated to offloading not working with quantization." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention sinkless-model crash and auto_mappings CI breakage are unrelated." - }, - { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different model-specific bugs." - }, - { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "Custom model initialization breakage in Transformers 5.0 and patchtsmixer's post_init policy are not the same underlying issue." - }, - { - "left": "issue:44514", - "right": "issue:45381", - "accept": false, - "reason": "Qwen2.5-VL batched chat-template crash and video position-id bug are related only by model family, not the same code-path problem." + "reason": "Flash attention crash on s_aux=None is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." } ] }, @@ -10855,7 +10802,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 35, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -10867,13 +10814,12 @@ "issue:29870", "issue:42175", "issue:42490", - "issue:43232", "issue:43262", "issue:43316", - "issue:43388", "issue:43493", "issue:43525", "issue:43643", + "issue:43646", "issue:43720", "issue:43749", "issue:43761", @@ -10889,6 +10835,7 @@ "issue:44442", "issue:44479", "issue:44496", + "issue:44514", "issue:44743", "issue:44811", "issue:44855", @@ -10902,235 +10849,242 @@ "issue:45216", "issue:45245", "issue:45325", + "issue:45381", "issue:45440", "issue:45759", "issue:45803", + "issue:45859", "issue:45907", "issue:46178", "issue:46234", - "issue:46697", - "issue:46829", - "issue:46932" + "issue:46697" ], "soft_pairs": [ + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44514|issue:45381", "issue:44977|issue:45245", "issue:44743|issue:44811", "issue:44442|issue:44898", "issue:43262|issue:44206", - "issue:42490|issue:44743", "issue:45003|issue:45440", + "issue:42490|issue:44743", "issue:43720|issue:44442", "issue:42175|issue:46234", "issue:43493|issue:43827", "issue:44077|issue:44479", - "issue:27957|issue:29870", "issue:44062|issue:45907", + "issue:27957|issue:29870", "issue:43316|issue:43525", "issue:45325|issue:46697", "issue:43873|issue:44871", - "issue:44855|issue:45137", "issue:43749|issue:43931", + "issue:44855|issue:45137", "issue:43643|issue:44913", "issue:43316|issue:45759", "issue:44190|issue:44496", "issue:44442|issue:45803", "issue:43761|issue:44188", "issue:43761|issue:44079", - "issue:44987|issue:46178", "issue:43931|issue:45216", - "issue:43232|issue:43388", - "issue:46829|issue:46932" + "issue:44987|issue:46178" ], - "prepared_review_unit_hash": "8345dc218082e15e323ddae14fbb7b7bfbd615b30a2321055f4d0f5c675f2588", + "prepared_review_unit_hash": "03565fd4918ed68c941265a1f79b63511beb2252a9f0cb17f74538ea1b3ec845", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36183, - "estimated_input_tokens": 9046, - "estimated_eval_tokens": 18348 + "soft_pair_count": 28, + "serialized_chars": 36376, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a collection of largely unrelated issue reports across many different models and subsystems; none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "All soft edges should be rejected: the pairs only share broad model/family or loader/config themes, but each points to a different concrete bug or fix path.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue emerges here; the candidate pairs span unrelated regressions, config mismatches, loader bugs, docs issues, and model-specific behavior changes.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue is appropriate because there is no coherent duplicate cluster to anchor a canonical triage target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Different problems: AutoConfig remote-code field loss vs patchtsmixer post_init policy; only both are config-related." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated model paths: CLIPVision hidden_states regression vs Qwen rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but one is batched chat-template padding and the other is video position-id scaling." + }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Different failures in different areas: Qwen3.5 flash-attn generation vs a categories cardinality runtime error." + "reason": "Flash-attention generation bug is unrelated to the category-count runtime error." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Unrelated subsystems: Qwen recurrent cache state reset vs Whisper batch_decode skip_special_tokens handling." + "reason": "Different components and symptoms: recurrent cache reset vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure for FastSpeech2Conformer is unrelated to Perceiver image-classification interpolation/padding behavior." + "reason": "Tokenizer loading failure and Perceiver image-size interpolation failure are distinct bugs." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is not the same bug as LastFeatureExtractor passing an unsupported center arg." + "reason": "Audio chat-template sampling-rate defaulting and LASR feature-extractor center-arg crash are separate issues." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Local-path import warning and Qwen recurrent-state reset are different code paths and symptoms." + "reason": "sys.modules access safety and DeepSeekV3MoE divergence are unrelated code paths." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Both mention modeling code, but one is unsafe sys.modules access and the other is DeepseekV3MoE behavior divergence." + "reason": "Local-path import warning is unrelated to recurrent-state cache reset behavior." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading packed-weight bug is unrelated to tokenizer loading for FastSpeech2Conformer." + "reason": "BitNet packed-weight loading and tokenizer startup failure do not describe the same bug." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Package/backend availability issues, but for different backends and different missing functionality." + "reason": "Packaging backend omission for tensorflow vs missing import_utils symbol; different dependency problems." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline() APIs." + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Different models and bugs: PatchTSMixer post_init policy vs Qwen video-input regression." + "reason": "patchtsmixer post_init validation is unrelated to the Qwen video-input regression." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "XLMRoberta flash-attention support and BART decoder_attention_mask generation error are unrelated." + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are different API bugs." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "AddedToken special-argument conflict is unrelated to list_repo_files failing to forward revision." + "reason": "XLMRoberta Flash Attention 2 support and BART decoder_attention_mask assignment error are distinct generation/model bugs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but they concern different models and different missing/incorrect fields." + "reason": "Both involve config objects, but one is a Gemma3TextConfig API discrepancy and the other is a missing pad_token_id attribute." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are distinct image/video preprocessing bugs." + "reason": "Qwen2.5-VL rope indexing bug and Swin2SR over-padding are unrelated preprocessing/model behaviors." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id configuration mismatch." + "reason": "Quantization/offloading bug and Gemma-3 eos_token_id config inconsistency do not match." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Python 3.13 decorator parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "FSDP CPU RAM efficient loading regression and Qwen3-VL weight-shape mismatch are different loading failures." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading problems." + "reason": "Python 3.13 JIT parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Remote-code config field loss and GPTNeoX rotary_pct reload reset are separate config serialization issues." + "reason": "Remote-code AutoConfig field loss and GPTNeoX rotary_pct reload reset are different serialization/config issues." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Different composite-config problems: Gemma3TextConfig API discrepancy vs AutoModelForCausalLM not unwrapping text_config for Qwen 3.5/3.6." + "reason": "Both concern composite configs, but one is a Gemma3TextConfig API mismatch and the other is AutoModelForCausalLM unwrapping text_config." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading in example script is unrelated to AutoConfig failing on a model without model_type." + "reason": "Dataset-loading script failure and unrecognized model/config error are unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure is unrelated to FuyuBatchFeature swallowing exceptions in tensor conversion." + "reason": "Tokenizer load failure and FuyuBatchFeature exception swallowing are different bugs." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under torch.compile are distinct model behaviors." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Hidden_states being None and ModelOutput key assignment with prior None are different output-handling bugs." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "Loading a specific model with transformers>=5.1.0 is unrelated to a missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "A vision-model forward regression is not the same as ModelOutput key assignment semantics." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen models, but one is a load-time shape mismatch and the other is a save_pretrained checkpoint regression." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are unrelated distributed-training bugs." + "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint output are different Qwen3.5 issues." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "VideoPrism output field mixup and Gemma4 quantized embedders dtype casting are unrelated model issues." + "reason": "Loading a specific model under transformers>=5.1.0 and tensorflow_text backend registration are unrelated." } ] }, @@ -11146,7 +11100,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 36, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -11162,8 +11116,10 @@ "issue:32090", "issue:42617", "issue:42907", + "issue:43232", "issue:43295", "issue:43316", + "issue:43388", "issue:43404", "issue:43441", "issue:43452", @@ -11171,7 +11127,6 @@ "issue:43575", "issue:43606", "issue:43646", - "issue:43650", "issue:43701", "issue:43716", "issue:43742", @@ -11182,7 +11137,6 @@ "issue:44464", "issue:44496", "issue:44534", - "issue:44610", "issue:44792", "issue:44871", "issue:44913", @@ -11192,20 +11146,22 @@ "issue:45803", "issue:46050", "issue:46170", - "issue:46202", "issue:46234", "issue:46291", "issue:46365", - "issue:46369", "issue:46421", "issue:46424", "issue:46506", "issue:46821", - "issue:46894" + "issue:46829", + "issue:46894", + "issue:46932" ], "soft_pairs": [ - "issue:43701|issue:46506", + "issue:43232|issue:43388", "issue:42907|issue:45698", + "issue:46829|issue:46932", + "issue:43701|issue:46506", "issue:42617|issue:43575", "issue:43550|issue:43701", "issue:43575|issue:43742", @@ -11227,208 +11183,206 @@ "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:43404|issue:43441", - "issue:45632|issue:46424", "issue:44242|issue:46894", - "issue:45803|issue:46170", - "issue:44610|issue:46369", - "issue:43650|issue:46202" + "issue:45632|issue:46424", + "issue:45803|issue:46170" ], - "prepared_review_unit_hash": "3d771bf70d637dd17ff9b8f344b658d6b5db8cec16d037e7d140220d30600d5f", + "prepared_review_unit_hash": "81b320b917517760bd2969e290402250fe74b1a5e975c2e4298afdbf10e56a5c", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35721, - "estimated_input_tokens": 8931, - "estimated_eval_tokens": 18118 + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; the soft-similarity pairs share broad themes (loading, cache, generation, model configs) but not the same concrete bug or change. No soft pair is a safe duplicate merge candidate.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45698 is the broadest and most active report here: it is open, has the most discussion/inbound references, and describes a concrete `from_pretrained`/`save_pretrained` custom-module loading failure that could serve as the cluster\u2019s representative loading bug.", + "summary": "The pairs are mostly loose topical matches rather than true duplicates; they point to different models, subsystems, or failure modes, so none should be merged as the same underlying bug/change.", + "confidence": 0.44, + "canonical_issue_reason": "Issue #45698 is the strongest canonical candidate: it is open, broadly scoped, has substantial discussion/inbound references, and describes a concrete save/load regression that is likely to attract duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest standalone issue for follow-up because it is specific, reproducible, and has the clearest user impact among the set.", + "best_issue_reason": "#45698 is the best representative issue because it is actionable, user-facing, and broad enough to serve as the umbrella for related custom-module load/save reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Different failures: checkpoint key mismatch vs CPU/CUDA result divergence." + "reason": "Different bugs: generation kwargs handling after sync_gpus vs metric gathering dropping tuple labels." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve saving/loading, but one is dequantized model save failure and the other is wrong custom module loaded after save/load." + "reason": "Unrelated failures: a 3d_parallel script runtime issue vs custom module mismatch after save_pretrained/from_pretrained." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different model families and symptoms: VideoPrism output field mix-up vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Parallel script startup failure and tensor-parallel OOM are distinct problems." + "reason": "Both involve large/distributed workloads, but one is a 3d_parallel script failure and the other is an OOM on Qwen2 loading." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile + SDPA bug is unrelated to resume-from-checkpoint key mismatch." + "reason": "torch.compile/SDPA instability is a different code path from resume_from_checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel load is not the same as a key error while loading a model." + "reason": "OOM on model parallel loading is not the same bug as a key error while loading MobileLLM-125M." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention support issue and Trainer broadcast TypeError are unrelated." + "reason": "Flash Attention support for XLMRoberta and a NoneType broadcast error in Trainer are distinct issues." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." + "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch on resume." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output-shape regression and missing PyTorch import are unrelated." + "reason": "Pipeline top_k output-shape change has nothing to do with missing PyTorch causing AutoModel import errors." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Both are import-time dependency issues, but one is a missing utility symbol and the other is a kernels version/revision requirement." + "reason": "One is a missing helper in import_utils; the other is an import failure from kernels' version/revision requirement." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression and misleading pipeline error messaging are different bugs." + "reason": "Custom code accessing processor.tokenizer is a different regression from an incorrect pipeline translation support message." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length behavior and missing `transformers.onnx` module are unrelated." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a transformers.onnx import error." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor API regression and eos_token_id config mismatch are not the same underlying issue." + "reason": "Processor/tokenizer access regression is unrelated to the Gemma-3 eos_token_id configuration mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Both involve special tokens, but one is a config inconsistency and the other is a Whisper empty-transcription generation failure." + "reason": "Gemma-3 eos_token_id inconsistency is a different problem from Whisper empty-transcription generation failure." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation inconsistency and cache lazy-init recompilation are related to compilation, but not the same bug." + "reason": "Both touch chunked generation/compiled paths, but one reports inconsistent outputs while the other reports spurious recompilation from cache lazy init." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "These are separate v5 issues: post_init policy vs non-persistent buffer initialization." + "reason": "Optional post_init allowance is not the same bug as non-persistent buffers being filled with junk in v5." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Config API discrepancy and image-preprocessor dtype mismatch are unrelated." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different model-specific issues." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Gemma3TextConfig API mismatch and TimesFM window_size AttributeError are different model-specific issues." + "reason": "A config API inconsistency is unrelated to TimesFM window_size raising AttributeError." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "eos_token_id mismatch is not the same as quantized model save/load breakage." + "reason": "Gemma-3 eos token config mismatch is distinct from sinq quantized save/load breakage." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload regression are distinct configuration problems." + "reason": "Custom model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "From-pretrained loader issues, but one is gguf handling and the other is missing model_type metadata." + "reason": "gguf_file loading issues are different from an unrecognized model/config model_type error." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in Fuyu preprocessing is unrelated to importing Trainer with datasets installed." + "reason": "A bare except in Fuyu tensor conversion is unrelated to importing Trainer until datasets is uninstalled." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 workflow breakage and Janus image-generation test failure are unrelated." + "reason": "ESM2 being broken and a janus image-generation test failure are different models and failure modes." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying bug and FlashAttention incompatibility in the Mistral/Ministral family are different code paths." - }, - { - "left": "issue:45632", - "right": "issue:46424", - "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length only applying to quantized cache." + "reason": "Weight-tying in Mistral3ForConditionalGeneration is a different bug from Ministral-3 FlashAttention failures." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Load-balancing loss omission and training-loss double-shift are not the same bug." - }, - { - "left": "issue:45803", - "right": "issue:46170", - "accept": false, - "reason": "Tensor conversion exception handling and Windows/ROCm distributed import failure are unrelated." + "reason": "Missing load-balancing loss and a CohereASR double-shift training loss bug are not the same underlying change." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Processor image-size mismatch and SAM memory overflow are different failures." + "reason": "Cache path collisions for trust_remote_code are unrelated to max_cache_length only applying to quantized cache." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "One issue contains no technical bug content; the other is a Gemma pipeline roundtrip failure." + "reason": "Swallowing exceptions in FuyuBatchFeature.convert_to_tensors is unrelated to Windows/ROCm torch.distributed import problems." } ] }, @@ -11444,7 +11398,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 37, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -11464,6 +11418,7 @@ "issue:43531", "issue:43540", "issue:43572", + "issue:43650", "issue:43673", "issue:43688", "issue:43761", @@ -11473,231 +11428,230 @@ "issue:44479", "issue:44514", "issue:44534", + "issue:44610", "issue:44617", "issue:44734", "issue:44743", "issue:44792", - "issue:44855", "issue:44869", "issue:44913", "issue:44964", "issue:44977", + "issue:45072", "issue:45127", "issue:45200", "issue:45245", "issue:45406", "issue:45542", - "issue:45588", "issue:45600", - "issue:45632", "issue:45698", - "issue:46082", "issue:46178", + "issue:46202", "issue:46234", - "issue:46617", + "issue:46369", "issue:46640", - "issue:46697", "issue:46832", - "issue:46858" + "issue:46858", + "issue:46932" ], "soft_pairs": [ + "issue:44610|issue:46369", + "issue:43650|issue:46202", "issue:43761|issue:44479", "issue:43504|issue:45698", "issue:43540|issue:44514", "issue:45542|issue:46234", "issue:43388|issue:43688", "issue:44792|issue:44977", - "issue:44792|issue:45600", "issue:43065|issue:44617", - "issue:43572|issue:46178", + "issue:44792|issue:45600", "issue:45127|issue:45200", - "issue:43673|issue:44743", + "issue:43572|issue:46178", "issue:43352|issue:46640", - "issue:44190|issue:44964", + "issue:43673|issue:44743", "issue:41950|issue:43475", + "issue:44190|issue:44964", "issue:44534|issue:44913", "issue:43525|issue:43531", "issue:44734|issue:45406", "issue:35141|issue:42490", - "issue:46082|issue:46697", - "issue:45632|issue:46617", - "issue:45245|issue:46858", "issue:43827|issue:43994", - "issue:44855|issue:45588", - "issue:44869|issue:46832" + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:45072|issue:46932" ], - "prepared_review_unit_hash": "ea7c6cf7dd2a6e93731466514538c94ca96a56e36ed57e83754f4f826b61970a", + "prepared_review_unit_hash": "befd21b1d1feee70cf219978893103981b803cd98fe687f03ede59e7bd6248c2", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 34531, - "estimated_input_tokens": 8633, - "estimated_eval_tokens": 17522 + "serialized_chars": 34321, + "estimated_input_tokens": 8581, + "estimated_eval_tokens": 17418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the issues span unrelated model families, config/loading regressions, processor/pipeline bugs, cache behavior, and training/runtime edge cases. I don\u2019t see any soft pair that clearly describes the same underlying bug or a PR that would merge into a single fix path.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue emerges; the cluster appears to be a noisy grouping of unrelated bugs. If a representative must be chosen, issue 45698 is the broadest/openest loading bug, but it does not subsume the others.", + "summary": "These issues span many unrelated subsystems and bug types; the suggested soft pairs are mostly keyword similarity rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue in this set is a strong global duplicate hub. Issue 45698 is the most broadly scoped and best-engaged open issue, but only as a weak representative, not as a true canonical duplicate target.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different failures: OmDet-Turbo input sizing vs SAM3 LiteText memory overflow; no shared code-path." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated content: a placeholder issue versus a Gemma tokenizer/pipeline roundtrip bug." + }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Both are video/vision-regression themed, but they affect different model stacks and failure modes; not the same concrete bug." + "reason": "Different models and regressions: CLIPVision hidden-states vs Qwen video-input behavior." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy pretrained preset loading for BEiT semantic segmentation is unrelated to custom-module loading after save_pretrained." + "reason": "Different issues: legacy config field loading for BEIT vs wrong custom module resolution after save/load." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3Omni video-input processing and Qwen2_5_VL chat-template batching are distinct code paths and symptoms." + "reason": "Both touch multimodal Qwen, but one is a video-input ValueError and the other is chat-template batching; different code paths." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "These are different backend/import-utils issues: tensorboard/TensorFlow detection vs a missing falcon-mamba availability helper." + "reason": "Different backend/import problems: TensorFlow backend detection vs missing import_utils helper." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "One is gather_for_metrics dropping tuple labels; the other is auxiliary-loss normalization. Different subsystems and fixes." + "reason": "Different training bugs: metric gathering label truncation vs auxiliary loss normalization." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation regression are unrelated model-specific problems." - }, - { - "left": "issue:44792", - "right": "issue:45600", - "accept": false, - "reason": "A failed janus test does not match an auto_mappings CI break from removed Sam3LiteText configs." + "reason": "Different model-specific problems: janus image-generation test vs Qwen3.5 flash-attention generation." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SAM3 video OOM are different issues, not one fixable code-path bug." + "reason": "Sam3PixelDecoder dummy layer concern is unrelated to Sam3Video OOM behavior." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and a backend-mapping error for tensorflow_text are unrelated configuration/import issues." + "reason": "Unrelated: janus test failure vs auto_mappings stale config references." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tie_word_embeddings=True is not the same as Gemma 4 mm_token_type_ids defaulting behavior." + "reason": "Both involve embeddings, but one is LoRA merge collapse and the other is missing multimodal token-type defaults." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Chunked prefill cache handling and Qwen3.5 recurrent-state reset are both cache-related but on different mechanisms and code paths." + "reason": "Separate configuration/import issues: StableLm pad token field vs tensorflow_text backend registration." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "NemotronH Flash Attention 2 unsupported error and a generic Flash Attention 2 issue are not concrete duplicates." + "reason": "Specific model unsupported Flash Attention 2 warning vs a generic flash-attention issue; not the same bug." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to loading the Phi-4 multimodal model." + "reason": "Both involve cache/state, but one is chunked prefill cache missing and the other is recurrent-state reset with seq_len>1." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor lookup and a missing fpn_position_embeddings attribute in SAM3 video are different bugs." + "reason": "Different pipeline/model bugs: processor selection for video-classification vs missing encoder output attribute." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading failures: local dataset script issue vs multimodal model load regression." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer corruption and GPTNeoX rotary_pct reload behavior are separate configuration/runtime problems." + "reason": "Unrelated config/runtime bugs: junk non-persistent buffers vs rotary_pct reloading behavior." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4 pad_token_id missing and Qwen3-MoE sliding_window behavior are unrelated config/model issues." + "reason": "Different model config bugs: missing pad_token_id vs sliding_window handling in Qwen3-MoE." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache continuation indexing and Gemma4Processor missing _tokenizer are distinct failures in different components." + "reason": "Different code paths: serve KV-cache indexing crash vs Gemma4 processor missing tokenizer attribute." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding resize/post_init reinitialization and path-with-trailing-slash import warnings do not share a bug mechanism." - }, - { - "left": "issue:46082", - "right": "issue:46697", - "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated model-configuration vs image-processing bugs." + "reason": "Different concerns entirely: embedding reinitialization vs local-path import warning." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Trust-remote-code cache collision by leaf directory name is not the same as FileNotFoundError when loading from cache." + "reason": "One is docs drift after pipeline removals; the other is a model correctness issue involving AutoModel/pipeline." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count limit and device-tensor seq_length arithmetic are completely different runtime failures." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical AutoModel/pipeline results are related only by pipelines broadly, not by the same bug." + "reason": "Different runtime bugs: category-cardinality error vs static-cache slice arithmetic on non-CUDA backends." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Python 3.13 indentation/parsing import failure and flash_attention.py crashing on s_aux=None are unrelated code paths." + "reason": "Distinct model failures: Whisper timestamp decode edge case vs RT-DETR feature-level mismatch." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Whisper timestamp decoding and RT-DETR feature-level indexing are different model-specific bugs." + "reason": "Different dtype issues in different model families; not the same concrete bug." } ] }, @@ -11713,7 +11667,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 38, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -11739,7 +11693,6 @@ "issue:44112", "issue:44190", "issue:44242", - "issue:44462", "issue:44464", "issue:44479", "issue:44610", @@ -11750,252 +11703,252 @@ "issue:44877", "issue:44913", "issue:44933", - "issue:45072", "issue:45127", "issue:45245", "issue:45276", - "issue:45290", "issue:45357", "issue:45362", "issue:45381", "issue:45563", "issue:45584", + "issue:45588", "issue:45600", - "issue:45907", + "issue:45632", + "issue:46082", "issue:46369", "issue:46421", "issue:46489", + "issue:46617", "issue:46655", - "issue:46752", - "issue:46897", - "issue:46932" + "issue:46697", + "issue:46897" ], "soft_pairs": [ - "issue:45072|issue:46932", + "issue:45632|issue:46617", + "issue:46082|issue:46697", + "issue:44855|issue:45588", "issue:43673|issue:46421", - "issue:29870|issue:35141", "issue:44242|issue:46897", "issue:43931|issue:44060", + "issue:29870|issue:35141", "issue:44617|issue:45584", "issue:43644|issue:44913", "issue:43335|issue:44855", - "issue:25251|issue:27957", "issue:45563|issue:45584", - "issue:44933|issue:45362", "issue:43550|issue:44190", + "issue:25251|issue:27957", + "issue:44933|issue:45362", "issue:44077|issue:44877", - "issue:41720|issue:45245", "issue:45381|issue:46369", + "issue:41720|issue:45245", "issue:44479|issue:44734", "issue:43335|issue:44190", "issue:43065|issue:44610", "issue:39692|issue:44190", - "issue:44464|issue:45563", "issue:45127|issue:45357", + "issue:44464|issue:45563", "issue:45381|issue:46655", "issue:44779|issue:46489", - "issue:44112|issue:45600", - "issue:43295|issue:45276", "issue:44617|issue:46369", - "issue:45290|issue:46752", - "issue:44462|issue:45907" + "issue:43295|issue:45276", + "issue:44112|issue:45600" ], - "prepared_review_unit_hash": "1cb8da91e37cc83c813ffd99477578ac99541e38b331fc7e0e712b8d4692c434", + "prepared_review_unit_hash": "ab5f8e4bc3ad2702258f13b12af463d24749330c77a394b547fe69b283869d00", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36129, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a bundle of unrelated bug reports that only match at a very broad subsystem level. None of the soft-edge pairs look like the same underlying bug/change, so all should be rejected.", + "summary": "The cluster is heterogeneous: most pairs are only loosely similar by subsystem or wording, not the same concrete bug/change. I would not merge any of the soft edges as duplicates.", "confidence": 0.93, - "canonical_issue_reason": "Issue 45276 is the clearest self-contained bug report in the set: it describes a concrete Gemma4 embedding-resize failure with a specific expected/actual mismatch and a narrow fix surface.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the best anchor candidate because it is specific, reproducible, and actionable; the rest are either broader regressions, unrelated model issues, or follow-on reports rather than true duplicates.", + "best_issue_reason": "Issue 43644 is the broadest, most centrally referenced regression in the set, but there is no strong duplicate cluster here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Both mention dtype/casting problems, but they affect different model families and different code paths (generic bfloat16 inference vs quantized Gemma4 embedders)." + "reason": "Both involve trust_remote_code/cache loading, but one is a leaf-directory cache collision and the other is a FileNotFoundError; not the same bug." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Both involve chunked prefill/cache behavior, but one is about missing cache state in v5.0.0 while the other is about spurious recompilation from lazy cache init." + "reason": "Unrelated models and failure modes: LlamaConfig head_dim validation vs image over-padding." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "These are unrelated failures: BART generate() mask initialization vs token-embedding resize reinitialization." + "reason": "Python 3.13 TorchScript parsing error is unrelated to flash_attention sink handling." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache state and the other is spurious recompilation; different symptoms and likely different fixes." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "One is an MoE load-balancing loss bug, the other is a Florence2 training-loss shift bug; they are not the same defect." + "reason": "Different models and different training-loss bugs; only a vague pattern match." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different models and failures: Qwen3-VL weight-shape loading mismatch vs Qwen3-Next tied-weights warning misbinding." + "reason": "Both are Qwen3-family issues, but model shape loading and tied-weight warning are distinct code paths." }, { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same as Whisper failing on empty transcription after token alignment." + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder mask bug is unrelated to token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoXConfig rotary_pct reverting on reload." + "reason": "Generic buffer initialization junk vs GPTNeoX config reload regression are different bugs." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and a Python 3.13 import indentation failure are different issues." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to a Python 3.13 IndentationError." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Stale warning for num_return_sequences and Whisper empty-transcription crash are unrelated generation issues." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "A stale warning for num_return_sequences is not the same as a Whisper crash on empty transcription." + "reason": "torch.compile/SDPA model failure is unrelated to loading a local dataset in an example script." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "A missing import from image_utils and a Qwen3.5 chat crash are unrelated." + "reason": "Pipeline top_k nested-list behavior and XLMRoberta Flash Attention 2 are unrelated." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to the local dataset loading bug in the example script." + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both touch config validation, but one is about disallowing optional post_init and the other is about a strict config blocking granite_speech loading." + "reason": "Optional post_init handling in patchtsmixer is unrelated to strict config loading for granite_speech." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 category limit error are different failures." + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are different problems." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Qwen2.5-VL video-position indexing and Sam3LiteText memory overflow are not the same bug." + "reason": "Auto device mapping cudaErrorAssert and category-count limits are unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are generation regressions, but one is a video-input regression in Qwen models and the other is a serve-side KV-cache indexing crash." + "reason": "Video-input regression and serve KV-cache indexing crash do not share the same underlying bug." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config failure and dataset loading in an example script are unrelated." + "reason": "A SwitchTransformers config bug and an example script dataset-loading issue are unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo producing the wrong image resolution." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor size mismatch." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Documentation example errors for SigLIP2 and a local dataset loading failure do not describe the same bug." + "reason": "SigLIP2 docs/model mismatch and local dataset loading failure are not the same issue." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Compiled-forward chunked generation inconsistencies are different from a stale warning about num_return_sequences." + "reason": "LoRA merge/tied embeddings collapse and Qwen3.5 visual encoder save keys are distinct bugs." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual-encoder keys in save_pretrained are unrelated." + "reason": "Compiled forward inconsistency and a stale generate warning are different code-path problems." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they describe different model families and different processor bugs (vision_position_ids vs padding calculation)." + "reason": "Both are video-related regressions, but they affect different models and different preprocessing logic." }, { "left": "issue:44779", "right": "issue:46489", "accept": false, - "reason": "These are related by theme, but the reports are not identical enough: generic DeepSeek tokenizer regression vs a DeepSeek-Coder v1 tokenizer gap tied to a specific prior fix." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "A stale GraniteSpeech test and broken auto_mappings references to removed configs are separate CI problems." - }, - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Processor.tokenizer regression and Gemma4 embedding-resize behavior affect different APIs and code paths." + "reason": "Both concern DeepSeek tokenizer regressions, but the second is a specific gap in a prior fix and not clearly the exact same bug." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both mention Sam3 models, but one is OOM in Sam3Video while the other is memory overflow in sam3-litetext; not the same concrete bug." + "reason": "CUDA OOM in Sam3Video and memory overflow in Sam3-LiteText are different model/runtime issues." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Both crash in apply_chat_template, but one is specifically about assistant tool-call messages with no content and the other is about an empty list input." + "reason": "Processor/tokenizer regression and gemma4 resize_token_embeddings behavior are unrelated." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated repository/loading issues." + "reason": "CI failures in GraniteSpeech and Sam3LiteText auto_mappings are separate breakages." } ] }, @@ -12011,7 +11964,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 39, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -12035,15 +11988,14 @@ "issue:43531", "issue:43540", "issue:43643", - "issue:43650", "issue:43673", "issue:43854", "issue:44016", "issue:44112", - "issue:44220", "issue:44246", "issue:44279", "issue:44295", + "issue:44462", "issue:44496", "issue:44521", "issue:44734", @@ -12053,27 +12005,31 @@ "issue:45003", "issue:45216", "issue:45276", + "issue:45290", "issue:45381", "issue:45542", "issue:45584", "issue:45600", "issue:45632", "issue:45803", + "issue:45907", "issue:46082", "issue:46121", "issue:46234", - "issue:46424", "issue:46506", "issue:46697", + "issue:46752", "issue:46858" ], "soft_pairs": [ + "issue:45290|issue:46752", "issue:43526|issue:46697", + "issue:44462|issue:45907", "issue:44737|issue:45803", "issue:45276|issue:45584", "issue:43540|issue:44734", - "issue:44938|issue:45542", "issue:44521|issue:45381", + "issue:44938|issue:45542", "issue:25251|issue:29870", "issue:43673|issue:46858", "issue:43854|issue:44964", @@ -12082,210 +12038,208 @@ "issue:44246|issue:45003", "issue:44964|issue:45600", "issue:44112|issue:44964", - "issue:27957|issue:35141", "issue:42175|issue:44279", + "issue:27957|issue:35141", "issue:46082|issue:46121", "issue:42796|issue:44521", "issue:36246|issue:41628", - "issue:32090|issue:35141", "issue:43404|issue:45216", - "issue:36246|issue:38617", + "issue:32090|issue:35141", "issue:43531|issue:45600", + "issue:36246|issue:38617", "issue:41950|issue:44016", - "issue:44295|issue:46506", - "issue:43673|issue:46424", - "issue:43650|issue:44220" + "issue:44295|issue:46506" ], - "prepared_review_unit_hash": "5e17d18e0e56ef97e2ef5309b612752a1889764456aa2520b7a6ce571b196170", + "prepared_review_unit_hash": "4410de6f1876e9e08c036014f83ba999ad4b88a4b28b53c986571264a03bce8c", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35411, - "estimated_input_tokens": 8853, - "estimated_eval_tokens": 17962 + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy and mostly contains unrelated issues that only share superficial transformer/modeling vocabulary. I would not merge any of the suggested soft edges; they are not the same underlying bug or change.", - "confidence": 0.23, - "canonical_issue_reason": "issue:44521 is the most discussion-heavy open issue with inbound references, so it is the best available anchor, but the cluster is heterogeneous and it is not a strong canonical representative.", + "summary": "This cluster is mostly a set of unrelated issues; the only loose thematic overlap is around `apply_chat_template`/multimodal input handling, but the soft pairs do not look like true duplicates. No PRs are present.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44521 is the closest anchor for the only recurring theme here (`apply_chat_template` with multimodal inputs) and has the strongest discussion/inbound activity among the related-looking issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest issue candidate by activity and references, though only as a weak representative because the surrounding items do not form a true duplicate set.", + "best_issue_reason": "issue:44521 is the most representative issue to keep at cluster level because it is broader, active, and connected to the shared chat-template/multimodal surface area.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both mention `apply_chat_template`, but one is about assistant tool-call messages with no content and the other is an empty-list `IndexError`; different failure modes and likely different fixes." + }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Both are image-processor bugs, but they affect different processors and different failure modes (label reduction vs over-padding)." + "reason": "Different image processors and different bugs (`reduce_labels` vs over-padding); only the broad preprocessing area overlaps." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is tokenizer loading behavior, the other is repo file listing/revision forwarding; not the same code path." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Unrelated bugs: one is XLNet device placement in positional encoding, the other is a broad exception-handling issue in Fuyu batching." + "reason": "XLNet device placement bug and Fuyu exception handling are unrelated." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different subsystems and symptoms: token-embedding resizing/tied weights versus Whisper empty-transcription generation." + "reason": "Separate model-specific resize-token-embeddings bug vs Whisper empty-transcription generation bug; no shared concrete defect." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Both touch video/generation-related code, but the concrete problems are unrelated: Qwen3OmniMoe video input validation versus serve KV-cache indexing." + "reason": "Different subsystems and failure mechanisms: Qwen3OmniMoe video input processing vs serve KV-cache continuation indexing." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Different causes of import/backend failure: Python 3.14 loading issue versus missing TensorFlow in a torch-only install." + "reason": "Both are multimodal-related, but one is assistant-mask generation in chat templates and the other is wrong `vision_position_ids` for Qwen2.5-VL video inputs; too different to merge." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Both involve multimodal handling, but one is assistant mask computation and the other is vision position IDs for Qwen2.5-VL video input." + "reason": "Python 3.14 import failure is unrelated to the TensorFlow backend packaging issue." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "No shared bug: pipeline top_k output nesting versus Bart generate decoder_attention_mask initialization." + "reason": "Pipeline `top_k` output-shape regression and BART decoder attention mask bug are unrelated." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is about missing cache during chunked prefill and the other is a device-tensor return breaking slice arithmetic on non-CUDA backends." + "reason": "Both involve cache internals, but one is a missing cache in v5 chunked prefill and the other is a device-tensor arithmetic bug in static cache under `torch.compile`; not the same fix." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but they concern different models and likely different loader paths." + "reason": "Different model-loading failures for different models; no evidence of the same underlying bug." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Different import/runtime issues: trust_remote_code cache-path collision versus a missing import_utils helper symbol." + "reason": "`trust_remote_code` cache-path collision and missing import-utils availability helper are unrelated." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config-loading problems, but one drops fields with trust_remote_code and the other rejects a model missing model_type." + "reason": "Both are config-loading issues, but one loses fields with `trust_remote_code` while the other rejects a config without `model_type`; not the same defect." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import performance and sys.modules access are related only broadly; they are not the same concrete defect." + "reason": "Import latency and unsafe `sys.modules` access are not the same bug." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different failures: loading a multimodal model versus CI breakage from stale auto_mappings references." + "reason": "Distinct model-loading problems with different root causes and targets." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test instability in GraniteSpeech is unrelated to multimodal model loading." + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 model loading." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Different model features and failures: Flash Attention 2 support versus embedding reinitialization after resize." + "reason": "General dependency/backend packaging complaint vs a separate dependency issue; no concrete shared code path." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "One is a packaging/backend install bug; the other is a vague dependency issue with no same code path." + "reason": "Flash Attention model support and token-embedding resize reinitialization are unrelated." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Distinct config validation bugs: head_dim validation versus rope-parameter list handling." + "reason": "Both touch config validation, but one is `head_dim` acceptance and the other is rope-validation list handling; separate fixes." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal chat template assistant masks." + "reason": "Tokenizer BPE-marker handling and multimodal chat-template assistant masks are different surfaces." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different export surfaces." - }, - { - "left": "issue:32090", - "right": "issue:35141", - "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to output embedding reinitialization." + "reason": "Different missing-import symbols for different APIs; not the same underlying issue." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve model weights/checkpoints, but one is weight tying and the other is save_pretrained regression." + "reason": "Weight tying in a generation model and checkpoint save correctness are different regression classes." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Different missing imports in different modules; no shared underlying bug." + "reason": "Trainer broadcast error and embedding reinitialization bug are unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and stale auto_mappings references are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and stale auto-mapping references are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing exported names in different modules with no shared root cause." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline image-processor lookup bug versus a notebook syntax error are clearly unrelated." + "reason": "Pipeline image-processor lookup bug and notebook syntax error are unrelated." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Position_ids buffer access bug is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." - }, - { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "Both mention cache, but the defects differ: missing cache in one path versus max_cache_length being honored only for quantized cache." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "The titles are too generic; no evidence these are the same code-path or bug." + "reason": "Position-ids buffer handling and CPU/CUDA result divergence are different problems." } ] }, @@ -12301,7 +12255,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 40, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -12318,6 +12272,7 @@ "issue:43479", "issue:43526", "issue:43582", + "issue:43650", "issue:43673", "issue:43824", "issue:43901", @@ -12358,245 +12313,252 @@ "issue:46932" ], "soft_pairs": [ + "issue:43650|issue:44220", + "issue:43673|issue:46424", "issue:43976|issue:44987", - "issue:45083|issue:46506", "issue:43582|issue:46932", "issue:43295|issue:45335", + "issue:45083|issue:46506", "issue:44016|issue:44220", "issue:44496|issue:45042", "issue:43526|issue:43901", - "issue:43381|issue:45593", "issue:44683|issue:45446", "issue:42907|issue:43441", + "issue:43381|issue:45593", "issue:43901|issue:44496", "issue:43673|issue:44336", "issue:43479|issue:45375", "issue:43976|issue:44279", "issue:44496|issue:45759", - "issue:44792|issue:46424", "issue:44016|issue:44062", + "issue:44792|issue:46424", "issue:43441|issue:45588", "issue:43824|issue:44933", - "issue:46123|issue:46369", - "issue:44521|issue:46693", "issue:44279|issue:46515", - "issue:44327|issue:46752", + "issue:44521|issue:46693", "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:44327|issue:46752", "issue:43299|issue:45216", "issue:46082|issue:46399", "issue:44279|issue:45405", "issue:43295|issue:44779", - "issue:39692|issue:43901", - "issue:43976|issue:45405" + "issue:39692|issue:43901" ], - "prepared_review_unit_hash": "d4aadf20de926eb81e55b1f56a090441c0f40c9bc29accce83ae46bdfdb0336e", + "prepared_review_unit_hash": "57438f2f92f9629fce07f612ead2341f59b17f33b58b125d7be32b4c9954767a", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36078, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36897, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs share only a broad subsystem or release context, not the same underlying bug. No soft edge looks safe to merge as a duplicate.", - "confidence": 0.88, - "canonical_issue_reason": "If a single issue must represent the set, #43976 is the cleanest broad regression report, but the cluster is too mixed to have a strong true canonical issue.", - "canonical_pr_reason": null, - "best_issue_reason": "#43976 is the most representative general version-compatibility regression among these disparate reports, though it is not a duplicate umbrella for the others.", - "best_pr_reason": null, + "summary": "This cluster is not a true duplicate set: the items span unrelated bugs in configs, tokenizers, cache behavior, docs, and hardware/version-specific regressions. Similarity is mostly superficial (shared subsystem names or model families), not the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the reports are heterogeneous and do not describe one shared bug.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "issue:43295 is the clearest, most actionable report with a concrete regression and reproducible behavior, so it is the best representative if one must be chosen.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", "soft_edge_verdicts": [ { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Both mention 5.1.0, but one is Python-version incompatibility and the other is a model-loading failure; different root causes." + "reason": "Unrelated problems: one is an unclear data-related issue, the other is a specific fbank feature extraction bug." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a GenerationMixin chunked-prefill cache regression and the other is cache length handling for quantized cache only." + }, + { + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Different models and failure modes: helper length calculation vs CPU/CUDA output mismatch." + "reason": "Different failure modes: Python version support vs loading a specific model checkpoint." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon TypeError in allocator warmup is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Both touch platform-specific behavior, but one is an Apple Silicon allocator TypeError and the other is Gemma4 quantized embedder dtype casting." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "One is a processor/tokenizer API regression; the other is embedding resize not propagating to decoder weights." + "reason": "Different APIs and code paths: processor/tokenizer multimodal regression vs resize_token_embeddings not propagating to decoder embeddings." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different models and symptoms: helper length calculation in qwen3_omni_moe vs CPU/CUDA output mismatch in PPDocLayoutV3." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." + "reason": "A notebook syntax error is unrelated to a speech feature extraction bug." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and torchvision requirement in PIL image processors are different issues." + "reason": "One is an unrecognized-model config problem; the other is an image-processor dependency regression." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a docs/behavior mismatch for a pipeline flag." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are not the same bug." + "reason": "One is a BEiT image processor label bug; the other is outdated pipeline docs text." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled torch>=2.9 failure and the other is a version-check/import guard bug." + "reason": "Both are flex_attention-related, but they are different concrete bugs: compilation failure on torch>=2.9 vs a wrong version check for AuxRequest import." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Failing to save dequantized Ministrals is distinct from a FlashAttention runtime failure in Ministral-3." + "reason": "Different regressions: dequantized model saving vs FlashAttention failure during Ministral-3 loading." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model behaviors: gradient checkpointing in eval mode vs D-FINE auxiliary losses with denoising off." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A docs mismatch about return_all_scores is unrelated to model auto-loading/config recognition." + "reason": "Docs drift in a text pipeline is not the same as a model-loading config error." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression and ANSI-color logging output are unrelated." + "reason": "Cache-generation behavior and ANSI color handling are unrelated subsystems." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config issues, but for different models and different missing/default fields." + "reason": "Both are config-related, but one is default initialization when None is passed and the other is a missing field dropped by strict config handling." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python-version breakage and a generic dependency issue are not the same concrete bug." + "reason": "A Python compatibility issue is not the same as a generic dependency issue." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve model/config loading, but one is an unrecognized model type and the other is failure to unwrap text_config for composite Qwen multimodal configs." + "reason": "Different model families and different code paths: unknown-model loading vs unwrapping text_config in AutoModelForCausalLM.from_config." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Janus image-generation test failure and cache-length semantics are unrelated." + "reason": "A notebook syntax error is unrelated to the AddedToken keyword-argument bug." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Notebook syntax error versus AddedToken keyword collision; no shared code path." + "reason": "A janus image-generation test failure is not the same as cache max_length semantics." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention FlashAttention, but they target different model classes and different null/attribute handling paths." + "reason": "Both involve flash_attention, but the concrete failures differ: Ministral-3 loading vs s_aux=None AttributeError in sink-less models." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2.5-VL import and nonexistent image_utils import are separate API/export problems." + "reason": "Both are import-related, but they concern different missing symbols and different modules." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Partial-batch result dropping and memory overflow in sam3-litetext are different failures." + "reason": "A dependency issue with transformers is not the same as a torch-version incompatibility." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "All-zero assistant masks in chat templating is unrelated to a long-context FA2 performance regression." + "reason": "Different symptoms and scope: multimodal assistant masks vs FA2 long-context performance regression." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "General dependency trouble and torch 2.4.1 incompatibility are too broad to be the same bug." + "reason": "Tokenizer-embedding resizing bug and Whisper empty-transcription bug are unrelated." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "QA decode_spans kth-out-of-bounds and empty-list chat_template IndexError are unrelated edge cases." + "reason": "A final-partial-batch flag bug is not the same as a memory overflow in sam3-litetext." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation failure are different code paths." + "reason": "Different edge cases in different pipelines: span decoding top-k bounds vs empty chat-template input." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL model-loading regression and Qwen3.5 save_pretrained checkpoint regression are distinct." + "reason": "Both concern Qwen multimodal models, but one breaks loading and the other breaks save_pretrained checkpoint output." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-pos-emb registration are unrelated." + "reason": "Different model/config bugs: LlamaConfig head_dim validation vs a missing decorator for apply_rotary_pos_emb registration." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency issue is not the same as a PEFT minimum-version bump problem." + "reason": "Unrelated dependency complaints: generic transformers dependency issue vs an unreleased minimum PEFT version bump." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer API regression and Deepseek tokenizer output corruption do not share a concrete fix." + "reason": "Both mention v5 tokenizer/processor regressions, but they affect different model families and different behaviors." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 docs example errors and return_all_scores docs mismatch are separate documentation issues." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python compatibility regression and unreleased PEFT minimum-version bump are unrelated." + "reason": "Both are documentation-related, but one is a broken example with runtime errors and the other is stale parameter docs." } ] }, @@ -12612,7 +12574,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 41, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -12633,6 +12595,7 @@ "issue:43650", "issue:43653", "issue:43854", + "issue:43976", "issue:44016", "issue:44075", "issue:44242", @@ -12643,9 +12606,7 @@ "issue:44368", "issue:44462", "issue:44466", - "issue:44623", "issue:44683", - "issue:44749", "issue:44779", "issue:45020", "issue:45081", @@ -12656,6 +12617,7 @@ "issue:45278", "issue:45357", "issue:45372", + "issue:45405", "issue:45542", "issue:45593", "issue:45656", @@ -12673,8 +12635,9 @@ "issue:44075|issue:44368", "issue:43577|issue:45216", "issue:46082|issue:46512", - "issue:44351|issue:45278", + "issue:43976|issue:45405", "issue:44779|issue:45812", + "issue:44351|issue:45278", "issue:42796|issue:43650", "issue:41950|issue:45020", "issue:43299|issue:45357", @@ -12695,199 +12658,198 @@ "issue:45103|issue:45372", "issue:44336|issue:46851", "issue:42994|issue:43317", - "issue:44623|issue:44749", "issue:45859|issue:46851" ], - "prepared_review_unit_hash": "2df0bab1e9ac84a467e65059473a1af99e7d8a80cfe217d0dc538ee72ce22f12", + "prepared_review_unit_hash": "4de07989cdba4e21a4bc6fa3760d5f05887ace9ba86fc9d6ea988a7ffafe19ea", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35931, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "serialized_chars": 35894, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly distinct Transformers regression reports, not true duplicates. Several are superficially similar around v5-era loading/saving/tokenizer issues, but they hit different models and code paths, so none of the soft pairs should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: these reports span separate bugs across tokenizers, configs, save/load, offload, and optimizer behavior.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs; despite superficial keyword overlap (tokenizers, loading, Qwen/Gemma/Deepspeed), none of the soft pairs look like the same concrete defect or mergeable fix.", + "confidence": 0.86, + "canonical_issue_reason": "Best representative is issue:44779 because it describes a broad v5 tokenizer regression with clear cross-model impact, but overall the cluster is too heterogeneous for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best single representative if one is needed: it is a clear, versioned save_pretrained regression with a specific model and failure mode.", + "best_issue_reason": "Issue:44779 is the most central, user-facing regression among the set, and it is the closest to a reusable duplicate target for nearby tokenizer-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args being ignored is unrelated to a Qwen3.5 tie_word_embeddings warning." + "reason": "Both mention optimizer-related behavior, but one is about SGD args being ignored and the other about a LoRA warning in Qwen3.5; different code paths and fixes." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Both involve model state/dtype concerns, but one is Blip2 dtype propagation and the other is Qwen3.5 checkpoint serialization." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained checkpoint serialization are unrelated bugs." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Explicit head_dim validation and stale config.dtype after from_config are different config bugs." + "reason": "One is LlamaConfig validation for head_dim, the other is stale config.dtype after from_config; different symptoms and mechanisms." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "HybridCache import failure is a specific symbol breakage, while 45278 is a broader upgrade-induced import error report." + "reason": "Python version compatibility and an unreleased MIN_PEFT_VERSION bump are not the same underlying issue." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Deepseek token IDs and Granite token IDs are separate tokenizer regressions with different model families and likely different root causes." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to come from different tokenizer code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure is a specific symbol-export problem; the other is a broad upgrade-related import breakage." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to the nonspecific 'ADD THE DATA' issue." + "reason": "Ministral tokenizer BPE-marker handling and a vague 'ADD THE DATA' issue are clearly unrelated." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "A video-classification processor lookup bug is unrelated to remote_code model breakages." + "reason": "Video-classification processor lookup and remote_code regressions are different failures in different subsystems." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained visual key serialization are different failure paths." + "reason": "Both involve Qwen3.x multimodal models, but one is MoE loading and the other is incorrect save_pretrained visual-encoder keys." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Inconsistent lm_head serialization and Gemma4 resize_token_embeddings behavior are distinct save vs resize bugs." + "reason": "Tied-weight serialization inconsistency and Gemma4 embedding resize behavior are different model-save/model-resize bugs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and different loading failures; not the same underlying bug." + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are unrelated model-specific failures." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token decoding and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss and mm_token_type_ids default handling affect different parts of model logic." + "reason": "MoE load-balancing loss gating and Gemma4 mm_token_type_ids defaults are distinct functional bugs." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor selection and Gemma4 device-mismatch forward errors are unrelated." + "reason": "Processor lookup regression and Gemma4 PLE device mismatch are not the same problem." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "The first item is not a concrete bug report, and the second is an FP8 inference-on-B200 issue." + "reason": "A low-content placeholder issue cannot be the same as an FP8 inference failure on B200." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Ignoring tokenizer.json and crashing in fix_mistral_regex are separate tokenizer-loading problems." + "reason": "Tokenizer.json being ignored and a Mistral regex patch crash are both tokenizer-related but not the same concrete defect." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and different missing-default fields; not the same bug." + "reason": "Phi4MultimodalConfig default initialization and Llama4Config pad_token_id access are unrelated config bugs." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + "reason": "A notebook syntax error and an init_empty_weights TypeError have no shared underlying code path." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on new torch and a TensorBoard-without-TF backend error are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 and TensorBoard-without-TensorFlow backend errors are unrelated." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError and D-FINE loss handling are unrelated." + "reason": "MLukeTokenizer task-time AttributeError and D-FINE auxiliary-loss behavior are different subsystems." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral regex patching and list_repo_files revision forwarding are completely different code paths." + "reason": "Mistral tokenizer patching and hub list_repo_files revision forwarding are unrelated API bugs." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error are different model-specific bugs." + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index errors are different model-specific issues." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Adafactor OOM under deepspeed and optimizer step called twice under deepspeed are not the same defect." + "reason": "Both are Deepspeed/optimizer-related, but one is OOM with Adafactor while the other is double optimizer stepping." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation parsing and Gemma4 processor import failure are unrelated." + "reason": "auto_docstring annotations handling and a mistral_common import breakage are unrelated." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI escape leakage in loading_report and Qwen3.5 variable-length position_ids are unrelated." + "reason": "ANSI escape leakage in loading_report and Qwen3.5 variable-length position_ids support are unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized-model saving and dequantized-model loading with device_map=auto are different failure modes." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Missing processor.save_pretrained files and a reported slowdown after upgrade are not the same concrete bug." + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are distinct quantization pipeline bugs." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both mention Qwen3.5, but CPU offload incompatibility and variable-length position_ids are different code-path problems." + "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding and variable-length position_ids handling are different failures." } ] }, @@ -12903,7 +12865,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 42, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -12913,9 +12875,9 @@ "nodes": [ "issue:41628", "issue:42175", + "issue:42796", "issue:43441", "issue:43525", - "issue:43526", "issue:43643", "issue:43673", "issue:43723", @@ -12939,9 +12901,8 @@ "issue:44589", "issue:44623", "issue:44671", - "issue:44683", + "issue:44749", "issue:44779", - "issue:45003", "issue:45083", "issue:45103", "issue:45325", @@ -12961,6 +12922,7 @@ "issue:46851" ], "soft_pairs": [ + "issue:44623|issue:44749", "issue:44261|issue:44263", "issue:45600|issue:45712", "issue:42175|issue:43976", @@ -12968,14 +12930,14 @@ "issue:44623|issue:45397", "issue:43673|issue:43761", "issue:43901|issue:43994", - "issue:43723|issue:44162", "issue:43901|issue:44246", + "issue:43723|issue:44162", "issue:43824|issue:43976", - "issue:43441|issue:44683", + "issue:42796|issue:43441", "issue:43525|issue:43881", "issue:46291|issue:46399", - "issue:44188|issue:44336", "issue:45542|issue:45800", + "issue:44188|issue:44336", "issue:44016|issue:45823", "issue:43525|issue:43643", "issue:44589|issue:45362", @@ -12989,217 +12951,216 @@ "issue:44297|issue:45397", "issue:46399|issue:46851", "issue:45561|issue:45563", - "issue:45103|issue:46399", - "issue:43526|issue:45003" + "issue:45103|issue:46399" ], - "prepared_review_unit_hash": "2435a7998784a022af76eb97ac80dd26fbdcb40ceae9394e54f74792e594afd4", + "prepared_review_unit_hash": "f1be90f6cd04375c587dccfa1f4dab1163dae67699323bbd5fe45fe0e66155a5", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36637, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "serialized_chars": 36129, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicate cluster emerges here: the items cover unrelated bugs, packaging issues, docs, and model-specific regressions. The soft edges are mostly superficial title similarity or shared subsystem vocabulary, so all should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "All listed soft pairs look like adjacent-but-distinct issues rather than true duplicates. The strongest standalone issue is the Qwen2.5-VL import failure report, but there are no PRs in this cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43824 is the highest-signal report: it names a precise missing export, has external references, and describes a concrete import failure path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45561 is the strongest standalone bug report here: it is open, well-scoped, has discussion and inbound references, and describes a concrete race in testing utils. It is not, however, representative of the rest of the heterogeneous set.", + "best_issue_reason": "Issue 43824 is the best representative issue overall because it is specific, actionable, and clearly tied to a reproducible code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: missing files on processor save vs a performance regression in data filtering after upgrade." + }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different bugs: one is a MLA layernorm precision/config issue, the other is a torch.split return-value handling bug in GlmMoeDsaIndexer." + "reason": "Unrelated model-specific bug reports: one about missing `rms_norm_eps`, the other about `torch.split()` behavior in a different component." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo-maintenance problems, but one is auto_mappings CI breakage while the other is leftover dummy classes leaking into dir(transformers); not the same underlying change." + "reason": "Both are repo-maintenance failures, but they target different files and failures: CI references vs dummy-class leakage." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backend dependency issue versus Python version compatibility regression; different failure modes and fixes." + "reason": "Packaging/backend install issue vs Python version compatibility regression; not the same underlying bug." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different model regressions: CamemBERT masked LM outputs vs Deepseek tokenizer behavior." + "reason": "Different model families and failure modes: CamemBERT masked LM predictions vs Deepseek tokenizer output." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained file omission is unrelated to gemma-4 zero3 from_pretrained behavior." + "reason": "Processor save artifact problem vs `from_pretrained` load failure with ZeRO-3; no shared concrete code-path." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache/chunked_prefill bug versus CLIPVisionModel hidden_states regression; separate code paths." + "reason": "Chunked prefill cache issue is unrelated to CLIPVisionModel hidden-states output behavior." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for text classification pipeline is not the same as SIGLIP2 model inference producing nonsense results." + "reason": "Docs mismatch for a pipeline flag vs incorrect model/pipeline results for SigLIP2; not the same bug." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are different layers of the stack." + "reason": "A documentation inconsistency is unrelated to intermittent import latency." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Pipeline docs/behavior mismatch does not match intermittent import-time slowness." + "reason": "Tokenizer loading regression and an ESM2 model breakage are different issues." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2.5-VL missing importable class and Python version support are unrelated issues." + "reason": "Missing Qwen2.5-VL export vs Python-version incompatibility; no shared fix." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Ministral FlashAttention failure and compiled flex_attention failure are different model/kernel regressions." + "reason": "Tokenizer BPE marker handling and FlashAttention failure for Ministral are separate problems." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config missing attribute and glm-4v-9b loading failure are separate model configuration problems." + "reason": "Missing config attribute on Llama4 vs GLM-4V loading failure; different models and code paths." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Importing pipelines due to kernels package requirements is not the same as missing decorator registration for apply_rotary_pos_emb." + "reason": "Kernel import dependency/versioning issue vs missing decorator registration for rotary embedding; distinct failures." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to ANSI code leakage in loading_report." + "reason": "TensorFlow backend packaging issue vs torch/transformers version incompatibility; not the same bug." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Undefined tf backend from optional installs is not the same as a torch/transformers version incompatibility." + "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is not the same as trust_remote_code causing missing fields in AutoConfig." + "reason": "A missing config field on one model is unrelated to `trust_remote_code` dropping fields in AutoConfig." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Storage backend/type error and Qwen3.5 chat crash are different problems." + "reason": "PyTorch storage object lookup failure is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI escaping bug versus incorrect docstring text; no shared code defect." + "reason": "Terminal-color output leakage is unrelated to a wrong docstring." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve Qwen3.5/Qwen2.5-VL positional handling, but these are distinct model-specific bugs with different symptoms and fixes." + "reason": "Both involve position IDs, but they affect different models and different computations; too broad to treat as one bug." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Incorrect video padding calculation in SmolVLM is not the same as AutoProcessor erroring when vision backend is missing." + "reason": "Video padding calculation bug vs missing-vision-backend image-processor error are different failure modes." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python version compatibility are unrelated." + "reason": "Missing `AutoImageProcessor` import and Python-version support issue are unrelated." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Helper output-length computation bug in qwen3_omni_moe is different from variable-length position_ids handling in Qwen3.5." + "reason": "A helper-length computation bug in qwen3_omni_moe is not the same as Qwen3.5 variable-length position_ids handling." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness versus unrecognized model/config loading failure are different issues." + "reason": "Import slowness and unrecognized model/config loading failure are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and missing TensorFlow backend are unrelated dependency issues." + "reason": "Sentence-transformers import NameError is unrelated to TensorFlow backend packaging." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as gemma-4 zero3 loading failure." + "reason": "Tokenizer config metadata mismatch is unrelated to Gemma4 ZeRO-3 loading." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Missing decorator for a rotary-pos-emb registration error is separate from variable-length input position_ids bugs." + "reason": "Kernel registration crash and variable-length position_ids bug are different code paths." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Race on captured_info.txt in testing utils and a stale num_return_sequences warning in paged generate() are different behaviors." + "reason": "A pytest-xdist race in testing utils is unrelated to a stale warning in paged generate." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation handling crash is unrelated to kernel registration/decorator errors." - }, - { - "left": "issue:43526", - "right": "issue:45003", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access in modeling_utils are not the same defect." + "reason": "Auto-docstring crash under future annotations is unrelated to Qwen3.5 kernel registration." } ] }, @@ -13215,7 +13176,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 43, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -13231,6 +13192,7 @@ "issue:43257", "issue:43262", "issue:43299", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -13260,9 +13222,7 @@ "issue:45588", "issue:45593", "issue:45759", - "issue:45859", "issue:46132", - "issue:46399", "issue:46506", "issue:46614", "issue:46655", @@ -13273,25 +13233,26 @@ "issue:46851" ], "soft_pairs": [ + "issue:43526|issue:45003", "issue:43540|issue:46752", - "issue:45072|issue:46829", "issue:46614|issue:46665", + "issue:45072|issue:46829", "issue:42491|issue:43299", "issue:43531|issue:45362", - "issue:44246|issue:44871", "issue:45588|issue:46851", - "issue:44295|issue:45397", + "issue:44246|issue:44871", "issue:44242|issue:45593", + "issue:44295|issue:45397", "issue:44336|issue:44485", "issue:45003|issue:46821", "issue:42886|issue:46132", - "issue:44451|issue:46752", "issue:43550|issue:46506", + "issue:44451|issue:46752", "issue:44779|issue:45292", - "issue:36246|issue:42757", - "issue:36246|issue:44351", "issue:43901|issue:45003", + "issue:36246|issue:42757", "issue:43257|issue:45137", + "issue:36246|issue:44351", "issue:41950|issue:44220", "issue:45003|issue:45561", "issue:44496|issue:45003", @@ -13299,205 +13260,204 @@ "issue:45375|issue:45759", "issue:44162|issue:45200", "issue:43262|issue:44246", - "issue:44479|issue:46655", - "issue:45859|issue:46399" + "issue:44479|issue:46655" ], - "prepared_review_unit_hash": "b7e2d938e808d3b420a1eb3429323678dc390a3c69bc70b5f788a915d1500868", + "prepared_review_unit_hash": "f87c9b6dd9d2b0f8dcc91467bba4fe50aabd3a77e2fd85cf422e66bff333d356", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36046, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "serialized_chars": 35478, + "estimated_input_tokens": 8870, + "estimated_eval_tokens": 17996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity set of unrelated Transformers issues, with only broad thematic overlap around model loading, video/audio processors, and Qwen variants. None of the soft pairs look like the same concrete bug/change, so all are rejected.", - "confidence": 0.93, - "canonical_issue_reason": "Best representative is issue 45003 because it is a core internal bug in modeling_utils with broad potential impact across many loading paths, unlike the rest which are mostly model-specific regressions.", + "summary": "The cluster is heterogeneous: most pairs share only a broad subsystem or model family, not the same concrete bug. I found no safe duplicate merges among the soft edges.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45003 is the most cross-cutting and infrastructure-level item in the set; it is more suitable as a cluster representative than the many narrowly scoped model bugs.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video input processing vs empty-chat-template handling. Same broad area, not the same bug." + "reason": "Different bugs: BeitImageProcessorFast label reduction vs unsafe sys.modules access in modeling_utils." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Unrelated failures: bfloat16 dtype mismatch in two models vs hidden_states field wiring in video classification output." + "reason": "Different code paths: Qwen3OmniMoe video processing vs empty-list apply_chat_template crash." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to from_pretrained behavior inside Python classes." + "reason": "Different failures: stale espeak backend state vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Both concern inference outputs, but one is a bf16 dtype mismatch and the other is wrong hidden_states assignment." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3/MoE loading, but one is a LoRA compatibility problem and the other is a model-loading breakage in v5; not the same concrete defect." + "reason": "Same broad Qwen3-MoE area, but different variants and symptoms; not clearly one underlying loading bug." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Qwen3.5 chat crashes." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import-time performance and eos_token_id config mismatch are unrelated." + "reason": "Qwen3-MoE sliding_window handling is not the same as Qwen3.5 chat crashes." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention s_aux=None crash is unrelated to variable-length position_ids handling." + "reason": "Different issues in different paths: flash_attention sink handling vs variable-length position_ids." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Buffer access after registering position_ids is unrelated to Gemma-4 ZeRO3 from_pretrained loading." + "reason": "MoE load-balancing loss omission is unrelated to Gemma eos_token_id config mismatch." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern losses not being added under a condition, but for different models and loss mechanisms; not mergeable as one bug." + "reason": "Both mention missing losses, but in different models and triggered by different flags." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different bugs: position_ids buffer access vs gemma-4 zero3 from_pretrained behavior." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI code output in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI-code output formatting is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size attribute errors." + "reason": "Unsafe sys.modules access is not the same as the TimesFM window_size AttributeError." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to AttentionInterface.register behavior changes." + "reason": "Tokenizer offline-cache behavior differs from AttentionInterface.register changing function behavior." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "ScandiBERT loading failure is unrelated to empty-list apply_chat_template crashes." + "reason": "Different problems: Bamba torch.compile SDPA failure vs CPU/CUDA output drift in PPDocLayoutV3." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "Model load failure for ScandiBERT is unrelated to empty-list chat templating." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "DeepSeek tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "DeepSeek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are distinct." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages; not the same underlying change." + "reason": "Docs mismatch for return_all_scores is not the same as sys.modules access." }, { "left": "issue:36246", - "right": "issue:44351", + "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are distinct API breakages." + "reason": "Both are import errors, but for different symbols and different dependencies." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is not the same as a DeepSpeed ZeRO3 deque IndexError." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and Zero3 deque underflow are separate DeepSpeed-related failures." + "reason": "Importing Qwen2_5_VLImageProcessor and HybridCache are separate missing-export problems." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different subsystems." + "reason": "Video-classification image-processor lookup and audio fbank extraction are unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Core loading bug is unrelated to pytest-xdist file race in testing utils." + "reason": "Unsafe sys.modules access and pytest-xdist file races are different concurrency/loading bugs." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model_type in config loading is a model registry issue, not the sys.modules access bug." + "reason": "Unrecognized model config is unrelated to sys.modules access." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but Qwen3OmniMoe video-input ValueError and SmolVLM padding calculation are model-specific and not evidently the same bug." + "reason": "Both are video-related, but Qwen3OmniMoe input validation and SmolVLM padding math are different bugs." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen 3.5 multimodal config handling, but one is a missing vision config field and the other is from_config text_config unwrapping; different fixes." + "reason": "Both touch composite Qwen configs, but one is a missing field being dropped and the other is text_config unwrapping in from_config." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model-specific issues." + "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default and import performance are unrelated." + "reason": "Audio chat-template sampling-rate default and MoE load-balancing loss are different features." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both concern video inputs, but the reported regressions target different model families and different failure modes." - }, - { - "left": "issue:45859", - "right": "issue:46399", - "accept": false, - "reason": "Qwen3.5 CPU offload rotary embedding incompatibility and missing decorator on apply_rotary_pos_emb registration are distinct rotary/kernel issues." + "reason": "Both mention video inputs, but they affect different models and different failure mechanisms." } ] }, @@ -13513,7 +13473,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 44, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -13554,25 +13514,25 @@ "issue:45292", "issue:45335", "issue:45375", - "issue:45397", "issue:45412", "issue:45459", "issue:45584", "issue:45600", - "issue:45656", + "issue:45859", "issue:46123", "issue:46170", "issue:46369", + "issue:46399", "issue:46506", "issue:46726", - "issue:46832", "issue:46851", "issue:46894", "issue:46897" ], "soft_pairs": [ - "issue:43475|issue:46369", + "issue:45859|issue:46399", "issue:44295|issue:44749", + "issue:43475|issue:46369", "issue:45137|issue:45600", "issue:45292|issue:45584", "issue:43295|issue:45292", @@ -13586,209 +13546,201 @@ "issue:44038|issue:46506", "issue:29870|issue:30333", "issue:42199|issue:46851", - "issue:43352|issue:45250", - "issue:43526|issue:46894", "issue:45412|issue:46123", "issue:43653|issue:44162", - "issue:44479|issue:46170", + "issue:43526|issue:46894", "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:43352|issue:45250", "issue:44368|issue:44977", "issue:42886|issue:45229", - "issue:45397|issue:45656", "issue:44877|issue:46170", - "issue:43475|issue:43540", - "issue:46170|issue:46832" + "issue:43475|issue:43540" ], - "prepared_review_unit_hash": "72de5f4c9e64dbed4636a6426c0775e2c0000b5e7e726d9f77f875c932b49390", + "prepared_review_unit_hash": "94206f4a7cad7077dc4824d5bb91fcb3a2421d60f66a337c3a4055eed1f4b2d7", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35969, - "estimated_input_tokens": 8993, - "estimated_eval_tokens": 18242 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35165, + "estimated_input_tokens": 8792, + "estimated_eval_tokens": 17840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous; the soft pairs are topical matches at best, not true duplicates. I would not merge any of the proposed pairs.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across models, tokenizers, configs, deepspeed, and pipelines.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No single issue clearly subsumes the rest, so there is no defensible global best issue for duplicate triage.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is largely heterogeneous: the soft pairs share broad subsystem vocabulary (Qwen, strict config, embeddings, tokenizer, etc.) but not the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "No pair looks like a true duplicate; if a single issue must anchor the cluster, issue 44479 is the strongest representative because it describes a broad, version-specific regression affecting multiple Qwen video-input variants with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most representative global issue: it is concrete, impactful, and scoped as a regression across several closely related models rather than a narrow edge case or auxiliary failure mode.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Both mention SAM 3, but one is an attribute error in vision encoder output and the other is a memory overflow report; different failures and code paths." + "reason": "Both mention Qwen3.5 rotary/attention internals, but one is CPU-offload compatibility for text rotary embedding and the other is a kernel registration error; different failure paths." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Unrelated symptoms: position_ids buffer access error vs a performance regression after upgrading Transformers." + "reason": "These are unrelated: one is a position_ids buffer access error, the other is a general performance slowdown after upgrading Transformers." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "One is a missing attribute on Sam3VisionEncoderOutput; the other is a memory overflow on sam3-litetext. Different bugs and code paths." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque IndexError and broken auto_mappings CI are unrelated issues." + "reason": "DeepSpeed ZeRO3 deque exhaustion is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "resize_token_embeddings not updating output embeddings is a model-weight sync issue; Whisper empty-transcription failure is a generation/token alignment bug." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is not the same underlying bug as output_embeddings not updating on resize." + "reason": "Custom processor/tokenizer regression and token-embedding resizing are different problems with no shared code-path evidence." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve strict config handling, but they affect different configs and different missing fields/load failures." + "reason": "Both involve config strictness, but one blocks loading granite_speech while the other silently drops a missing field in Qwen3_5MoeVisionConfig; not the same bug." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization of tied weights on device vs t5gemma resize_token_embeddings not updating decoder.embed_tokens are different code paths." + "reason": "Both touch tied/resize embedding behavior, but one is inconsistent serialization of lm_head.weight and the other is resize_token_embeddings not propagating to decoder.embed_tokens in T5Gemma." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5-VL import error and BertModel zero3 IndexError are unrelated." + "reason": "An import error for Qwen2_5_VLImageProcessor and a DeepSpeed/BertModel index error are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission in MoE routing is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Load-balancing loss omission in MoE routing is not the same as an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files in processor.save_pretrained is different from AutoProcessor failing when a vision backend is absent." + "reason": "save_pretrained missing files and AutoProcessor failing when a vision backend is absent are different lifecycle stages and failure causes." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BeitImageProcessorFast reducing labels incorrectly is not the same bug as Florence2 training-loss double shifting." + "reason": "Both are preprocessing-loss style issues, but one is a Beit fast processor label reduction bug and the other is a Florence2 double-shift training-loss bug." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading failure in transformers>=5.1.0 and protobuf-related tokenizer error masking are different failures." + "reason": "A loading failure on transformers>=5.1.0 and tokenizer error masking when protobuf is missing are distinct issues." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe compatibility issue and CPU/CUDA output mismatch in PPDocLayoutV3 are unrelated." + "reason": "Qwen3-VL-Moe on transformers 5.0 and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLFlow job-state reporting are unrelated." + "reason": "Bart generate() UnboundLocalError and MLflow not reporting failed jobs do not share a code path." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality error and Qwen3.5 variable-length position_ids issue affect different models and logic." + "reason": "DETR cardinality/background-class handling is unrelated to Qwen3.5 variable-length position_ids support." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "A specific model not supporting Flash Attention 2.0 yet is not the same as a generic Flash Attention 2.0 issue." + "reason": "Memory not released on RT-DETR deletion and a MaskGenerationPipeline partial-batch bug are different pipeline behaviors." }, { - "left": "issue:43526", - "right": "issue:46894", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast is unrelated to the ASR training-loss double-shift bug." + "reason": "BigBirdTokenizer special-token registration and ESM2 being broken are not the same underlying defect." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43526", + "right": "issue:46894", "accept": false, - "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch dropping are different bugs." + "reason": "Both mention label/loss shifting, but they are separate model implementations and do not show the same concrete bug." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are not the same underlying defect." + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Qwen video-input regression and Windows ROCm/distributed import failure are unrelated." + "reason": "A Qwen video-input regression and a Windows/ROCm distributed import error are completely different failure modes." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are different model/config issues." + "reason": "One says NemotronHForCausalLM does not support Flash Attention 2.0 yet; the other is a generic Flash Attention 2.0 issue, with no evidence they are the same bug." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A warning about tie_word_embeddings and a flash-attention generation failure are not the same bug." + "reason": "A tied-word-embeddings warning and a Qwen3.5 flash-attention generation failure are different issues." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained failure and deepspeed optimizer double-step are different code paths." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading and Windows ROCm torch.distributed dependency errors are unrelated." + "reason": "Strict config loading for granite_speech and Windows/ROCm torch.distributed import errors have no common code path." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM 3 video encoder attribute error and Qwen3OmniMoe video ValueError are different model families and failures." - }, - { - "left": "issue:46170", - "right": "issue:46832", - "accept": false, - "reason": "Windows ROCm import/type error and RT-DETR feature-level TypeError are unrelated bugs." + "reason": "A missing output attribute in Sam3 video encoding and a Qwen3OmniMoe video-input ValueError are different model bugs." } ] }, @@ -13804,7 +13756,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 45, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -13816,14 +13768,12 @@ "issue:30990", "issue:42994", "issue:43065", - "issue:43232", "issue:43408", "issue:43441", "issue:43475", "issue:43482", "issue:43643", "issue:43646", - "issue:43673", "issue:43701", "issue:43723", "issue:43906", @@ -13842,6 +13792,7 @@ "issue:45103", "issue:45200", "issue:45375", + "issue:45397", "issue:45478", "issue:45563", "issue:45588", @@ -13851,23 +13802,26 @@ "issue:46082", "issue:46123", "issue:46132", + "issue:46170", "issue:46202", "issue:46421", "issue:46431", "issue:46710", "issue:46726", "issue:46752", - "issue:46821", + "issue:46832", "issue:46851", "issue:46858" ], "soft_pairs": [ + "issue:45397|issue:45656", "issue:43065|issue:43408", + "issue:46170|issue:46832", "issue:43723|issue:46710", "issue:44368|issue:45563", - "issue:44995|issue:45200", - "issue:43931|issue:44368", "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44995|issue:45200", "issue:44188|issue:46202", "issue:44483|issue:46202", "issue:43906|issue:46202", @@ -13877,8 +13831,8 @@ "issue:45103|issue:46858", "issue:43065|issue:46123", "issue:44361|issue:44749", - "issue:44297|issue:44623", "issue:43994|issue:46726", + "issue:44297|issue:44623", "issue:44749|issue:45656", "issue:43701|issue:44749", "issue:44871|issue:46132", @@ -13889,218 +13843,192 @@ "issue:42994|issue:43482", "issue:28282|issue:30990", "issue:45375|issue:45478", - "issue:44188|issue:46851", - "issue:43475|issue:46821", - "issue:43232|issue:43673" + "issue:44188|issue:46851" ], - "prepared_review_unit_hash": "21e0208a65cc23330133d4b9ce07645c9d371230ccfbdb8a164e668e0c5723bf", + "prepared_review_unit_hash": "bdcf6ab459cc4fb1fe5e157a7eac26c5957ca8bf05f27b16dab2c60156fedd1d", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36783, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "serialized_chars": 36830, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose collection of unrelated Transformers issues spanning model loading, generation/cache, serialization, and model-specific regressions. No pull requests are present. I found no soft pair that is clearly the same underlying bug with enough specificity to merge, so I kept all soft edges rejected.", - "confidence": 0.91, - "canonical_issue_reason": "If forced to pick one representative issue, 46858 is the clearest concrete core-runtime regression: it names a specific failing path (_prefill/cache.get_seq_length on static cache with torch.compile on non-CUDA backends) rather than a broad symptom.", + "summary": "A grab bag of mostly unrelated Transformers v5 regression tickets and model-specific bugs. The soft-similarity pairs share broad themes, but none look like the same concrete defect or mergeable PR.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43646 is the broadest, most representative user-facing v5 regression in the set; it captures the cluster\u2019s general theme better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "46858 is the best global representative because it is precise, actionable, and tied to a core cache/generation bug that is easy to understand and likely to have high impact.", + "best_issue_reason": "issue:44623 is a clean, concrete API regression report and a strong representative issue for this cluster of save/load failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different failures: ZeRO/from_pretrained initialization vs duplicate optimizer stepping under deepspeed." + }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation choice and the other is a config/model-type mismatch warning; different bug classes." + "reason": "Same SAM 3 area, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated bugs: Windows/ROCm import dependency issue vs RT-DETR forward shape mismatch." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading failure and an accuracy regression after upgrade are unrelated failure modes." + "reason": "Tokenizer loading failure and accuracy regression are different code-paths and different symptoms." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Both mention warnings, but one is about tie_word_embeddings and the other is a stale num_return_sequences warning; not the same issue." + "reason": "Both are stale warning complaints, but they concern different configs and different warnings." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Stale indexer cache on second forward pass and missing mm_token_type_ids defaults are different problems." + "reason": "Cache return-type bug vs LlamaConfig validation; not the same defect." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL is unrelated to a tie_word_embeddings warning." + "reason": "Weight-shape mismatch on Qwen3-VL is unrelated to a tie_word_embeddings warning." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "StaticCache seq_length return-type bug and LlamaConfig head_dim validation are separate code paths." + "reason": "Second-forward crash in GlmMoeDsa and Gemma fine-tuning token IDs are distinct issues." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel branching and Gemma pipeline roundtrip behavior are unrelated." + "reason": "Attention-kernel divergence under torch.compile does not match a Gemma pipeline roundtrip issue." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions API acceptance failure is not the same as a Gemma pipeline token roundtrip bug." + "reason": "Chat-completions API rejection is a different bug from the Gemma pipeline roundtrip failure." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as a Gemma pipeline failure." + "reason": "An isolated reproduction of another issue is not the same as the Gemma roundtrip bug." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve cache/compile themes, but one is divergent attention kernels from branching and the other is spurious recompilation from lazy cache init; not the same bug." + "reason": "Compile-time attention divergence vs cache lazy initialization recompilation are different mechanisms." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Second-forward stale cache and flash_attention s_aux=None crash are different failures." + "reason": "Stale indexer cache crash and flash-attention s_aux=None AttributeError are unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram dtype support and missing chat template on a processor are unrelated." + "reason": "MPS histogram support error has nothing to do with missing chat templates." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Docstring helper crash under future annotations and static-cache seq_length/device-tensor arithmetic are unrelated." + "reason": "Docstring annotation handling and cache seq-length tensor arithmetic are separate bugs." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy Conv2d in SAM3 and MaskGenerationPipeline final-batch handling are different issues." + "reason": "SAM 3 decoder construction and MaskGenerationPipeline batching are unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and a performance regression during filtering are unrelated." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Tokenizer config mismatch on save and missing processor files on save are both serialization-related, but they are different APIs and symptoms; not enough to call them the same bug." + "reason": "Tokenizer AttributeError and performance slowdown after upgrade are different regressions." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Nonsensical SigLIP2 model outputs and missing vision-backend image processor handling are different problems." - }, - { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "Data filtering slowdown and duplicated optimizer steps under deepspeed are unrelated." - }, - { - "left": "issue:43701", - "right": "issue:44749", - "accept": false, - "reason": "Checkpoint key mismatch and a performance regression do not describe the same failure." - }, - { - "left": "issue:44871", - "right": "issue:46132", - "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." + "reason": "Bad results from AutoModel/pipeline and missing vision backend detection are not the same failure." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "A general v5 custom-model-init breakage and ESM2-specific breakage are not the same underlying bug." + "reason": "Related save_pretrained area, but tokenizer_class metadata mismatch is distinct from missing processor files." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files and doubled deepspeed optimizer steps are different subsystems and symptoms." + "reason": "Processor save_pretrained file loss and double optimizer stepping are unrelated." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and empty-list apply_chat_template IndexError are unrelated." + "reason": "FlashAttention crash on Ministral-3 and empty-list chat template IndexError are different code paths." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing fpn_position_embeddings on Sam3 output and missing config fields with trust_remote_code are different issues." + "reason": "Missing SAM 3 vision output field and trust_remote_code config field loss are not the same bug." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and distinct bugs." + "reason": "Quantized saving failure and GGUF loading failure are separate model I/O problems." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "ImportError for missing PyTorch and Sentence Transformers hanging on load are unrelated." + "reason": "Missing PyTorch import error and Sentence Transformers hanging on load are different issues." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "These are related in model family and loading path, but one is a specific config field being dropped while the other is a broad from_pretrained error; not enough evidence they are the same concrete bug." + "reason": "Missing strict config field and a v5.4.0 from_pretrained failure on Qwen3.5 Moe are related by model family only, not the same defect." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Attention-kernel branching under torch.compile and Qwen3.5 variable-length position_ids handling are different failures." - }, - { - "left": "issue:43475", - "right": "issue:46821", - "accept": false, - "reason": "Sam3 vision-encoder missing field and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "A generation kwargs update bug after sync_gpus and a missing cache during chunked_prefill are both generation-related but clearly different code paths." + "reason": "torch.compile attention-kernel divergence is unrelated to variable-length position_ids handling in Qwen3.5." } ] }, @@ -14116,7 +14044,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 46, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -14129,18 +14057,19 @@ "issue:41628", "issue:42371", "issue:42673", - "issue:42831", "issue:42994", + "issue:43232", "issue:43278", - "issue:43504", + "issue:43475", "issue:43525", + "issue:43673", "issue:43704", "issue:43723", "issue:43784", - "issue:43824", "issue:43873", "issue:43986", "issue:44038", + "issue:44188", "issue:44222", "issue:44351", "issue:44373", @@ -14160,7 +14089,6 @@ "issue:45375", "issue:45397", "issue:45406", - "issue:45561", "issue:45593", "issue:45753", "issue:46202", @@ -14169,23 +14097,27 @@ "issue:46463", "issue:46701", "issue:46726", + "issue:46821", "issue:46851", "issue:46877" ], "soft_pairs": [ + "issue:43475|issue:46821", + "issue:43232|issue:43673", "issue:44964|issue:45137", "issue:44869|issue:45356", - "issue:43986|issue:46726", - "issue:45310|issue:45375", + "issue:39692|issue:46726", "issue:41628|issue:44933", + "issue:45310|issue:45375", "issue:46463|issue:46877", - "issue:39692|issue:46726", + "issue:43986|issue:46726", + "issue:44373|issue:46851", "issue:45230|issue:45397", "issue:44038|issue:44623", - "issue:44373|issue:46851", "issue:43723|issue:46326", - "issue:42371|issue:45092", "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43232|issue:44188", "issue:43873|issue:44945", "issue:45406|issue:46202", "issue:43784|issue:46399", @@ -14194,134 +14126,149 @@ "issue:45593|issue:46877", "issue:41628|issue:44351", "issue:36010|issue:41628", - "issue:43278|issue:45137", - "issue:45081|issue:45103", "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:43278|issue:45137", "issue:44038|issue:45310", "issue:42673|issue:43704", - "issue:44222|issue:45310", - "issue:42994|issue:43824", - "issue:42831|issue:44222", - "issue:43504|issue:45561" + "issue:44222|issue:45310" ], - "prepared_review_unit_hash": "81b1ab48c68a08b796c4a8e08b4cef0ffc0063c2a26bc3152ce3fa35570df57b", + "prepared_review_unit_hash": "0c85474418513c5ce5392c069bbcd55e32e03b6cb1d34b9716bb1ffc20d2f5e4", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35841, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "serialized_chars": 36406, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form a broad duplicate set. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report (issue:42673 and issue:43704); the rest are separate bugs spanning imports, tokenizers, quantization, processors, and model-specific regressions.", - "confidence": 0.92, - "canonical_issue_reason": "issue:42673 is the strongest anchor because it has a true duplicate in issue:43704 with the exact same title and bug description, while also having much richer discussion context.", + "summary": "The set is mostly heterogeneous; only the Qwen3ForCausalLM VRAM leak reports are a clear duplicate. Most other soft matches are broad similarity matches around imports, tokenizers, or generation APIs but describe different concrete failures and should not be merged.", + "confidence": 0.87, + "canonical_issue_reason": "issue:42673 is the clearest canonical report: it is a concrete, well-scoped VRAM leak bug and is an exact duplicate of issue:43704 by title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue for the only confirmed duplicate pair in this cluster.", + "best_issue_reason": "issue:42673 is the strongest issue to anchor the cluster because it is the only exact duplicate pair here and has the fuller discussion/activity footprint.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different models and different AttributeErrors; no evidence they share the same code path." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is about sync_gpus/_update_model_kwargs and the other about chunked_prefill cache handling; not the same bug." + }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different failures: Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + "reason": "Unrelated failures: model loading for Phi-4-multimodal versus a DeepSpeed ZeRO3 deque error." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenization, but one is a Whisper timestamp decode crash and the other is a Kimi tokenizer regression with mistral regex handling." + "reason": "Both are tokenizer-related, but they affect different models and different failure modes; not duplicate evidence." }, { - "left": "issue:43986", + "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Both mention processor/backend availability, but they are different code paths and errors (torchvision-missing video model vs unrecognized image processor)." + "reason": "One is a SigLIP2 doc example/model-processor mismatch; the other is an AutoProcessor backend-missing error." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Same model family, but one is a from_pretrained error and the other is a missing config field silently dropped; not enough to treat as the same bug." + "reason": "Both are import problems, but for different symbols/modules; too broad to be the same underlying bug." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Both are import errors, but they concern different symbols and modules; no evidence of one underlying fix." + "reason": "Likely related Qwen3.5/Moe loading issues, but one is a generic from_pretrained error and the other is a specific missing config field; not enough to treat as the same bug." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Unrelated: T5 decoder-input validation message vs auto_docstring import-time diagnostics output." + "reason": "A decoder-input validation error and an auto_docstring import-time logging issue are unrelated." }, { - "left": "issue:39692", + "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 documentation/example errors are not the same bug as AutoProcessor backend-missing runtime handling." + "reason": "Video AutoProcessor missing torchvision handling is unrelated to the SigLIP2 documentation/quantization issue." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring mismatch versus a Qwen3.5 variable-length input runtime bug; different problem domains." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report vs Gemma-4 ZeRO3 from_pretrained failure; no shared underlying code-path." + "reason": "Generic bug report versus a specific gemma-4 ZeRO3 loading issue; no concrete overlap." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe load incompatibility and processor.save_pretrained missing files are separate issues." + "reason": "Qwen3-VL-Moe compatibility bug and processor.save_pretrained missing files are different issues." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Docstring mismatch for position_ids is unrelated to a runtime variable-length input bug." + "reason": "Tokenizer loading in v5 and continue_final_message behavior with mistral_common are distinct failures." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different bugs despite both touching tokenization." + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 API guidance and InternVL2 meta-initialization compatibility are not the same bug." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different defects." + "reason": "Generation cache handling and attention-kernel divergence under torch.compile are separate code paths." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Offloading/quantization behavior and pipeline-parallel incorrect output are separate issues." + "reason": "Quantization offloading behavior and pipeline-parallel wrong outputs are different issues." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma processor missing _tokenizer and Gemma roundtrip on \u2581 are different failure modes." + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are not the same defect." }, { "left": "issue:43784", @@ -14333,85 +14280,73 @@ "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output corruption and Qwen3.5 infinite-loop-on-image are different bugs." + "reason": "Pipeline-parallel output corruption and a Qwen3.5 infinite-loop image bug are different failures." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "LwDetrImageLoss AMP crash and auto_docstring stdout diagnostics are unrelated." + "reason": "AMP/CUDA crash in LwDetrImageLoss versus auto_docstring stdout diagnostics are unrelated." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring import-time logging." + "reason": "Missing auxiliary losses in D-FINE and auto_docstring import-time logging are unrelated." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import/export regressions, but they involve different missing symbols and different modules." + "reason": "Both are import errors, but they concern different public APIs and likely different fixes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are different missing-export regressions." + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate public API regressions." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to a ZeRO3 deque error." + "reason": "Gemma pipeline roundtrip bug and DiffusionGemmaGenerationOutput pipeline failure are related only by model family, not by exact bug." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are distinct code paths." + "reason": "Mistral tokenizer regex crash and auto_docstring future-annotations crash are unrelated AttributeErrors." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype drift in evaluation and a ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Both involve Gemma, but the pipeline roundtrip bug and the image-text-to-text pipeline failure are not the same underlying issue." + "reason": "Different Qwen MoE variants and different symptoms; too broad to be the same concrete issue." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same VRAM leak report for Qwen3ForCausalLM in multiple dataloader threads; clearly the same bug." + "reason": "Exact same title and same VRAM leak symptom for Qwen3ForCausalLM in multiple dataloader threads; clear duplicate." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained moe and Qwen3.5 from_pretrained error are different operations and failures." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized model saving failure is unrelated to Qwen2_5_VL import failure." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Both mention FP8, but one is an accuracy problem and the other is a saving bug; not the same fix." - }, - { - "left": "issue:43504", - "right": "issue:45561", - "accept": false, - "reason": "Legacy-field model loading bug and pytest-xdist file race are unrelated." + "reason": "FP8 save_pretrained bug and Qwen3.5 MoE from_pretrained error are different failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly duplicate pair is issue:42673 and issue:43704, which share the exact same title, and the discussion-count contrast supports the canonical anchor choice. The other soft-edge rejections are appropriately conservative and do not overclaim equivalence from weak title similarity alone." + "feedback": "Grounded and conservative overall. The canonical choice is supported by the exact title duplicate between issue:42673 and issue:43704, and the rest of the soft-edge rejections stay appropriately cautious given only loose topical similarity in the packet." }, "evaluator_used": true, "retried": false, @@ -14424,7 +14359,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 47, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -14436,16 +14371,17 @@ "issue:30333", "issue:30990", "issue:33290", - "issue:34689", "issue:35141", "issue:39692", "issue:42175", - "issue:42222", "issue:42673", + "issue:42831", "issue:42898", + "issue:42994", "issue:43232", "issue:43295", "issue:43479", + "issue:43504", "issue:43723", "issue:43784", "issue:43824", @@ -14453,6 +14389,7 @@ "issue:43976", "issue:44016", "issue:44079", + "issue:44222", "issue:44496", "issue:44568", "issue:44623", @@ -14464,9 +14401,7 @@ "issue:44933", "issue:45092", "issue:45103", - "issue:45200", "issue:45310", - "issue:45356", "issue:45405", "issue:45561", "issue:45600", @@ -14481,22 +14416,25 @@ "issue:46909" ], "soft_pairs": [ - "issue:43232|issue:44792", + "issue:42994|issue:43824", + "issue:42831|issue:44222", + "issue:43504|issue:45561", "issue:45561|issue:45600", + "issue:43232|issue:44792", "issue:42175|issue:44933", "issue:44496|issue:45561", - "issue:45405|issue:46877", "issue:43976|issue:44933", + "issue:45405|issue:46877", "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:44623|issue:45310", + "issue:46077|issue:46123", "issue:42673|issue:46693", - "issue:43479|issue:44869", "issue:42898|issue:45812", + "issue:43479|issue:44869", "issue:43723|issue:44568", "issue:44016|issue:46231", "issue:44625|issue:46877", @@ -14507,219 +14445,216 @@ "issue:44734|issue:45103", "issue:43874|issue:45092", "issue:27957|issue:30333", - "issue:42898|issue:43295", - "issue:30333|issue:34689", - "issue:42222|issue:45200", - "issue:42898|issue:45356" + "issue:42898|issue:43295" ], - "prepared_review_unit_hash": "fc90859cc6d22c238cdeda93e0f9c6dabb80094b3d5c808020df59e56683eb80", + "prepared_review_unit_hash": "fe9d2f6a32e86493f00c96374aef8e26a13b0c13aeea3bd0f7be527e8dbab173", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36369, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; none of the soft pairs look like the same underlying bug/change. I\u2019d keep issue 45812 as the best representative standalone issue because it describes a broad, high-impact silent tokenizer regression.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 45812 is the strongest canonical issue here: it reports a broad, concrete regression affecting all Granite models, with clear user impact and a precise failure mode.", + "summary": "The cluster is heterogeneous: tokenizer regressions, multimodal/model-loading bugs, training/runtime issues, docs problems, and packaging/import failures. None of the soft pairs look like the same underlying bug or change, so no duplicate merge is warranted.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is also the best standalone issue in the cluster: it is actionable, high-impact, and more central than the narrower infra/docs/config reports around it.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure vs missing Qwen2_5_VLForConditionalGeneration import; unrelated bugs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 vs FP8 save_pretrained failure for MoE; different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Different problems: generation kwargs/sync_gpus handling vs janus image-generation test failure." + "reason": "Beit pretrained preset loading bug vs pytest-xdist file race; unrelated subsystems." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Unrelated: xdist race on captured_info.txt vs broken auto_mappings references to removed configs." + "reason": "Captured_info.txt race in tests vs stale auto_mappings config references; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug vs janus image generation test failure; not the same issue." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Different code paths: missing TensorFlow backend in install extras vs nonexistent image_utils import." + "reason": "Missing TensorFlow backend in install extra vs nonexistent image_utils import; unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated model loading/config error vs testing-utils file race." + "reason": "Unrecognized model config error vs test file race; no overlap beyond being closed issues." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Package version bump issue vs auto_docstring stdout noise; not the same bug." + "reason": "Python version compatibility issue vs image_utils import problem; unrelated." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "Python version compatibility problem vs image_utils import error." + "reason": "PEFT minimum version bump vs auto_docstring stdout diagnostics; different maintenance issues." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on training failure vs deepspeed adafactor OOM; different symptoms and fixes." + "reason": "MLflow reporting on failed jobs vs OOM with Adafactor/Deepspeed; both training-related but distinct bugs." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang in Sentence Transformers vs embedding reinitialization after resize; not the same failure." + "reason": "SentenceTransformers loading stall vs embedding resize/reinit bug; unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they are different behaviors and model-specific bugs." + "reason": "Different tokenizer regressions: cleanup-space behavior vs missing BOS/EOS on add_special_tokens." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Install/backend dependency issue vs leftover dummy classes leaking into namespace/check_repo." + "reason": "Packaging/backend dependency issue vs leftover dummy classes in repo checks; unrelated." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Multimodal config initialization bug vs classifier output field misassignment." + "reason": "Phi4 multimodal config default initialization vs VideoPrism output field mix-up; different model families and bugs." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Causal mask construction bug vs batch-finalization bug in MaskGenerationPipeline; unrelated." + "reason": "Missing processor.save_pretrained files vs Qwen3.5 MoE from_pretrained error; not the same defect." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Saving processor artifacts vs Qwen3.5 MoE from_pretrained load failure; different paths." + "reason": "Attention-mask construction bug vs partial-batch pipeline bookkeeping bug; unrelated." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak with multiple dataloader threads vs FA2 long-context performance regression; not the same defect." + "reason": "VRAM leak with multiple dataloader threads vs FA2 long-context performance regression; different symptoms and causes." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Different multimodal/model bugs: config defaults vs Whisper word-timestamp decode crash." + "reason": "Both are tokenizer regressions, but one is cleanup spacing and the other is wrong Granite token IDs; distinct bugs." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Both concern v5 tokenizer behavior, but one is a generic cleanup-space change and the other is a Granite-specific token-id regression." + "reason": "Multimodal config default handling vs Whisper word timestamp decode crash; unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer loading failure vs missing BOS/EOS insertion for one tokenizer model." + "reason": "AutoTokenizer v5 loading issue vs add_special_tokens BOS/EOS regression; same area, different concrete behavior." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs docs parameter-name mismatch." + "reason": "Notebook syntax error vs docs parameter name mismatch; unrelated documentation problems." }, { "left": "issue:44625", "right": "issue:46877", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs docstring import-time stdout diagnostics." + "reason": "Qwen3.5 num_labels propagation bug vs docstring lint stdout noise; different areas." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "SigLIP2 example errors vs DIA documentation example breakage; different docs and failures." + "reason": "SigLIP2 example with model/processor mismatch vs DIA doc example broken; both docs, but not the same example or bug." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Tokenizer behavior change in v5 vs Deepseek tokenizer producing incorrect results; related area but not the same bug." + "reason": "Two tokenizer regressions, but different models and symptoms; not mergeable as one fix." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config defaults vs ModelOutput key assignment logic; unrelated." + "reason": "Multimodal config defaults vs ModelOutput key assignment bug; unrelated." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import/loading issues: sentence-transformers NameError vs missing Qwen2_5_VL export." + "reason": "Import error in sentence-transformers due to missing nn vs missing Qwen2_5_VLForConditionalGeneration import; unrelated imports." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Generation/KV-cache indexing bug vs auto_docstring crash with future annotations; unrelated." + "reason": "Serve KV-cache indexing crash vs auto_docstring future-annotations crash; different code paths." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Image processor API missing method vs old InternVL2 remote-code checkpoint/meta-init incompatibility." + "reason": "Missing image-patch helper in GLM46V processor vs InternVL2 meta-init incompatibility; different multimodal loading bugs." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 model support vs MLflow job-reporting bug; no shared underlying change." + "reason": "FA2 support for XLMRoberta vs MLflow reporting after failed training; unrelated." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 vs regression in custom code accessing processor.tokenizer/passing images; different breakages." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "MLflow reporting bug vs Llama 3.2 Vision model-loading regression; unrelated." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "Broken VitPose model files vs Gemma 4 multimodal token-type-id defaulting." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Generic v5 tokenizer cleanup change vs Kimi-K2.5 codec/regex regression; same subsystem but different concrete bug." + "reason": "Tokenizer cleanup regression vs processor.tokenizer/image handling regression; different API breakages." } ] }, @@ -14735,7 +14670,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 48, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -14746,14 +14681,16 @@ "issue:22355", "issue:28282", "issue:30333", + "issue:34689", "issue:36331", "issue:41628", + "issue:42222", "issue:42757", "issue:42796", "issue:42831", + "issue:42898", "issue:43116", "issue:43122", - "issue:43232", "issue:43479", "issue:43644", "issue:43723", @@ -14761,7 +14698,6 @@ "issue:44075", "issue:44190", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", "issue:44360", @@ -14773,264 +14709,263 @@ "issue:44933", "issue:44977", "issue:45071", - "issue:45092", "issue:45125", + "issue:45200", "issue:45245", "issue:45310", + "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:45834", "issue:46082", "issue:46132", "issue:46209", "issue:46231", - "issue:46424", "issue:46614", "issue:46710", "issue:46762", "issue:46932" ], "soft_pairs": [ + "issue:42222|issue:45200", + "issue:30333|issue:34689", + "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:43116|issue:44190", - "issue:30333|issue:36331", "issue:45405|issue:45712", + "issue:30333|issue:36331", "issue:22355|issue:28282", "issue:44222|issue:44297", - "issue:44060|issue:45125", "issue:44075|issue:46231", + "issue:44060|issue:45125", "issue:44448|issue:46132", "issue:44933|issue:45712", - "issue:42831|issue:44623", - "issue:44360|issue:46762", "issue:42796|issue:43723", + "issue:44360|issue:46762", + "issue:42831|issue:44623", "issue:44297|issue:45656", "issue:45245|issue:46132", "issue:44222|issue:44623", "issue:43479|issue:43644", "issue:46132|issue:46710", - "issue:41628|issue:42757", "issue:44373|issue:44485", + "issue:41628|issue:42757", "issue:44297|issue:45310", "issue:45071|issue:46082", "issue:43723|issue:44977", "issue:46614|issue:46932", "issue:44222|issue:44484", "issue:43122|issue:46209", - "issue:44190|issue:46082", - "issue:44263|issue:45092", - "issue:43232|issue:46424", - "issue:43232|issue:45834" + "issue:44190|issue:46082" ], - "prepared_review_unit_hash": "f6410a1fa95f9236a1de11a57a86ed1b41f7942735395b3bd9e91575a671e691", + "prepared_review_unit_hash": "8b732b145c35d938a68f826195219ac2eaeab777e7ce84f2ef40ab78c27897e1", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35760, - "estimated_input_tokens": 8940, - "estimated_eval_tokens": 18136 + "serialized_chars": 35832, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated import, training, tokenizer, config, and serialization bugs. None of the soft pairs look like the same underlying change or defect, so all soft edges are rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the issues span multiple unrelated subsystems and failure modes, so there is no clear duplicate representative.", + "summary": "The set is a loose semantic cluster of unrelated Transformers issues; most are model-, tokenizer-, config-, or tooling-specific regressions that only share generic language around imports, loading, or v5 behavior. No soft pair looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43723 is the closest thing to a cluster center because it is a broad core-loading regression report ('AutoTokenizer.from_pretrained in v5') rather than a very narrow model-specific or documentation-only bug. That said, the cluster does not contain a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster is not a duplicate set; the closest-looking items still differ in concrete code path and symptom.", + "best_issue_reason": "Issue 43723 is the most generally reusable representative among these reports; it targets a common API path and is easier to triage as a canonical reference than the narrower, more specialized issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different models and different failure modes: vitpose model breakage vs Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated subsystems: MLflow job-finalization reporting vs Llama 3.2 vision model loading regression." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete bugs differ: global clean_up_tokenization_spaces behavior vs Kimi-K2.5 codec/warning handling." + }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer read error is unrelated to DeepSpeed calling optimizer.step twice." + "reason": "No shared code-path problem: position_ids buffer access vs optimizer stepping twice under deepspeed." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Empty multi-label results in an example script is not the same bug as failing to load a local dataset." + "reason": "Both involve example scripts, but they are different scripts and different bugs (multi-label classification output vs local dataset loading)." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "MLflow reporting on failed training and CustomTrainer.compute_loss signature mismatch are different problems." + "reason": "Release/version requirement mismatch is unrelated to dummy class cleanup in dummy_pt_objects.py." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "A PEFT version bump and leftover dummy classes failing repo checks are unrelated." + "reason": "Different training-stack issues: MLflow reporting on failure vs CustomTrainer compute_loss signature change." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx and missing PyTorch for AutoModel are distinct import errors." + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is a missing PyTorch dependency." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer_class metadata mismatch." + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is tokenizer config metadata mismatch." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Qwen3-Next tied-weights warning and missing _tp_plan for Qwen3_5MoE are different model bugs." + "reason": "Optimizer behavior bug and documentation typo are not the same underlying change." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Unused SGD args and a docstring parameter name mismatch are not the same defect." + "reason": "Same general model family, but different concrete bugs: tied-weights warning vs missing tensor-parallel plan." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are separate code paths." + "reason": "Different issues in different code paths: Pegasus output regression vs AttentionInterface registration semantics." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "A missing import from image_utils is unrelated to dummy classes leaking into dir(transformers)." + "reason": "Both touch imports/dummy objects, but one is a missing import from image_utils and the other is stale dummy class leakage." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are not the same as processor.save_pretrained missing files." + "reason": "Both are tokenizer-related, but one is BPE-marker handling and the other is loading AutoTokenizer in v5; not the same bug." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "A missing ReLU in the DSA indexer is not the same as Minimax MSA numerical drift." + "reason": "Numerical discrepancy reports, but they concern different attention mechanisms and different root causes." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer BPE marker handling and AutoTokenizer.from_pretrained loading failures are different issues." + "reason": "Accuracy loss from FineGrainedFP8 is unrelated to missing files in processor.save_pretrained." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to DeepSpeed optimizer stepping." + "reason": "Tokenizer save metadata mismatch and double optimizer steps are unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limits and AttentionInterface.register behavior are unrelated." + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:44222", - "right": "issue:44623", + "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different serialization bugs." + "reason": "Both involve saving models, but one is FP8 MoE save_pretrained behavior and the other is a question about shard size defaults." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4MultimodalConfig None-handling and non-persistent buffer junk are unrelated initialization problems." + "reason": "Config initialization with None and non-persistent buffer junk are different bugs in different mechanisms." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "AttentionInterface.register behavior change does not match the DeepSeek accuracy regression." + "reason": "An API behavior change in AttentionInterface is too broad to be the same as a specific model accuracy regression." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Missing AutoImageProcessor from transformers and missing is_offline_mode from huggingface_hub are distinct import issues." + "reason": "Docstring correction and GLM-5 RoPE implementation are not the same code-path problem." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "A wrong docstring for position_ids is not the same as a GLM-5 RoPE implementation bug." + "reason": "Different missing imports from different packages: transformers vs huggingface_hub." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "Tokenizer save-pretrained metadata mismatch is not the same bug as a Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking breakage and LlamaConfig head_dim validation are different config bugs." + "reason": "Both are config-related regressions, but they are distinct: PretrainedConfig type checking vs LlamaConfig head_dim validation." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation regression are not the same bug." + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation issue are different failure modes." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 quantized vision/audio dtype casting are unrelated." + "reason": "Phonemizer backend state bug is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is the max_shard_size default." + "reason": "Repeated pair; still not the same underlying bug: FP8 MoE save_pretrained vs shard-size default question." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization changes across versions and FP8 inference failure on B200 are unrelated." + "reason": "Tokenization regression across versions is unrelated to FP8 inference failure on B200." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading failure is not the same as LlamaConfig head_dim validation." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "GlmMoeDsaIndexer torch.split output handling and remote-code meta init incompatibility are different issues." - }, - { - "left": "issue:43232", - "right": "issue:46424", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and cache max length handling are unrelated cache/generation behaviors." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Generation kwargs update and Kosmos2.5 OCR index errors are not the same bug." + "reason": "Example-script dataset loading bug and LlamaConfig validation bug are unrelated." } ] }, @@ -15046,7 +14981,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 49, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -15061,7 +14996,6 @@ "issue:38175", "issue:39401", "issue:41628", - "issue:42757", "issue:42831", "issue:42886", "issue:42907", @@ -15085,13 +15019,12 @@ "issue:44623", "issue:44829", "issue:45092", - "issue:45278", "issue:45310", "issue:45357", "issue:45381", "issue:45406", - "issue:45593", "issue:45753", + "issue:45834", "issue:46002", "issue:46050", "issue:46209", @@ -15099,257 +15032,258 @@ "issue:46328", "issue:46369", "issue:46402", + "issue:46424", "issue:46431", "issue:46655", "issue:46909" ], "soft_pairs": [ + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:43232|issue:45834", "issue:43475|issue:46305", + "issue:30990|issue:38175", + "issue:46305|issue:46655", "issue:46209|issue:46431", "issue:44295|issue:44623", - "issue:46305|issue:46655", - "issue:30990|issue:38175", "issue:44263|issue:44360", - "issue:44263|issue:44373", "issue:45092|issue:45357", + "issue:44263|issue:44373", "issue:42907|issue:46050", - "issue:42831|issue:45310", - "issue:44279|issue:46328", "issue:46369|issue:46909", + "issue:42831|issue:45310", "issue:45381|issue:46305", "issue:44483|issue:45406", + "issue:44279|issue:46328", "issue:22355|issue:27957", + "issue:44829|issue:46002", "issue:43644|issue:46305", "issue:44261|issue:45092", - "issue:44829|issue:46002", "issue:42831|issue:44038", - "issue:41628|issue:43824", "issue:43408|issue:46402", + "issue:41628|issue:43824", "issue:42831|issue:45753", "issue:22355|issue:28218", "issue:39401|issue:44568", "issue:42886|issue:43066", "issue:27957|issue:30990", - "issue:44188|issue:44373", "issue:42886|issue:42994", - "issue:42757|issue:45278", - "issue:43408|issue:46369", - "issue:43232|issue:45593" + "issue:44188|issue:44373" ], - "prepared_review_unit_hash": "40b4395056d22cefa8ec528b1e92fd03f3731fb13b83be3a6a56ec9c579d887c", + "prepared_review_unit_hash": "575e796a5ce885d4f52d7a68e154c1651e7f6e54943ef425f6cd43ec26a7664b", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36516, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "serialized_chars": 35956, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change closely enough to merge. The set is mostly unrelated issues within Transformers, often sharing only broad themes like tokenizers, imports, model loading, or serialization.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, quantization, cache, attention, and documentation issues across different models and code paths. None of the soft-linked pairs look like the same underlying bug, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are unrelated enough that the soft links appear to be false positives rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46305 is the most specific, concrete, and actionable bug report in the set (a precise off-by-one in sliding_window_mask_function with clear expected vs actual behavior).", + "best_issue_reason": "No best issue candidate: none of these issues is a clear representative of a duplicate group, since the cluster does not cohere around one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Different SAM3 memory/attribute failure vs MoonshineStreaming mask off-by-one; unrelated code paths." + "reason": "Different bugs: a torch.split/indexer issue versus a remote-code/meta-initialization compatibility issue." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "FP8 inference on B200 vs missing chat template error; no shared bug mechanism." + "reason": "Unrelated code paths: generation kwargs after sync_gpus versus cache max_cache_length handling." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Buffer registration/readback issue vs processor save_pretrained file omission; both serialization-adjacent but not the same defect." + "reason": "Generation internals and a Kosmos2.5 OCR index error are not the same bug." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Different streaming/video processor logic and different off-by-one/padding behavior." + "reason": "Different models and failures: missing SAM3 vision encoder attribute versus MoonshineStreaming mask off-by-one." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Loading stall vs zero probabilities; different runtime symptoms and model paths." + "reason": "Both are model-related, but one is loading hang and the other is zero probabilities in a different model." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the specific off-by-one mask bug and padding-calculation bug are different." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to missing chat template support in a processor." + }, + { + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "DSA indexer split behavior vs lack of ReLU in a different indexer; not the same bug." + "reason": "Different serialization problems: reading position_ids after buffer registration versus save_pretrained missing files." }, { "left": "issue:44263", - "right": "issue:44373", + "right": "issue:44360", "accept": false, - "reason": "Indexer torch.split values vs docstring typo for position_ids; one is functional, one documentation-related." + "reason": "Completely different logic errors: torch.split return values versus a missing ReLU in a DSA indexer." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta initialization incompatibility vs incorrect visual encoder keys on save_pretrained; distinct save/load issues." + "reason": "Different regressions: meta-init incompatibility for InternVL2 versus wrong visual encoder keys on Qwen3.5 save_pretrained." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models vs sinq quantized model round-trip breakage; different quantization pipelines." + "reason": "Indexing bug versus a docstring typo; not the same underlying issue." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "FineGrainedFP8 accuracy regression vs Qwen3.5 from_pretrained error; different failure modes." + "reason": "Both touch save/load of quantized models, but they affect different quantization paths and failure modes." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "Generic dependency issue vs pad performance inefficiency; unrelated." + "reason": "A SAM3 LiteText memory overflow is unrelated to a broken documentation example for DIA." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "SAM3-LiteText memory overflow vs documentation example bug; unrelated." + "reason": "Different model families and symptoms: SigLIP2 zero probabilities versus Qwen3.5 MoE from_pretrained error." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL video position_ids bug vs MoonshineStreaming mask off-by-one; different models and code paths." + "reason": "Both are sequence-positioning bugs, but they occur in different models and mechanics; not the same code-path issue." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request rejection vs Gemma4Processor missing _tokenizer; unrelated API failures." + "reason": "An API request acceptance issue and a Gemma4Processor attribute error are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue and a padding performance issue are not duplicates." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "onnx import failure vs XLMRoberta Flash Attention 2 behavior; unrelated." + "reason": "Importing transformers.onnx and XLMRoberta Flash Attention 2 are unrelated problems." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both involve training quality, but one is Flash Attention 3 degeneracy and the other is NaNs after checkout/init; different causes." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk in v5.0 vs streaming mask off-by-one; different subsystems." + "reason": "Non-persistent buffer junk in v5 is unrelated to a streaming mask off-by-one bug." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA layernorm epsilon precision issue vs remote-code/meta-init incompatibility; not the same defect." - }, - { - "left": "issue:44829", - "right": "issue:46002", - "accept": false, - "reason": "Flash Attention 3 degenerate training vs NaNs after checkout+init; different training-path problems." + "reason": "A missing rms_norm_eps in MLA layernorm is not the same as a remote-code/meta-init incompatibility." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy issue vs Qwen3-VL-Moe from_pretrained error; not the same bug." + "reason": "Different failures in different models: SigLIP2 zero probabilities versus Qwen3-VL-Moe bug." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Two different import errors for different symbols; same broad area but not one underlying fix." + "reason": "A model-type/config mismatch warning and a missing text-encoder weight load are related only by SAM3 naming, not the same bug." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "sam3_tracker class mismatch warning vs sam3 model text encoder weights not loaded; different SAM3 issues." + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regression vs infinite loop on a specific image; unrelated symptoms and causes." + "reason": "Zero probabilities in SigLIP2 and an infinite loop on a specific Qwen3.5 image are unrelated." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "onnx import failure vs tokenizer added-space behavior; unrelated tokenizer/import topics." + "reason": "A missing module import and tokenizer spacing behavior are different classes of issues." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "offset_mapping bug vs add_special_tokens not adding BOS/EOS; both tokenizer issues but different mechanics." + "reason": "Both are tokenizer bugs, but offset_mapping and add_special_tokens/BOS-EOS handling are distinct." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5; different tokenizer regressions." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are separate tokenizer issues." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 model support vs Sentence Transformers loading stall; unrelated." - }, - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "torch.compile attention-kernel divergence vs docstring error; not the same kind of bug." + "reason": "Flash Attention 2 on XLMRoberta and a Sentence Transformers load hang are unrelated." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading vs quantized model saving failure; unrelated save/load paths." - }, - { - "left": "issue:42757", - "right": "issue:45278", - "accept": false, - "reason": "Single missing huggingface_hub symbol vs many import errors after upgrade; same ecosystem, not same underlying issue." - }, - { - "left": "issue:43408", - "right": "issue:46369", - "accept": false, - "reason": "SAM3 model-type warning vs SAM3-LiteText memory overflow; different failures." + "reason": "Tokenizer offline cache loading and quantized model saving are different subsystems and bugs." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs D-FINE auxiliary loss logic; unrelated." + "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring issue for position_ids." } ] }, @@ -15365,7 +15299,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 50, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -15380,9 +15314,11 @@ "issue:39401", "issue:41628", "issue:42371", + "issue:42757", "issue:42796", "issue:42907", "issue:43122", + "issue:43232", "issue:43408", "issue:43452", "issue:43475", @@ -15396,7 +15332,6 @@ "issue:44038", "issue:44060", "issue:44117", - "issue:44222", "issue:44263", "issue:44295", "issue:44297", @@ -15409,20 +15344,22 @@ "issue:44829", "issue:44945", "issue:44964", - "issue:45216", "issue:45278", "issue:45290", "issue:45381", - "issue:45478", + "issue:45593", "issue:45600", "issue:46002", "issue:46172", "issue:46326", - "issue:46614", + "issue:46369", "issue:46762", "issue:46909" ], "soft_pairs": [ + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:43232|issue:45593", "issue:42796|issue:43122", "issue:43646|issue:46002", "issue:45381|issue:46909", @@ -15431,15 +15368,15 @@ "issue:42907|issue:44945", "issue:42907|issue:44964", "issue:39401|issue:44488", - "issue:44295|issue:44297", "issue:43976|issue:44945", + "issue:44295|issue:44297", "issue:43576|issue:43784", "issue:42371|issue:44263", "issue:43756|issue:44060", - "issue:46172|issue:46762", "issue:42907|issue:43937", - "issue:41628|issue:45278", + "issue:46172|issue:46762", "issue:43784|issue:45600", + "issue:41628|issue:45278", "issue:44117|issue:44704", "issue:39401|issue:44521", "issue:44625|issue:44829", @@ -15450,232 +15387,210 @@ "issue:43122|issue:46326", "issue:42907|issue:43452", "issue:44038|issue:44297", - "issue:22355|issue:29159", - "issue:44038|issue:44295", - "issue:45216|issue:45478", - "issue:39401|issue:46614", - "issue:44038|issue:44222" + "issue:22355|issue:29159" ], - "prepared_review_unit_hash": "7fdd2f55d0218527b06b30d09e858ff09e2c0530c2e3d29cb331a2a1d5582c0d", + "prepared_review_unit_hash": "56c0662aa75d428e617159bf550e359392fa0a9efef0e79dbb663c839f1b2ca0", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36833, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "soft_pair_count": 31, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, multimodal, and API/regression bugs. The soft pairs mostly share only broad Transformers similarity, not the same concrete underlying defect, so none should be merged as duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45278 is the broadest regression report in the set and aligns with several import/breakage complaints, making it the least specific anchor.", + "summary": "This cluster is mostly a set of unrelated Transformers regressions across imports, tokenizers, generation, multimodal, and model-specific paths. None of the soft pairs look like true duplicates of the same underlying bug/change, so I would keep them separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45278 is the broadest and most representative triage anchor here: it captures a widespread import-regression theme, while the other issues are narrower model- or API-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "Best representative of the cluster\u2019s shared theme of Transformers v5 breakages; broad user impact and generic wording make it the most usable single issue anchor.", + "best_issue_reason": "issue:45278 is the best global issue representative because it is the most umbrella-like user-facing regression and can serve as the cluster's main reference point.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import failures, but one is a specific missing symbol from huggingface_hub and the other is a broad v5 import-regression report; not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3 problems: a model-type/config warning versus a memory overflow when loading sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg handling and D-FINE auxiliary-loss behavior are unrelated code paths." + }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-related, but one is a BPE-marker handling bug and the other is an offset_mapping regression; different failure modes." + "reason": "Both are tokenizer-related, but one is a Ministral BPE-marker bug and the other is a version-to-version tokenization change; different root causes." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are unrelated bugs." + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Video position-id regression vs a broken documentation example; not the same issue." + "reason": "Qwen2.5-VL video position IDs and a DIA documentation example are unrelated." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3Omni video-input ValueError and a docs-example issue are unrelated." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to a broken documentation example." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang for Sentence Transformers is not the same as a MacOS bus error on a CLIP model." + "reason": "Sentence Transformers loading hang and a MacOS bus error in CLIP are different failure modes and likely different fixes." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized save failure and incorrect pipeline-parallel LLM output are different code paths." + "reason": "Dequantized model saving and pipeline-parallel LLM output corruption are distinct runtime paths." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are separate failures." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to loading Phi-4 multimodal instruct." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and a model-load failure for sleng-bert are unrelated." + "reason": "A tokenizer offset-mapping bug is not the same as an inability to load a specific model." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Buffer access on position_ids and tokenizer_class mismatch on save_pretrained are different bugs." + "reason": "Python-version compatibility and pipeline-parallel output correctness are different issues." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Python version compatibility and pipeline parallelism output corruption are not the same defect." + "reason": "Reading a registered position_ids buffer and tokenizer_config class mismatches are separate save/load bugs." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env command and a NameError during sentence-transformers import are distinct import-time issues." + "reason": "A broken CLI env command and an import-time NameError in sentence-transformers are unrelated." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings guidance and a torch.split return-value bug have no concrete overlap." + "reason": "TF32 settings API guidance and a torch.split return-value issue in GlmMoeDsaIndexer do not share a code path." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are unrelated model-specific problems." - }, - { - "left": "issue:46172", - "right": "issue:46762", - "accept": false, - "reason": "DeepSeek-v4 transpose logic and Minimax MSA numerical differences are different implementations and symptoms." + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different model implementation bugs." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig handling are separate issues." + "reason": "Model-saving failure and GLM-5 GenerationConfig validation are unrelated." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Both involve imports, but one is a specific AutoImageProcessor import error and the other is a broad post-upgrade import regression." + "reason": "DeepSeek-V4 dtype/transpose behavior and Minimax MSA numerical differences are different attention/math issues." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError and broken auto_mappings references are unrelated import problems." + "reason": "Importing sentence-transformers with latest transformers and stale auto_mappings entries for Sam3LiteText configs are separate breakages." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific AutoImageProcessor import error is not the same underlying bug as a broad set of import errors after upgrade." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping None handling and AutoProcessor kwarg forwarding are different loader bugs." + "reason": "Tokenizer mapping fallback behavior and AutoProcessor cached_file kwarg propagation are different failure points." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset_mapping and multimodal assistant_masks are not the same underlying bug." + "reason": "Wrong tokenizer offset mappings and zero assistant masks in multimodal templates are distinct tokenizer/template bugs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and FA3-induced degenerate training are different failures." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file kwarg forwarding and chat-template crashing on tool-call messages are unrelated." + "reason": "AutoProcessor cached_file kwargs and apply_chat_template tool-call crashes are different API paths." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning and missing fpn_position_embeddings are separate SAM 3 issues." + "reason": "Both touch SAM3, but one is a config/model-type mismatch warning and the other is a missing attribute in vision encoder output." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization differences across versions and multimodal assistant_masks zeroing are different bugs." + "reason": "Version-related tokenization differences and multimodal assistant-mask generation are not the same bug." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are not the same defect." - }, - { - "left": "issue:43122", - "right": "issue:46326", - "accept": false, - "reason": "General tokenization changes and mistral_common continue_final_message behavior are different code paths." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Dequantized save failure and gguf_file loading breakage are unrelated model I/O bugs." + "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are unrelated model internals." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe model bug and tokenizer_class mismatch on save_pretrained are different issues." + "reason": "Qwen3-VL-Moe loading and tokenizer_class metadata mismatches are separate problems." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are different bugs." - }, - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Both touch Qwen3.5 save/load flows, but one is a save_pretrained regression and the other is a from_pretrained error; not the same concrete bug." - }, - { - "left": "issue:39401", - "right": "issue:46614", - "accept": false, - "reason": "Qwen3 tokenizer offset mapping and stale phonemizer language state are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Qwen3-VL-Moe loading/processing and FP8 save_pretrained for moe are different failure modes." + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated issues." } ] }, @@ -15691,7 +15606,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 51, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -15703,6 +15618,7 @@ "issue:29127", "issue:36296", "issue:38617", + "issue:39401", "issue:42175", "issue:42371", "issue:42673", @@ -15714,27 +15630,26 @@ "issue:43278", "issue:43493", "issue:43611", - "issue:43618", "issue:43824", - "issue:43825", "issue:43874", "issue:43937", "issue:43976", "issue:44038", - "issue:44075", "issue:44188", + "issue:44222", + "issue:44295", "issue:44351", "issue:44355", "issue:44485", "issue:44610", "issue:44625", "issue:44779", - "issue:44936", "issue:44938", "issue:44945", "issue:45072", "issue:45083", "issue:45200", + "issue:45216", "issue:45278", "issue:45357", "issue:45446", @@ -15744,13 +15659,16 @@ "issue:46231", "issue:46328", "issue:46614", - "issue:46829", "issue:46877", "issue:46909" ], "soft_pairs": [ - "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:44038|issue:44222", "issue:43116|issue:45200", + "issue:43824|issue:44351", "issue:43122|issue:44779", "issue:43278|issue:44945", "issue:36296|issue:43116", @@ -15762,8 +15680,8 @@ "issue:46231|issue:46877", "issue:43937|issue:44485", "issue:42898|issue:46614", - "issue:38617|issue:45278", "issue:43066|issue:44779", + "issue:38617|issue:45278", "issue:43611|issue:46002", "issue:43976|issue:45446", "issue:44038|issue:45478", @@ -15773,214 +15691,217 @@ "issue:44355|issue:46231", "issue:44625|issue:46002", "issue:42371|issue:43874", - "issue:45083|issue:45446", "issue:44610|issue:46909", - "issue:44075|issue:44936", - "issue:43618|issue:46829", - "issue:43116|issue:43825" + "issue:45083|issue:45446" ], - "prepared_review_unit_hash": "ef23e0b9ed7bcba275751fe665d3856a538fd429956baad05054371a3b7889e9", + "prepared_review_unit_hash": "338db466e34638615685215b17b2d4de5638929da9506f33cf99ecb37434693c", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35979, - "estimated_input_tokens": 8995, - "estimated_eval_tokens": 18246 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35707, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose similarity cluster around Transformers v5 regressions, import/API breakages, tokenizer/model-specific bugs, and assorted unrelated issues. I did not find any soft pair that clearly describes the same underlying bug/change.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster because it explicitly summarizes widespread import breakage after upgrading to 5.5.0; most other items are narrower, model-specific, or unrelated.", + "summary": "The cluster is heterogeneous: the soft pairs mostly share broad themes like tokenizers, imports, or Qwen3.5, but they do not look like the same concrete bug/change. I would not collapse any of the provided soft edges.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster since it captures the general upgrade/regression theme better than the more specific one-off bugs.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Both are import errors in Transformers, but they involve different missing symbols (`Qwen2_5_VLForConditionalGeneration` vs `HybridCache`) and likely different breakages." + "reason": "Both involve Qwen3.5 save/load behavior, but one is a bad save_pretrained checkpoint and the other is a from_pretrained load error for Qwen3.5-MoE; different failing paths." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "One is a multi-label example-script bug; the other is a Gemma 4 multimodal config default issue. Different code paths and symptoms." + "reason": "Different subsystems and symptoms: Qwen3-VL-Moe bug vs a position_ids buffer access error." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer regressions in v5, but for different models and outputs. Too broad to treat as the same bug." + "reason": "Both are tokenizer-related, but they affect different models and different code paths (offset mapping vs phonemizer backend state)." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Different failures: dtype mismatch between train/eval versus incorrect outputs under pipeline parallelism." + "reason": "Same broad MoE area, but one is a Qwen3-VL-Moe issue and the other is FP8 save_pretrained behavior; not the same bug." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Tensor parallel training and a classification example script issue are unrelated." + "reason": "Different features: example script multi-label outputs vs Gemma 4 text-only fine-tuning defaults." }, { - "left": "issue:42757", + "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but they fail on different missing exports from different dependency surfaces; not the same underlying defect." + "reason": "Both are import errors, but for different missing symbols from different modules." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different models and different symptoms." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is an eval-time dtype change, the other is incorrect output under pipeline parallelism; no shared concrete failure." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and classification example output failure are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different removed/renamed symbols and unrelated call sites." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "A missing module import and an error-message clarity issue for LayoutLMv3 are unrelated." + "reason": "Missing transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Different environment/version problems: backend extras not including TensorFlow versus Python 3.14 load failure." + "reason": "Package/backend install coverage and Python 3.14 load failure are different problems." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen models, but one is a SigLIP2 implementation discrepancy and the other is an infinite-loop image-specific generation bug." + "reason": "SigLIP2 implementation discrepancy and a Qwen3.5 image infinite-loop bug are unrelated." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "One is a torch.compile attention-kernel divergence; the other is a performance issue in feature padding. Not the same bug." + "reason": "torch.compile attention kernel divergence is unrelated to a padding performance issue." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch versus import-time doc-lint stdout noise; both are doc-related, but not the same change or defect." + "reason": "One is a docs parameter-name mismatch; the other is import-time lint output pollution." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both concern GLM-5, but one is invalid GenerationConfig handling and the other is RoPE implementation discussion. Different concrete issues." + "reason": "A bad GenerationConfig validation report is not the same as a RoPE implementation discussion." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 is unrelated to stale phonemizer language state in Wav2Vec2 phonemization." + "reason": "v5 tokenization cleanup changes and stale phonemizer language state are different bugs." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "The latter is a broad import-error umbrella, but these are not clearly the same defect; one specific missing import is not enough to merge them." + "reason": "Different tokenizer regressions affecting different models and behaviors." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they describe different model/tokenization problems and likely different root causes." + "reason": "Specific layer_type_validation import failure is not the same as a broad report of many import errors after upgrade." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading via `base_model_prefix` and NaNs in classification heads are unrelated." + "reason": "Base-model-prefix loading regression and NaNs in classification heads are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility and a PyTorch version check for AuxRequest are separate version-guard bugs." + "reason": "Python version support problem and a PyTorch version check bug are different issues." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/Moe, but one is a 5.0 bug and the other is a 5.4+ from_pretrained error; insufficient evidence they are the same underlying issue." + "reason": "Both mention Qwen3.5/MoE, but they describe different models and different load-time failures." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification example-script output bug versus SigLIP2 implementation discrepancy are unrelated." + "reason": "Classification script output bug and SigLIP2 discrepancy are unrelated." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded loading and dtype mismatches in bfloat16 inference are different code paths." + "reason": "VRAM leak with multiple dataloader threads is unrelated to dtype mismatch failures in CI." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 issues, but one is save_pretrained key serialization and the other is a from_pretrained loading error; not the same bug." + "reason": "Both are Qwen3.5 save/load regressions, but one is about wrong visual encoder keys on save_pretrained and the other is a from_pretrained error for MoE." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python-file loading errors and a documentation parameter-name mismatch are unrelated." + "reason": "Compiled Python file errors and a documentation parameter mismatch are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "A missing num_labels propagation bug and NaNs in classification heads are different defects." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 behavior settings and a missing image-patch-count method are unrelated." + "reason": "num_labels propagation and NaNs in classification heads are different bugs." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Unexpected helper output lengths in qwen3_omni_moe and an AuxRequest import version check are not the same issue." - }, - { - "left": "issue:44610", - "right": "issue:46909", - "accept": false, - "reason": "Processor/model input-size mismatch versus a broken documentation example are unrelated." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "SGD argument handling and trainer evaluate-after-train failure are different training issues." + "reason": "Feature-length helper behavior and an AuxRequest version-check bug do not share the same code path." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Both touch output dataclasses, but they concern different models and different missing/wrong fields." + "reason": "TF32 backend settings and a missing image-processor method are unrelated." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "A multi-label example script bug and an incorrect pipeline translation-task error message are unrelated." + "reason": "Processor/model input-size mismatch and a broken documentation example are not the same underlying issue." } ] }, @@ -15996,7 +15917,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 52, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -16012,13 +15933,15 @@ "issue:42796", "issue:43064", "issue:43066", + "issue:43116", "issue:43441", - "issue:43450", + "issue:43618", "issue:43673", + "issue:43825", "issue:43827", "issue:43937", - "issue:43986", "issue:43992", + "issue:44075", "issue:44117", "issue:44263", "issue:44291", @@ -16027,13 +15950,11 @@ "issue:44466", "issue:44704", "issue:44779", - "issue:44829", + "issue:44936", "issue:44977", "issue:44995", "issue:45071", - "issue:45081", "issue:45092", - "issue:45216", "issue:45310", "issue:45341", "issue:45405", @@ -16044,30 +15965,32 @@ "issue:46002", "issue:46077", "issue:46328", - "issue:46512", "issue:46614", "issue:46640", "issue:46655", "issue:46697", "issue:46710", "issue:46752", - "issue:46762" + "issue:46762", + "issue:46829" ], "soft_pairs": [ - "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", "issue:43066|issue:46710", + "issue:43992|issue:44704", "issue:46614|issue:46752", - "issue:28348|issue:46640", "issue:44995|issue:46697", + "issue:28348|issue:46640", "issue:44263|issue:46762", "issue:45092|issue:46762", "issue:43827|issue:45446", - "issue:42222|issue:43441", "issue:33453|issue:39401", "issue:43064|issue:43673", + "issue:42222|issue:43441", "issue:42673|issue:42796", "issue:43937|issue:45563", - "issue:44380|issue:46077", "issue:43673|issue:46328", "issue:44291|issue:45071", "issue:42673|issue:46655", @@ -16075,224 +15998,208 @@ "issue:45405|issue:45446", "issue:44117|issue:45588", "issue:44466|issue:46002", + "issue:44380|issue:46077", "issue:39401|issue:44779", "issue:43937|issue:44977", "issue:44410|issue:45310", - "issue:43450|issue:43986", - "issue:45341|issue:45561", - "issue:45071|issue:46512", - "issue:45341|issue:46328", - "issue:44829|issue:45216", - "issue:44117|issue:45081" + "issue:45341|issue:45561" ], - "prepared_review_unit_hash": "06ebe3068c4a0c9edbc583b5f8ab298bd46158aa64d29b902bf0715da3ed6a2a", + "prepared_review_unit_hash": "006f4f682d2a7883f21740a0443b5fb3ee352aa2f4d7b71ebaddb1c1d5c5e224", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36673, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "soft_pair_count": 28, + "serialized_chars": 35814, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a heterogeneous mix of Transformers v5 tokenizer, loading, attention, generation, and model-specific regressions. None of the suggested soft pairs look like the same underlying bug or change; they mostly share only broad subsystem keywords.", - "confidence": 0.89, - "canonical_issue_reason": "issue:33453 is the broadest and most umbrella-like report in the set, centered on tokenizer loading regressions rather than a narrow model-specific symptom.", + "summary": "This cluster is a loose similarity group of mostly unrelated Transformers v5 issues (tokenizers, generation, attention backends, model loading, and testing utils). None of the soft pairs look like the same underlying bug or change, so no duplicate merges should be made.", + "confidence": 0.91, + "canonical_issue_reason": "No pair is close enough to be a true duplicate; if one issue must be kept as the anchor, issue 42673 is one of the clearer, well-scoped runtime bugs in the set, but it is not actually representative of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 has the clearest general loading-regression framing and the highest discussion activity, making it the best representative issue for this heterogeneous cluster.", + "best_issue_reason": "Issue 42673 is the strongest standalone issue in the cluster: concrete repro, clear impact (VRAM leak), and good discussion activity. Still, it is not a duplicate target for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer-argument bug vs trainer post-train/evaluate failure; different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field bugs, but for different models and different output objects; not the same concrete fix." + }, + { + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Different code paths: missing model weight handling vs AutoProcessor kwarg propagation." + "reason": "Example-script multi-label result bug vs pipeline translation error-message issue; unrelated." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder typing issue vs a DeepSeek accuracy regression; not the same bug." + "reason": "Tokenizer decoder-type regression vs accuracy regression on a specific model; too broad and not the same bug." }, { - "left": "issue:46614", - "right": "issue:46752", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Stale phonemizer backend state vs empty chat template crash; unrelated symptoms." + "reason": "Missing weight in UMT5 encoder loading vs AutoProcessor kwargs forwarding; different loading layers." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:46614", + "right": "issue:46752", "accept": false, - "reason": "Feature request for GPT-2 FlashAttention support vs a vague Flash Attention 2 issue; not clearly one defect." + "reason": "Phonemizer backend cache bug vs empty-list chat template IndexError; unrelated features." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GLM-MoE stale indexer cache crash vs Swin2SR image over-padding; unrelated." + "reason": "GLM-MoE stale indexer cache crash vs Swin2SR padding overrun; different subsystems." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request for GPT-2 flash-attn support vs a generic flash-attention issue; not the same change." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split return semantics in GlmMoeDsaIndexer vs numerical mismatch in Minimax attention; different problems." + "reason": "torch.split return handling in one model vs numerical-difference attention discrepancy in another; different bugs." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-init incompatibility for InternVL2 vs Minimax attention numeric drift; no shared failure mode." + "reason": "Remote-code/meta-init incompatibility vs attention numerical mismatch; unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs referencing removed pipeline() vs PyTorch version check bug in flex_attention import." - }, - { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "VitPose model breakage vs Ministral FlashAttention failure; only broad model-loading similarity." + "reason": "Docs referencing removed pipeline API vs PyTorch version check in flex_attention; unrelated." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; different concrete defects." + "reason": "Both are tokenizer regressions, but one is loading while the other is offset_mapping for Qwen3; not the same concrete issue." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption vs missing generation cache during chunked prefill." + "reason": "Distributed optimizer-state corruption vs generation cache missing during chunked prefill; different training/inference paths." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose breakage vs Ministral flash-attention failure; unrelated models and failures." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3 inference vs tokenizer BPE marker handling." + "reason": "VRAM leak in multi-threaded Qwen3 loading vs BPE-marker tokenizer bug; unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig vs stale warning in paged generate(); unrelated." - }, - { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "reason": "Ignored GPT-2 attention scaling under SDPA/FlashAttention vs Gemma4 mask construction bug." + "reason": "Invalid GenerationConfig vs stale num_return_sequences warning; different generation bugs." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing vs SequenceFeatureExtractor padding inefficiency; unrelated." + "reason": "Chunked-prefill cache regression vs sequence feature extractor padding performance issue; unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights unexpected argument vs PretrainedConfig type checking regression; not the same issue." + "reason": "Unexpected init arg during meta-init vs PretrainedConfig type-checking breakage; both v5-related but distinct." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "VRAM leak in Qwen3 threading vs SmolVLM video padding miscalculation." + "reason": "VRAM leak in dataloader-thread usage vs incorrect video padding; unrelated." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose model breakage vs empty-list chat template crash; unrelated." + "reason": "Vitpose model breakage vs empty-list chat template crash; different APIs." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Dependency version bump problem vs flex_attention import version check bug." + "reason": "Dependency version bump problem vs PyTorch version gate bug; not duplicates." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback bug vs flash_attention.py crashing on s_aux=None; different layers." + "reason": "Tokenizer mapping None handling vs flash_attention sink-less AttributeError; different code paths." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied lm_head weights vs NaNs in classification heads; not the same defect." + "reason": "State serialization inconsistency vs NaNs after checkout/init; not the same underlying bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT-2 attention scaling ignored vs Gemma4 bidirectional mask bug; same area, different fix." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Qwen3 offset_mapping bug vs DeepSeek tokenizer regression; similar area, different model and behavior." + "reason": "Qwen3 offset_mapping bug vs DeepSeek tokenizer regression; both tokenizer issues but different models and likely different root causes." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation failure vs FlashAttention generation failure in Qwen3.5." + "reason": "Invalid GenerationConfig vs flash-attention generation failure in Qwen3.5; too different to merge." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next vs Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Video processor output shape bug vs confusing missing-torchvision crash through AutoProcessor." + "reason": "Missing Qwen3next projections vs Qwen3.5 MoE from_pretrained error; related family but not the same bug." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A testing_utils bug vs pytest-xdist race on captured_info.txt; not enough to treat as duplicate." - }, - { - "left": "issue:45071", - "right": "issue:46512", - "accept": false, - "reason": "Type checking regression in PretrainedConfig vs stale config.dtype after from_config()." - }, - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "testing_utils issue vs feature extractor padding performance regression; unrelated." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "FlashAttention-3 causes degenerate training vs Qwen3.5 checkpoint save regression." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping None-handling vs Mistral regex patch crash; same broad subsystem, different concrete bug." + "reason": "Generic testing_utils bug vs xdist race on captured_info.txt; distinct defects." } ] }, @@ -16308,7 +16215,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 53, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -16316,7 +16223,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", @@ -16327,14 +16233,13 @@ "issue:43097", "issue:43122", "issue:43208", - "issue:43352", "issue:43408", - "issue:43673", + "issue:43450", "issue:43742", - "issue:43874", - "issue:43931", "issue:43937", + "issue:43986", "issue:44075", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", @@ -16344,33 +16249,40 @@ "issue:44485", "issue:44493", "issue:44496", + "issue:44829", "issue:44877", "issue:44933", "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45362", "issue:45464", "issue:45478", - "issue:45542", "issue:45656", - "issue:46172", "issue:46178", "issue:46209", "issue:46231", "issue:46298", "issue:46328", + "issue:46512", "issue:46617", "issue:46762", "issue:46894" ], "soft_pairs": [ + "issue:45071|issue:46512", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44117|issue:45081", "issue:43408|issue:43742", "issue:42617|issue:45341", "issue:43122|issue:46298", - "issue:38617|issue:41628", "issue:45362|issue:46328", + "issue:38617|issue:41628", "issue:42222|issue:46178", "issue:44877|issue:46231", "issue:44484|issue:45310", @@ -16387,231 +16299,198 @@ "issue:43066|issue:43122", "issue:44263|issue:44485", "issue:44483|issue:45464", - "issue:43097|issue:44493", - "issue:43673|issue:45341", - "issue:43931|issue:44410", - "issue:42222|issue:45542", - "issue:41628|issue:45071", - "issue:45071|issue:45542", - "issue:44484|issue:45478", - "issue:43874|issue:44261", - "issue:44263|issue:46172", - "issue:27957|issue:43352" + "issue:43097|issue:44493" ], - "prepared_review_unit_hash": "9579dd932e16b800e1873277670db8e529f06b52e72a39402d6d0ae86f72edc0", + "prepared_review_unit_hash": "4997c7059ed1f3d85210be100889bc1d0af1dba4eaef60f4f0ec4c098ae84087", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36277, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "soft_pair_count": 27, + "serialized_chars": 35357, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated import errors, tokenizer regressions, model-loading/config issues, API behavior changes, and performance/logging bugs. The soft pairs mostly share only broad subsystem names, not the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not appear to describe one shared bug or change.", - "canonical_pr_reason": "No canonical PR candidate is present.", - "best_issue_reason": "No single issue is a strong representative because there is no clear duplicate cluster here.", - "best_pr_reason": "No PR candidate is present.", + "summary": "The cluster is dominated by superficially similar Transformers bug reports, but the soft pairs mostly describe different failure modes, models, or code paths. I found no convincing duplicates to merge.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config/type handling, but one is about PreTrainedConfig type checking in v5.4 while the other is about dtype state after from_config; different bugs and fixes." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utility doc/behavior bug versus a SequenceFeatureExtractor.pad performance issue; no shared code-path problem." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One reports wrong batched video processor output shape, the other a missing torchvision dependency crash in AutoProcessor loading; different failure modes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash Attention 3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are unrelated defects." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling versus a Mistral regex patch crash; both touch loading, but not the same underlying bug." + }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different model-loading problems: SAM3 tracker/type warning vs MobileLLM key error." + "reason": "A model-class warning for SAM3 tracker/video mismatch is unrelated to a MobileLLM key error on load." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Unrelated: a runtime failure in 3d_parallel.py vs a small testing_utils.py bug." + "reason": "3d_parallel.py execution failure and a testing_utils bug do not describe the same change or code path." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer regression vs noisy logging; no shared underlying defect." + "reason": "Tokenizer behavior regression versus a noisy logging message; no shared defect." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Both are import errors, but for different symbols and different root causes." + "reason": "Qwen3.5 chat crash and a padding performance issue are unrelated." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Chat model crash vs SequenceFeatureExtractor padding inefficiency; unrelated." + "reason": "Both are import errors, but they concern different missing symbols and different modules." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage vs tensorflow_text backend mapping error; different bugs." + "reason": "VitPose model breakage and an unsupported backend mapping error are not the same bug." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading issue vs documentation parameter mismatch; not the same bug." + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Different topics: save_pretrained shard size behavior vs Qwen3.5 MoE from_pretrained failure." + "reason": "max_shard_size default behavior and a Qwen3.5 MoE from_pretrained failure are different issues." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation issue vs unrecognized model/config loading error." + "reason": "Invalid GenerationConfig handling versus missing model_type config.json loading are distinct code paths." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance vs MLA layernorm precision/config bug; unrelated." + "reason": "TF32 API guidance and MLA rms_norm_eps precision behavior are unrelated." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; no match." + "reason": "Tokenizer offset_mapping bug and FP8 inference failure on B200 are different subsystems." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical differences, but one is a missing config epsilon and the other is an attention implementation mismatch." + "reason": "One is a config epsilon mismatch causing precision drift; the other is a numerical difference in Minimax attention implementation." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 settings guidance vs cache FileNotFoundError for trust_remote_code; unrelated." + "reason": "API settings guidance versus trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained error; different code paths." + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error are different model-loading/model-definition problems." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing image_utils import vs broad import errors after upgrade; too general to be the same bug." + "reason": "A missing image_utils import and broad import errors after upgrade are related only at a very high level, not the same concrete bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation vs audio feature extraction issue; unrelated." + "reason": "An import-name regression and a fbank feature extraction bug are unrelated." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args not used vs optimizer step called twice with deepspeed; different optimizer bugs." + "reason": "SGD argument handling and duplicated optimizer.step under deepspeed are different optimizer issues." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers vs CohereASR double-shift loss bug; no shared defect." + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug do not share the same code path." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is decoder type mismatch and the other is changed tokenization output; not the same bug." + "reason": "Both involve tokenization changes in v5, but one is wrong decoder type and the other is differing tokenization output; too broad to be the same bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return issue in GLM-MoE indexer vs GLM-5 RoPE implementation; distinct code paths." + "reason": "A torch.split return-value bug in an indexer is not the same as a GLM-5 RoPE implementation discussion." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both hit chat/completions, but one is request acceptance failure and the other is streaming inference failure on a specific model." + "reason": "Generic chat/completions request rejection and streaming inference failure on a specific Qwen model are different endpoint/model issues." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings flag vs unexpected position-id keys; unrelated model/config regressions." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Cache missing in chunked_prefill vs a testing utility bug; no overlap." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Qwen3-VL weight shape mismatch vs Qwen3Next missing projections; different model-loading problems." - }, - { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "VitPose model breakage vs TensorFlow backend detection error; unrelated." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "ImportError for AutoImageProcessor vs PreTrainedConfig type checking regression; different issues." - }, - { - "left": "issue:45071", - "right": "issue:45542", - "accept": false, - "reason": "Config type-checking regression vs undefined tf backend error; unrelated." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "save_pretrained shard size behavior vs Qwen3.5 MoE loading error; different bugs." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing image patch helper vs missing rms_norm_eps precision bug; different multimodal/model issues." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "GLM-MoE indexing bug vs deepseek-v4 tensor transpose issue; unrelated." - }, - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2 support, but for different models and likely separate model-specific support gaps." + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are unrelated regression symptoms." } ] }, @@ -16627,7 +16506,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 54, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -16635,29 +16514,29 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:27957", "issue:38617", + "issue:41628", + "issue:42222", "issue:42757", - "issue:42890", "issue:43012", "issue:43064", "issue:43097", "issue:43208", + "issue:43352", "issue:43441", "issue:43452", "issue:43531", "issue:43577", "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", @@ -16665,10 +16544,13 @@ "issue:44829", "issue:44987", "issue:45003", + "issue:45071", "issue:45341", "issue:45372", "issue:45375", "issue:45440", + "issue:45478", + "issue:45542", "issue:45588", "issue:45753", "issue:46050", @@ -16678,13 +16560,19 @@ "issue:46369", "issue:46655", "issue:46664", - "issue:46701", - "issue:46710", "issue:46752", - "issue:46821", "issue:46897" ], "soft_pairs": [ + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:42222|issue:45542", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:43874|issue:44261", + "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43931|issue:44038", "issue:43441|issue:44829", @@ -16703,241 +16591,240 @@ "issue:44410|issue:45375", "issue:43986|issue:45372", "issue:44038|issue:44410", - "issue:38617|issue:42757", "issue:43097|issue:46050", + "issue:38617|issue:42757", "issue:43208|issue:46897", "issue:43064|issue:44315", "issue:43986|issue:44484", "issue:46655|issue:46664", - "issue:46298|issue:46752", - "issue:42890|issue:46298", - "issue:46172|issue:46710", - "issue:44062|issue:44117", - "issue:38617|issue:44351", - "issue:43097|issue:43873", - "issue:43012|issue:46821", - "issue:44117|issue:46701" + "issue:46298|issue:46752" ], - "prepared_review_unit_hash": "0cd39a55a124aaec4a5ba26bb1d8b7212055ab271ccf538ee7126c938dabf2b2", + "prepared_review_unit_hash": "4a037742314b2ec4c5d3b65ff19ca9ffa70189e2b9fb2410235d7bf1503aa61a", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37183, - "estimated_input_tokens": 9296, - "estimated_eval_tokens": 18848 + "soft_pair_count": 34, + "serialized_chars": 37634, + "estimated_input_tokens": 9409, + "estimated_eval_tokens": 19074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bug reports. The soft-similarity links are largely false positives across different models, APIs, or failure modes; none look like the same underlying bug or change.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43873 is the broadest and most triage-relevant item here (open, high discussion, inbound refs), so it is the closest thing to an umbrella anchor\u2014but the cluster is still too heterogeneous to treat it as a true duplicate canonical.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it has the strongest evidence of active impact and ongoing discussion, even though it does not subsume the other reports as duplicates.", - "best_pr_reason": null, + "summary": "This cluster is mostly a grab bag of superficially similar Transformers regressions (imports, model loading, multimodal processors, training bugs) rather than one duplicate bug. I would not merge any of the soft-edge pairs.", + "confidence": 0.2, + "canonical_issue_reason": "No single canonical issue stands out: the items span different code paths and bug classes, so they do not collapse into one underlying defect.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:43986 is the clearest representative user-facing regression here: a specific crash in AutoProcessor video-model loading with a clear dependency-triggered code path.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Different bugs: missing GenerationMixin cache in chunked prefill vs a testing_utils issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3next, but one is a weight-shape loading mismatch and the other is missing layer projections; not the same defect." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and a TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking in PretrainedConfig is unrelated to the TensorFlow backend import issue." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated issues: save_pretrained shard size question vs Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is XLM-RoBERTa support and the other is a model that explicitly does not support it; not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model-specific bugs: missing image-patch helper vs MLA RMS norm epsilon precision issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek/GLM internals and different failure modes." + }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different models and different bugs: DSA indexer math vs DeepSeek-v4 dtype/transpose behavior." + "reason": "DSA indexer ReLU complaint is unrelated to the DeepSeek-V4 tensor transpose bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a Qwen3-VL-Moe bug; not the same failure." + "reason": "Both are Qwen3-VL related, but the concrete problems differ: loading shape mismatch vs a broader version-specific failure." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral-3 load failure and the other is a training regression in sequence classification." + "reason": "Both involve flash attention, but one is unsupported inference in Ministral-3 and the other is degenerate training with flash_attention_3." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both involve dtype/precision, but one is a PyTorch warning during compile and the other is incorrect dtype propagation when loading Blip2." + "reason": "A compile-time bfloat16 warning is not the same bug as BLIP2 dtype remaining float32." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A v5 API removal issue and a gguf tokenizer/model loading breakage are different code paths and symptoms." + "reason": "Removal of a config helper and gguf_file loading breakage are unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to a testing_utils bug." + "reason": "Unsafe sys.modules access and a testing_utils bug are different issues." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model processor import crash without torchvision is unrelated to a testing utility issue." + "reason": "AutoProcessor video loading crash is unrelated to testing_utils." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model internals: MLA q_a_layernorm eps handling vs GLM-5 RoPE implementation." + "reason": "MLA layernorm epsilon precision issue and GLM-5 RoPE implementation are different model bugs." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different symptoms and subsystems: Qwen3_5 infinite loop on an image vs SAM memory overflow." + "reason": "Infinite-loop generation on one image is not the same as memory overflow in sam3-litetext." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling is a different bug from loading physical-intelligence/fast." + "reason": "Tokenizer mapping None handling and physical-intelligence/fast loading failure are not the same underlying bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + "reason": "Qwen3-MoE sliding_window behavior and testing_utils bug are unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Image patch-count helper missing in GLM46V is unrelated to torch.split output handling in GlmMoeDsaIndexer." + "reason": "Different GLM-related failures with different failing functions and symptoms." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3MoE divergence and DeepSeek-v4 tensor conversion/transposition are different bugs." + "reason": "DeepseekV3MoE remote-vs-native divergence is broader and different from a specific DeepSeek-V4 tensor operation bug." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "One is a removed config attribute; the other is a flash_attention crash on s_aux=None." + "reason": "Config removal and flash_attention.py crashing on s_aux=None are different defects." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to MaskGenerationPipeline batch-finalization logic." + "reason": "Generation cache missing during chunked prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing attn projections in qwen3next is unrelated to a missing config field being dropped by strict loading." + "reason": "Both are Qwen3-family issues, but one is missing attention projections and the other is a config field dropped by @strict." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Different import failures in different processor stacks: missing torchvision vs missing ReasoningEffort." + "reason": "Missing torchvision crash and mistral_common ReasoningEffort import error are different dependency regressions." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe bug and qwen3next projection omission are distinct model families and failures." + "reason": "Qwen3-VL-Moe failure and qwen3next missing projections are different problems." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Both are import errors, but they are different missing symbols from different modules and likely different fixes." + "reason": "tie_embeddings removal and sinq save/load quantization breakage are unrelated." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Config API removal is unrelated to save/load breakage for sinq-quantized models." + "reason": "Both are import errors, but they are for different symbols from different packages and likely different fixes." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and Florence2 loss-shift bug are different model-specific training issues." + "reason": "xLSTM training bugs and Florence2 training-loss double-shift bug are unrelated model-specific defects." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Wrong optimizer states under FSDP2+PEFT is a different code path from Liger Kernel not being applied with model_init." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "A missing torchvision dependency crash is unrelated to max_shard_size behavior." + "reason": "Wrong optimizer states under FSDP2/PEFT is a different training bug from Liger Kernel not being applied with model_init." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is the meaning of num_frames." + "reason": "Both are SmolVLM video-processor issues, but padding calculation and num_frames semantics are different bugs." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and empty-list chat-template IndexError are unrelated." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Missing set_seed in tests is unrelated to a logging-message issue." - }, - { - "left": "issue:46172", - "right": "issue:46710", - "accept": false, - "reason": "DeepSeek-v4 tensor conversion bug is unrelated to an accuracy regression after upgrading Transformers." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "AddedToken special-argument conflict is unrelated to TOKENIZER_MAPPING_NAMES returning None." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports from different surfaces; same general class, but not the same bug." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "A removed config field and a quantization offloading problem are different issues." - }, - { - "left": "issue:43012", - "right": "issue:46821", - "accept": false, - "reason": "Precision-warning behavior is unrelated to a window_size AttributeError in TimesFM 2.5." - }, - { - "left": "issue:44117", - "right": "issue:46701", - "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to the DiffusionGemma generation-output pipeline failure." + "reason": "Noisy logging and apply_chat_template crashing on an empty list are unrelated." } ] }, @@ -16953,7 +16840,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 55, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -16964,35 +16851,32 @@ "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:43526", "issue:43550", "issue:43582", - "issue:43618", - "issue:43824", "issue:43825", + "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", "issue:44016", + "issue:44062", "issue:44077", + "issue:44117", "issue:44162", "issue:44222", + "issue:44351", "issue:44368", "issue:44380", - "issue:44483", "issue:44484", - "issue:44514", "issue:44655", "issue:44704", "issue:44936", @@ -17008,9 +16892,19 @@ "issue:46178", "issue:46298", "issue:46365", - "issue:46421" + "issue:46421", + "issue:46701", + "issue:46710", + "issue:46821" ], "soft_pairs": [ + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:38617|issue:44351", + "issue:43012|issue:46821", + "issue:44117|issue:46701", "issue:43502|issue:43992", "issue:44936|issue:46365", "issue:44704|issue:45103", @@ -17022,273 +16916,248 @@ "issue:43825|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:43208|issue:43550", "issue:43012|issue:44368", - "issue:43992|issue:44484", + "issue:43208|issue:43550", "issue:43352|issue:43976", + "issue:43992|issue:44484", "issue:43352|issue:44380", "issue:43066|issue:43906", - "issue:43097|issue:46298", "issue:44162|issue:46172", + "issue:43097|issue:46298", "issue:45584|issue:46365", "issue:44380|issue:46132", "issue:44077|issue:46365", - "issue:44222|issue:45478", "issue:36683|issue:43582", + "issue:44222|issue:45478", "issue:44380|issue:45479", - "issue:42175|issue:46365", - "issue:42757|issue:43824", - "issue:43064|issue:44380", - "issue:42490|issue:43012", - "issue:44483|issue:44514", - "issue:43618|issue:44380", - "issue:43208|issue:43526", - "issue:38617|issue:43502" + "issue:42175|issue:46365" ], - "prepared_review_unit_hash": "469f5493a9ce934df1cf2b8dad579db0bd2fe57e3a62eb456b208888c51f1af4", + "prepared_review_unit_hash": "af5f51156187654a82a7fbf1026deda301e41dc09182979d8fb7589f925a5de3", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37438, - "estimated_input_tokens": 9360, - "estimated_eval_tokens": 18976 + "serialized_chars": 37413, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous; none of the soft pairs look like the same underlying bug or change, so all are rejected. No PRs are present, and there is no clear canonical duplicate center.", - "confidence": 0.92, - "canonical_issue_reason": "No strong duplicate center exists in this set; if one issue must anchor triage, #46365 is the clearest user-facing regression with broad impact and active discussion.", + "summary": "The set is highly heterogeneous: most items are distinct bug reports across unrelated subsystems, and none of the soft-similarity pairs look like safe duplicates. If a single issue must anchor the cluster, the quantization/offloading report is the most active and broadly representative, but only weakly so.", + "confidence": 0.27, + "canonical_issue_reason": "issue:43873 has the strongest discussion signal and inbound references, and it is a broad, actively reported runtime problem that can serve as the least-bad anchor for this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46365 is the best standalone representative because it is a straightforward import regression, clearly actionable, and likely to matter to many users.", + "best_issue_reason": "issue:43873 is open, well-discussed, and thematically broad compared with the other items, so it is the most suitable representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek, but one is a tensor dtype/transpose bug and the other is an accuracy regression after a version upgrade; different code paths and failure modes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test due to missing seeding and a noisy logging message are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "One is an AddedToken keyword conflict, the other is a tokenizer-mapping None assumption; different tokenizer bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed v5 config API and a quantization/offloading bug are not the same underlying issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different parts of the package." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch warning on bfloat16 compilation and a TimesFM AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback logic and a pipeline failure for DiffusionGemmaGenerationOutput are different problems." + }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different failures: unexpected network access with local_files_only vs missing encoder weights during from_pretrained." + "reason": "Local-files-only network leakage and a missing embed token weight during UMT5 loading are distinct loader bugs." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer evaluation/runtime behavior is unrelated to the separate import error involving datasets." + "reason": "Trainer evaluate-after-train failure and an import conflict with datasets are different failure modes." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Kwargs propagation in AutoProcessor is unrelated to the docstring/annotations AttributeError." + "reason": "Passing kwargs to cached_file and an auto-docstring crash from future annotations are unrelated." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling backend bug is unrelated to cache lazy initialization and recompilation." + "reason": "Both involve backend/runtime behavior, but one ignores attention scaling while the other causes recompilation from cache lazy init." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure is not the same as an invalid BACKENDS_MAPPING backend name." + "reason": "Python 3.14 import/load failure and an invalid tensorflow_text backend mapping are unrelated." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "AutoProcessor/torchvision crash and notebook syntax error are completely different issues." + "reason": "A missing torchvision dependency path and a notebook syntax error are not duplicates." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models is unrelated to a Qwen3_5 image generation loop." + "reason": "Saving dequantized Ministrals/Devstrals and an infinite loop on a specific Qwen3_5 image are different bugs." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Pipeline save_pretrained failure is a different save-path than dequantized model saving." + "reason": "A model-save bug and a pipeline serialization bug both touch saving, but they are different object types and code paths." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Error-message wording for translation tasks is unrelated to Pipeline serialization." + "reason": "An error-message wording issue for pipeline translation support is unrelated to pipeline save_pretrained behavior." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch precision warning is unrelated to a torch.compile SDPA model failure." + "reason": "A warning about bfloat16 precision and a Bamba torch.compile SDPA failure are not the same bug." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class cleanup and noisy logging are unrelated repository maintenance problems." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "xLSTM training blockers are unrelated to Bamba SDPA compile failures." + "reason": "Leftover dummy classes and a noisy logging message are unrelated repository hygiene issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Float32 warning on bfloat16 compile is unrelated to tie_word_embeddings warnings." + "reason": "Different warnings affecting different config fields; not the same underlying defect." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Missing embedding weights on load is unrelated to save_pretrained shard-size defaults." + "reason": "xLSTM training bugs for small models and a Bamba compile/SDPA failure are unrelated." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support in a model class is unrelated to the Python version compatibility issue." + "reason": "A model-specific Flash Attention limitation and a Python-version compatibility issue are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weights on load and a question about default shard size are not duplicates." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different model/backends and different symptoms; these are not the same code-path bug." + "reason": "Both involve attention/backends, but one is a model support limitation and the other is backend behavior ignoring a config parameter." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type regression is not the same as a reproduction of another issue." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not clearly match the same bug." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "A removed config field is unrelated to a noisy logging message." + "reason": "ESM2 breakage and a DeepSeek tensor operation bug are unrelated." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are unrelated." + "reason": "A removed API and a noisy log message are unrelated." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to importing Trainer with datasets installed." + "reason": "Whisper empty-transcription generation failure and a Trainer import conflict are unrelated." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "PatchTSMixer post_init validation is unrelated to the Trainer import dependency issue." + "reason": "Attention scaling being ignored and AttentionInterface.register changing registered-function behavior are different attention-stack issues." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained errors involve different directions and different failures." + "reason": "PatchTSMixer post_init validation and a Trainer import conflict are unrelated." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config vocab_size and AppleSilicon allocator warmup are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Attention scaling backend behavior is unrelated to degenerate zero-loss classification." + "reason": "A missing config attribute and an Apple Silicon TypeError in allocator warmup are unrelated." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "CLIPOutput attentions assignment and GPT2 attention scaling are separate model bugs." + "reason": "Both mention MoE/Qwen, but one is about FP8 save_pretrained and the other is a from_pretrained error; different code paths." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Two different import errors for different symbols; not the same missing-export bug." + "reason": "Backend attention scaling and a zero-loss classification bug are unrelated." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend packaging for TensorFlow is unrelated to importing Trainer with datasets present." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is a different training bug than GPT2 attention scaling." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "Path-trailing-slash import warning is unrelated to a bfloat16 precision warning." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Chat-completions API request rejection is unrelated to Qwen2_5_VLProcessor batching crash." - }, - { - "left": "issue:44655", - "right": "issue:45103", - "accept": false, - "reason": "Pipeline serialization and docstring annotation parsing are unrelated." - }, - { - "left": "issue:45478", - "right": "issue:45479", - "accept": false, - "reason": "MoE from_pretrained regression and zero-loss classification are different model-path problems." - }, - { - "left": "issue:45584", - "right": "issue:46365", - "accept": false, - "reason": "Whisper generation edge case is unrelated to Trainer import dependency behavior." - }, - { - "left": "issue:45712", - "right": "issue:46298", - "accept": false, - "reason": "Leftover dummy classes and noisy logging do not describe the same fix." - }, - { - "left": "issue:46132", - "right": "issue:46172", - "accept": false, - "reason": "AttentionInterface registration semantics and a tensor transpose bug are not the same issue." - }, - { - "left": "issue:46178", - "right": "issue:44938", - "accept": false, - "reason": "Backend mapping validation and Python 3.14 loading failure are different import/runtime problems." + "reason": "Missing TensorFlow in a torch extra install and a Trainer import conflict after uninstalling datasets are unrelated dependency issues." } ] }, @@ -17304,7 +17173,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 56, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -17313,68 +17182,75 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:29870", - "issue:33453", "issue:36010", "issue:36296", "issue:36683", + "issue:38617", + "issue:42490", "issue:42757", "issue:42994", "issue:43010", + "issue:43012", "issue:43064", "issue:43208", "issue:43299", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", + "issue:43526", "issue:43611", "issue:43618", "issue:43756", "issue:43761", + "issue:43824", "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:44514", "issue:44625", "issue:44655", - "issue:44855", - "issue:44908", "issue:44938", - "issue:45071", "issue:45216", "issue:45276", "issue:45278", - "issue:45310", "issue:46050", "issue:46077", "issue:46082", "issue:46365", "issue:46369", "issue:46829", - "issue:46851", "issue:46877" ], "soft_pairs": [ + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:43208|issue:43526", + "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43618|issue:43761", - "issue:44038|issue:44230", "issue:42994|issue:44655", + "issue:44038|issue:44230", "issue:43299|issue:43867", "issue:36010|issue:42757", "issue:44625|issue:46365", "issue:45276|issue:46077", + "issue:44483|issue:46369", "issue:43611|issue:44655", "issue:43352|issue:43937", - "issue:44483|issue:46369", - "issue:44355|issue:46877", "issue:36683|issue:43475", + "issue:44355|issue:46877", "issue:44655|issue:46050", "issue:36683|issue:44077", "issue:43976|issue:44938", @@ -17382,246 +17258,249 @@ "issue:43867|issue:45216", "issue:46077|issue:46082", "issue:43618|issue:45216", - "issue:43208|issue:46829", "issue:36683|issue:43525", + "issue:43208|issue:46829", "issue:36683|issue:44625", "issue:29870|issue:36296", "issue:43010|issue:45278", - "issue:43992|issue:45310", - "issue:43064|issue:44492", - "issue:44075|issue:46365", - "issue:44908|issue:46851", - "issue:29870|issue:33453", - "issue:44938|issue:45071", - "issue:44355|issue:44855" + "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "123236c6e6bd81a591baa1c4477f7f0bd7bff8be9b942b250fb9978e38a82c1f", + "prepared_review_unit_hash": "e37a7c797ff02933efcd1997fa3faa02326cd30db4b822d8ab7f6bd1320f3c3a", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36860, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "soft_pair_count": 33, + "serialized_chars": 37304, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose grab bag of unrelated Transformers issues (imports, model config regressions, save/load bugs, training bugs). No PRs are present, and none of the soft-edge pairs are strong enough to merge as duplicates or the same fix.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45216 is the cleanest representative: it is a concrete, versioned regression (`save_pretrained` on Qwen3.5 since 5.4.0) with a specific failure mode and likely actionable reproduction.", + "summary": "Mostly unrelated issue reports. The only likely duplicate soft edge is the CLIP v5 regression around missing vision-model outputs; the rest differ in model, API surface, or failure mode.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43761 is the clearest representative of the CLIP regression: it names the exact code path (`CLIPVisionModel.forward`) and the missing output behavior under `output_hidden_states=True`.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 has the strongest issue quality overall: clear regression boundary, specific model family, and a focused save-path corruption problem.", + "best_issue_reason": "issue:43761 is the best single issue to anchor this small CLIP duplicate cluster because it is specific, reproducible, and points to the concrete forward-path regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages (`huggingface_hub` vs `transformers`); not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different failures: distributed optimizer state corruption vs attention scaling being ignored in specific backends." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Both mention warnings, but one is a path-loading import warning and the other is a PyTorch precision warning during compile." + }, + { + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both mention RoPE, but they are different models and different problems (Smollm3 layer dropping vs GLM-5 RoPE implementation)." + "reason": "One is an API request validation problem; the other is a chat-template crash on batched input." }, { "left": "issue:43618", - "right": "issue:43761", + "right": "issue:44380", "accept": false, - "reason": "Both are CLIP v5 regressions, but one is missing attentions and the other is missing hidden_states; likely separate bugs in the same area, not clearly one fix." + "reason": "CLIP output regression vs GPT-2 attention scaling behavior; different model families and code paths." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/load paths: missing `layer_type_validation` export vs local-files-only network requests." + }, + { + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Different Qwen3-VL-Moe topics: general breakage/loading regression vs fp8 inference support." + "reason": "Both mention RoPE, but one is a Smollm3 layer-selection bug and the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression in output assembly: missing vision-model outputs/fields in forward pass." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is quantized model persistence and the other is Pipeline.save_pretrained; different code paths and artifacts." + "reason": "Different save_pretrained failures affecting different object types (quantized models vs Pipeline objects)." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a v5/Qwen3-VL-Moe bug report and the other is fp8 inference support; not the same concrete issue." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but the symptoms and likely root causes differ (Qwen3.5 model loading vs sorted state_dict ordering)." + "reason": "One is a Qwen3VL-Moe loading regression, the other is a load failure when state_dict keys are sorted; insufficiently specific and likely different causes." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependency breakages." + "reason": "Both are import errors, but they concern different removed symbols from different dependencies." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Unrelated: Qwen3.5 num_labels propagation vs Trainer import affected by datasets installation." + "reason": "Qwen3.5 config propagation bug vs inability to import Trainer due to a datasets conflict." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but one is token embedding resize propagation and the other is attention mask construction; different bugs." + "reason": "Gemma4 embedding resize bug vs Gemma4 attention-mask construction bug; different behaviors and fixes." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat-completions request rejection and SAM memory overflow are unrelated." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Different problem areas: base_model_prefix loading regression vs pipeline serialization." + "reason": "Model-loading/base_model_prefix regression vs Pipeline save_pretrained failure; different code paths." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different failures: Flash Attention unsupported for a model vs invalid GenerationConfig for GLM-5." + "reason": "Unsupported Flash Attention for Nemotron vs invalid GenerationConfig for GLM-5; different errors." }, { - "left": "issue:44483", - "right": "issue:46369", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Completely different symptoms and subsystems: chat completions request rejection vs sam3-litetext memory overflow." + "reason": "Different attribute-missing bugs in different models (Gemma3Config vs SAM3 vision output)." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Both are import-time issues, but one concerns compiled Python files and the other noisy docstring lint output." - }, - { - "left": "issue:36683", - "right": "issue:43475", - "accept": false, - "reason": "Different model families and attributes: Gemma3 vocab_size vs SAM3 vision output fields." + "reason": "Running compiled Python files failing is unrelated to auto_docstring printing diagnostics at import time." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both are save/load related, but one is Pipeline.save_pretrained and the other is quantized sinq round-trip behavior." + "reason": "Both involve saving/loading, but one is pipeline serialization and the other is quantized-model roundtrip corruption." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "No relation beyond being model-related issues; one is missing config attribute, the other is a post_init API constraint." + "reason": "Gemma3 config attribute bug and `patchtsmixer` post_init validation are unrelated." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but for different interpreter versions and likely unrelated causes." + "reason": "Both are version/platform compatibility complaints, but for different Python versions and failure modes." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different Gemma4/Qwen3.5 configuration bugs with no shared failing path." + "reason": "Config propagation for Qwen3.5 is unrelated to Gemma4 attention-mask behavior." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both involve load/save behavior, but one is state_dict ordering during load and the other is Qwen3.5 checkpoint corruption on save." + "reason": "A sorted-state_dict load issue and a Qwen3.5 save_pretrained regression are different problems." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Different configuration/validation bugs in different models (Gemma4 attention mode vs Llama head_dim validation)." + "reason": "One is bidirectional-attention mask construction, the other is Llama head_dim validation." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Different model families and different outputs; CLIP output fields vs Qwen3.5 checkpoint saving." + "reason": "CLIP output regression vs Qwen3.5 checkpoint saving corruption; unrelated." }, { - "left": "issue:43208", - "right": "issue:46829", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Different models and domains: xLSTM training blockers vs VideoPrism output field mixup." + "reason": "Different missing-config-attribute bugs in different model configs." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43208", + "right": "issue:46829", "accept": false, - "reason": "Both are missing config attributes, but for unrelated models and different fields." + "reason": "xLSTM training blockers vs VideoPrism output field mix-up are unrelated." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Different missing-attribute/config propagation bugs in different model families." + "reason": "Both are config propagation/attribute issues, but for different models and fields." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Different training/runtime failures: BART generate decoder mask bug vs tensor-parallel training issue." + "reason": "Bart generation UnboundLocalError and tensor-parallel training bug are different subsystems and failure modes." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Unrelated: cache update no_grad decoration vs broad import errors after version upgrade." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Different Qwen3.5 MoE issues: missing embed token weights vs from_pretrained error on newer transformers." + "reason": "Cache/no_grad decorator issue and broad import-error report after upgrade are not the same bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Completely unrelated: optimizer state corruption under FSDP/PEFT vs a cache strategy typo." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "Different subsystems: SGD argument handling vs Trainer import failure due to datasets." - }, - { - "left": "issue:44908", - "right": "issue:46851", - "accept": false, - "reason": "Different features: scheduler kwargs ignored vs variable-length position_ids in Qwen3.5." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Different issues: BART generation mask bug vs tokenizer loading regression." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Both are version/regression complaints, but one is Python 3.14 import failure and the other is PretrainedConfig type checking." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Different failure modes: compiled files import issues vs Python 3.13 IndentationError from TorchScript parsing." + "reason": "Distributed optimizer state bug vs cache-strategy typo; no underlying overlap." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are generally conservative. The one accepted CLIP pair is plausibly the same forward-output regression family, while the rest are appropriately rejected as different bugs, APIs, or failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17630,7 +17509,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 57, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -17639,7 +17518,7 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:28282", - "issue:30333", + "issue:29870", "issue:33453", "issue:36296", "issue:36683", @@ -17648,31 +17527,31 @@ "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:44075", "issue:44077", "issue:44112", "issue:44222", "issue:44246", "issue:44355", "issue:44360", - "issue:44387", - "issue:44485", "issue:44556", "issue:44734", - "issue:44749", + "issue:44855", + "issue:44908", + "issue:44938", "issue:44964", + "issue:45071", "issue:45125", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", @@ -17680,13 +17559,20 @@ "issue:45561", "issue:45600", "issue:45850", - "issue:46132", "issue:46202", "issue:46285", + "issue:46365", "issue:46617", - "issue:46664" + "issue:46664", + "issue:46851" ], "soft_pairs": [ + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", "issue:43867|issue:46202", "issue:36683|issue:43064", "issue:42890|issue:45561", @@ -17709,237 +17595,210 @@ "issue:44734|issue:46617", "issue:43723|issue:44556", "issue:44222|issue:45125", - "issue:43824|issue:46617", - "issue:44387|issue:44556", - "issue:43502|issue:44485", - "issue:43874|issue:46617", - "issue:43576|issue:46132", - "issue:43010|issue:43065", - "issue:45125|issue:45478", - "issue:30333|issue:33453", - "issue:44355|issue:44749", - "issue:45125|issue:45375" + "issue:43824|issue:46617" ], - "prepared_review_unit_hash": "3afccda443ab027e16ff2b2db3decdcc40519b8045d48346a3df977f928b53e3", + "prepared_review_unit_hash": "2d16ee41972670553f1fd024548f0369a5326a8ea7df7ffb9442b28708358566", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36428, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36078, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a semantic neighborhood of Transformers regressions, but the soft pairs do not look like true duplicates of the same underlying bug/change. No PRs are present. The best representative issue is a generic loading-failure report, but it does not meaningfully subsume the rest.", - "confidence": 0.18, - "canonical_issue_reason": "Issue 43867 is the broadest and most generic loading-error report in the set, but the cluster is too heterogeneous for it to be a true canonical duplicate.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports centered on loading/import/version-regression issues. None of the soft pairs look like true duplicates, so I reject all of them.", + "confidence": 0.77, + "canonical_issue_reason": "issue:33453 is the broadest representative of the cluster\u2019s recurring loading-regression theme (tokenizer/model reload problems under newer versions).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43867 is the most representative umbrella-style issue by title, but it should only be treated as a loose thematic anchor, not a duplicate target for the others.", + "best_issue_reason": "issue:33453 is the most generic and representative issue title here, making it the best anchor for a heterogeneous loading-regression cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Both mention model/pipeline failure, but one is a sorted state_dict loading bug and the other is a Gemma roundtrip issue; different code paths." + "reason": "Different models and different missing-field/load failures (UMT5 encoder weight vs Qwen3.5 MoE from_pretrained)." }, { - "left": "issue:36683", - "right": "issue:43064", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Gemma3Config vocab_size missing and FSDP2/PEFT optimizer-state corruption are unrelated bugs." + "reason": "Optimizer argument handling is unrelated to a Trainer import failure involving datasets." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:44908", + "right": "issue:46851", "accept": false, - "reason": "One is flaky SamHQ integration tests from missing set_seed; the other is an xdist file race in testing utils." + "reason": "Scheduler kwargs bug is unrelated to Qwen3.5 variable-length position_ids behavior." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "Sorted state_dict loading error and missing Qwen3.5 vision config field are distinct failures." + "reason": "Bart generate decoder_attention_mask bug is a different code path from tokenizer-loading regression." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "torch.no_grad on cache updates and a broad 'many models break' complaint are not the same bug." + "reason": "Both are version-compatibility complaints, but one is Python 3.14 import failure and the other is PretrainedConfig type checking; not the same bug." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Both concern import time, but one attributes a specific import-star slowdown while the other is a general intermittent slow import report." + "reason": "Compiled-Python-file errors are unrelated to the DebertaV2 Python 3.13 torch.jit.script parsing issue." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Tensor-parallel training bug and tp-related OOM while loading Qwen2-57B are different symptoms and likely different paths." + "reason": "State-dict sorting load error and Gemma pipeline roundtrip failure are different problems." }, { - "left": "issue:43010", + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to the FSDP2/PEFT optimizer-state bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is seed flakiness and the other is an xdist file race; different root causes." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load error does not match the missing vision-config field issue." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "No_grad decoration on cache/layer updates is unrelated to the broad 'breaks too many models' report." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star cleanup/performance work is not the same as intermittent slow import reports." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP-related OOM on model load are distinct failures." + }, + { + "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update no_grad and Python version compatibility are unrelated." + "reason": "Cache update decoration issue is unrelated to the Python version compatibility problem." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions regression and patchtsmixer post_init validation are unrelated model issues." + "reason": "CLIP attentions assignment and patchtsmixer post_init validation are unrelated model-specific issues." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Loading sorted state_dict and incorrect visual encoder keys in save_pretrained are different bugs." + "reason": "State-dict ordering load failure is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 Moe from_pretrained failure are different model-loading issues." + "reason": "These are separate Qwen/encoder loading errors with different missing data and models." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing import error and tokenizer-loading regression are unrelated." + "reason": "Missing PyTorch dependency import error is not a tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "These are both CLIP-related, but one is attentions assignment and the other is class-structure inconsistency." + "reason": "Both mention CLIP, but one is missing attentions assignment and the other is class-structure drift; not the same bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seeding flake and Phi-4 multimodal loading failure are unrelated." + "reason": "Seed-related test flakiness is unrelated to loading Phi-4 multimodal model." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different CI/test failures: missing seed versus stale device override." + "reason": "Test seed flakiness and GraniteSpeech stale device override are different CI issues." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test flakiness and auto_mappings references to removed configs are not the same issue." + "reason": "Seed-setting test failures are unrelated to stale auto_mappings references." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer clean_up_tokenization_spaces behavior and SmolVLM num_frames semantics are unrelated." + "reason": "Tokenization-space behavior in v5 is unrelated to SmolVLM num_frames semantics." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only still triggering API calls and AddedToken keyword duplication are different subsystems." + "reason": "Offline loading making API requests is unrelated to AddedToken special-argument duplication." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Serve KV-cache continuation indexing bug and trust_remote_code cache FileNotFoundError are different failure modes." + "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache FileNotFoundError." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "AutoTokenizer.from_pretrained regression and checkpoint reload incompatibility after upgrade are distinct load-path problems." + "reason": "Both are load-related regressions, but one is tokenizer loading and the other is checkpoint reload after upgrade; not the same concrete bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained on MoE and missing _tp_plan for tensor parallelism are different issues." + "reason": "FP8 save_pretrained bug is unrelated to missing tensor-parallel plan metadata." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and cache FileNotFoundError are unrelated." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 quantization memory regression and model reload failure after version upgrade are not the same bug." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Remote-access leakage with local_files_only and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Missing image-patch helper in GLM46V and trust_remote_code cache loading failure are different code paths." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Broken transformers env command and AttentionInterface.register behavior change are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache update no_grad and a dummy Conv2d in Sam3PixelDecoder are unrelated." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 Moe, but one is missing _tp_plan and the other is a broader from_pretrained error; not enough to treat as the same bug." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLFlow reporting on failed training jobs and tokenizer loading regression are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file errors and post-upgrade filtering slowdown are different issues." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Missing _tp_plan for tensor parallelism and missing deepstack_visual_indexes in vision config are different config-field bugs." + "reason": "Missing Qwen2_5_VL import and trust_remote_code cache FileNotFoundError are different failure modes." } ] }, @@ -17955,7 +17814,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 58, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -17975,36 +17834,35 @@ "issue:42548", "issue:42757", "issue:43010", + "issue:43065", "issue:43232", "issue:43299", "issue:43475", "issue:43502", "issue:43576", - "issue:43673", "issue:43824", "issue:43827", + "issue:43874", "issue:43901", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", + "issue:44387", "issue:44485", - "issue:44492", "issue:44556", - "issue:44623", + "issue:44749", "issue:44908", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", - "issue:45230", - "issue:45362", + "issue:45125", + "issue:45375", "issue:45468", - "issue:45542", - "issue:45850", + "issue:45478", + "issue:46132", "issue:46143", "issue:46144", "issue:46209", @@ -18013,13 +17871,22 @@ "issue:46726" ], "soft_pairs": [ + "issue:44387|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375", "issue:30990|issue:31795", - "issue:43010|issue:43232", "issue:46664|issue:46726", - "issue:42548|issue:44351", + "issue:43010|issue:43232", "issue:43502|issue:44961", "issue:43502|issue:44222", "issue:43827|issue:44961", + "issue:42548|issue:44351", "issue:30333|issue:36296", "issue:43299|issue:44556", "issue:29870|issue:31795", @@ -18038,237 +17905,267 @@ "issue:43576|issue:44938", "issue:43475|issue:46617", "issue:46143|issue:46144", - "issue:44222|issue:44230", "issue:44315|issue:46209", + "issue:44222|issue:44230", "issue:41628|issue:42548", - "issue:44485|issue:46664", - "issue:43673|issue:44492", - "issue:45362|issue:45850", - "issue:44273|issue:45542", - "issue:44623|issue:45230", - "issue:44360|issue:46664", - "issue:44273|issue:45003" + "issue:44485|issue:46664" ], - "prepared_review_unit_hash": "a52de9ea654dac04b21cd4e8ae507eec19b5be6c0cec18c61b9471051f141186", + "prepared_review_unit_hash": "65c17b629c68a2a1a31d9f5f28fc5ba1c024e37d8b1b9f7dd55b556668343960", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37295, - "estimated_input_tokens": 9324, - "estimated_eval_tokens": 18904 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 37993, + "estimated_input_tokens": 9499, + "estimated_eval_tokens": 19254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is very noisy and mostly contains distinct bugs rather than true duplicates; the closest shared theme is v5-era loading/import regressions, but there is no single strong duplicate cluster.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best matches the common v5 breakage/loading-regression theme, though it is still only a loose representative because the cluster is heterogeneous.", + "summary": "The cluster is highly heterogeneous: it mixes unrelated bug reports, import errors, docs issues, and model-specific regressions. I found no soft pair that is clearly the same underlying issue/change, so all candidate duplicates are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43576 is the closest thing to a center only because it appears in multiple weak similarity links, but it is still a specific v5 CLI regression and not a strong canonical for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative issue for the overall cluster because it is the most general user-facing report of widespread v5 regressions.", + "best_issue_reason": "issue:43576 is the least-bad representative among the set due to repeated soft matches, but the cluster is too mixed for it to be a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 breakage, but one is an int4 quantization memory/OOM regression and the other is a checkpoint reload incompatibility; different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API calls and GLM RoPE implementation are unrelated bugs." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "One is a missing image-processor method causing token accounting failure; the other is a cache FileNotFoundError for trust_remote_code loading." + }, + { + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "SentenceTransformers loading gets stuck is a runtime hang; the other is a documentation clarity issue about forward arguments." + "reason": "A broken env command and an AttentionInterface.register behavior change are different features and failure modes." }, { "left": "issue:43010", - "right": "issue:43232", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad decoration and Sam3PixelDecoder's dummy Conv2d are unrelated changes." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tokenizer loading regressions." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-Moe-related, but tensor-parallel plan omission and from_pretrained loading failure are distinct issues." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and data filtering slowdown after upgrade are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and a missing vision-config field are different model/config problems." + }, + { + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Both mention generation/cache internals, but one is about no_grad decoration and the other about sync_gpus/model kwargs handling; different bugs." + "reason": "Sentence-transformers loading hang and forward() doc confusion are unrelated." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Different failures in different processor paths: video num_frames semantics vs missing vision-backend handling in AutoProcessor." + "reason": "A video num_frames semantic inconsistency and an AutoProcessor backend-missing error are different problems." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and likely different breakages." + "reason": "Both touch generation/cache code, but one is about no_grad on update() and the other about sync_gpus handling in _update_model_kwargs_for_generation." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "API requests despite local_files_only is unrelated to the unrelated one-word issue 'racoon'." + "reason": "Local-files-only network behavior and an unrelated 'racoon' issue do not match." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "One is about unwanted network access during loading; the other is an FP8 save_pretrained issue for moe models." + "reason": "API requests despite local_files_only and FP8 save_pretrained are different bugs." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() after removals is unrelated to the unrelated 'racoon' issue." + "reason": "Docs still referencing pipeline() and 'racoon' are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different symbols; no evidence of a single underlying export breakage." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to a tensor-parallel training bug." + "reason": "Failed-job MLflow reporting and tensor-parallel training are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-related loading regressions, but they affect different model families and code paths; not the same concrete bug." + "reason": "Qwen3VL-Moe loading regression and generic v4.57-to-v5 reload failure are not the same concrete bug." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Generation UnboundLocalError is a runtime bug; the other is documentation confusion." + "reason": "A generate() UnboundLocalError and forward() documentation confusion are unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file loading errors are unrelated to PreTrainedModel type-checking regressions." + "reason": "Compiled-file execution errors and PretrainedConfig type checking are different issues." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific Llama 3.2 vision model-loading failure." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading regression are separate loading failures." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command in v5 is unrelated to PreTrainedModel type checking." + "reason": "Broken env command and PretrainedConfig type checking are not the same bug." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode from huggingface_hub is a dependency/export issue, not the env command bug." + "reason": "Missing huggingface_hub symbol import and broken transformers env CLI are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel not applied in model_init and the DSA indexer ReLU discussion are unrelated code paths." + "reason": "Liger kernel application in model_init and a ReLU omission in DSA indexer are different code paths." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation clarification is unrelated to the layer_type_validation import error." + "reason": "Documentation confusion and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and missing Qwen2_5_VLForConditionalGeneration import are different failures." + "reason": "Broken env command and missing Qwen2.5-VL export are unrelated import/CLI problems." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated issues with no shared code path or symptom." + "reason": "No meaningful overlap between 'racoon' and Gemma-4 audio positional encoding." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to the unrelated 'racoon' report." + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Importing HybridCache and trust_remote_code cache FileNotFoundError are different loading failures with different causes." + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different failure modes." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and pipeline doc behavior are unrelated." + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the unrelated 'racoon' issue." + "reason": "Scheduler kwargs handling and 'racoon' are unrelated." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are different environment-related problems." + "reason": "Broken env command and Python 3.14 load failure are different issues." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 video encoder attribute error is unrelated to trust_remote_code cache loading." + "reason": "SAM 3 video attribute error and trust_remote_code cache FileNotFoundError are unrelated loading bugs." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both concern RoFormer, but one is kwargs forwarding and the other is attention-interface usage; not the same concrete bug." + "reason": "Both concern RoFormer, but kwargs passthrough and attention-interface usage are distinct concrete problems." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "FP8 save_pretrained for moe and FP8 inference support are related but distinct save vs inference issues." + "reason": "Liger Kernel model_init behavior and FP8 inference on B200 are unrelated." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Liger kernel application and FP8 inference on B200 are unrelated." + "reason": "FP8 save_pretrained on moe and FP8 inference support for qwen3-vl/qwen3.5 moe are different tasks." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing imports from transformers; no evidence they stem from one exact export regression." + "reason": "Cannot import AutoImageProcessor and cannot import PreTrainedModel are separate export/import failures." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM video frame semantics are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to a cache-strategy typo." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Qwen3.5 chat crash is a specific model/chat-path bug; 45850 is a broad meta complaint about many v5 regressions." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading behavior and missing TensorFlow backend handling are different problems." + "reason": "GLM-5 RoPE implementation and video num_frames semantics are unrelated." } ] }, @@ -18284,7 +18181,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 59, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -18316,32 +18213,38 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", - "issue:44655", + "issue:44623", "issue:44704", "issue:44829", "issue:44861", "issue:44908", + "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", - "issue:45468", + "issue:45362", "issue:45478", + "issue:45542", "issue:45753", "issue:45850", "issue:46095", "issue:46218", "issue:46328", "issue:46655", - "issue:46894" + "issue:46664" ], "soft_pairs": [ + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44273|issue:45003", "issue:44038|issue:45125", "issue:44393|issue:45071", "issue:44393|issue:45753", @@ -18353,9 +18256,9 @@ "issue:44492|issue:45850", "issue:45278|issue:45850", "issue:42371|issue:44492", - "issue:44230|issue:46095", "issue:43408|issue:44315", "issue:41669|issue:46218", + "issue:44230|issue:46095", "issue:44246|issue:44273", "issue:42890|issue:44908", "issue:43576|issue:44908", @@ -18363,9 +18266,9 @@ "issue:43976|issue:44393", "issue:44908|issue:45071", "issue:44295|issue:45230", - "issue:44704|issue:44908", - "issue:44297|issue:45230", "issue:44492|issue:46328", + "issue:44297|issue:45230", + "issue:44704|issue:44908", "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:43976|issue:45850", @@ -18375,272 +18278,276 @@ "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:45468|issue:46894", - "issue:45230|issue:45310", - "issue:43576|issue:46218", - "issue:44655|issue:44861", - "issue:43519|issue:44485", - "issue:43519|issue:44908" + "issue:43519|issue:46655" ], - "prepared_review_unit_hash": "a3ff16ac0ae5b78f6a0dbfb83c29a086855dc70504176ef83f31885a78d02404", + "prepared_review_unit_hash": "5e4ec899703165fccb37dfc89d93b283cc8bd5c10849e2030f40c0066010a6e1", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39666, - "estimated_input_tokens": 9917, - "estimated_eval_tokens": 20090 + "soft_pair_count": 40, + "serialized_chars": 39106, + "estimated_input_tokens": 9777, + "estimated_eval_tokens": 19810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: docs, tokenizer/loading, config-attribute, Qwen/vision, caching, and training issues mixed together. The only loose common thread is broad v5 regression complaints, so there is no strong duplicate set; issue:45850 is just the closest umbrella among them.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45850 is the closest umbrella for the v5-breakage complaints, but the cluster is too heterogeneous for a true duplicate canonical.", + "summary": "This cluster is very noisy: most items are unrelated model-specific bugs, import/load regressions, or version-mismatch reports. I found no strong duplicate pairs worth merging.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45850 is the broadest and most central report in the set, capturing the general \"v5 breaks many models\" regression theme that several other reports loosely orbit.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the broadest and most representative issue here, but it is still too vague to act as a precise duplicate target.", + "best_issue_reason": "issue:45850 is the best single representative issue for this noisy cluster, but it is still very vague and not a precise duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Different bugs: Qwen3-VL FP8/inference support vs missing `_tp_plan` for Qwen3.5 MoE tensor parallelism." + "reason": "Chunked-prefill cache regression vs a cache-strategy typo; related vocabulary only, not the same bug." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Qwen3-VL 2D bbox hallucination is unrelated to `PretrainedConfig` type-checking regressions." + "reason": "Specific Qwen3.5 chat crash vs broad v5 breakage complaint; different symptoms and likely different code paths." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Same family (Qwen3-VL/Qwen3.5) but different failures: bbox output issue vs infinite-loop on one image." + "reason": "Lazy-loading problem vs TensorBoard/TensorFlow backend import error; different subsystems." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Import-star cleanup/performance issue vs missing GenerationMixin cache in chunked prefill; different code paths." + "reason": "Specific processor.save_pretrained file-loss bug vs a generic bug report with no matching failure mode." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44360", + "right": "issue:46664", "accept": false, - "reason": "Both are v5 complaints, but one is the `transformers env` command and the other is checkpoint reload compatibility." + "reason": "DSA indexer discussion vs SmolVLM video num_frames semantics; unrelated topics." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Specific `pad_token_id` attribute bug vs a vague broad v5-breakage report; not the same defect." + "reason": "Both touch import behavior, but one is lazy loading and the other is unsafe sys.modules access; not the same underlying bug." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Concrete StableLm `pad_token_idx` regression vs generic v5 breakage; too broad to be the same issue." + "reason": "Different Qwen3-family failures: one is a Qwen3-VL-Moe bug, the other is missing tensor-parallel plan support." }, { - "left": "issue:44556", + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issue vs PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but one is a bbox-output problem and the other is an infinite-loop-on-image bug; different concrete failures." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * usage vs missing GenerationMixin cache in chunked_prefill; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env command vs checkpoint reload regression after upgrade; different features." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Model-specific missing pad_token_id vs broad v5 breakage report; not a single concrete duplicate." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Model-specific missing pad_token_idx vs broad v5 breakage report; too vague to be the same bug." + }, + { + "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both involve v5 migration, but one is checkpoint reload failure and the other is old remote-code/meta-init incompatibility." + "reason": "Both are upgrade/load problems, but one is general checkpoint reload failure and the other is remote-code/meta-init incompatibility; different causes." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo is unrelated to broad model breakage reports." + "reason": "Cache-strategy typo vs broad v5 regression complaint; not the same underlying issue." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "General import errors after upgrade is not the same as the broad 'too many models break' complaint." + "reason": "General import errors after upgrade vs broad \"too many models break\" report; overlap is too broad to treat as duplicate." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API warning is unrelated to a cache-strategy typo." - }, - { - "left": "issue:44230", - "right": "issue:46095", - "accept": false, - "reason": "FP8 Qwen3-VL/Qwen3.5 inference support vs DeepSeek weight-conversion tooling; different change requests." + "reason": "TF32 settings warning vs cache-strategy typo; unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning for sam3_tracker vs Liger Kernel application with `model_init`; unrelated." + "reason": "Model-type mismatch warning vs Liger Kernel not applied with model_init; different bugs." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star performance cleanup vs missing `Qwen3_5ForCausalLM` import/export; different problems." + "reason": "Import performance regression vs inability to import a specific Qwen3_5 module; shared import wording only." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs weight-conversion-script question; not the same change." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both mention import/lazy loading, but one is slow import sometimes and the other is a specific lazy-loading bug; not enough to unify." + "reason": "Import takes long sometimes vs lazy loading not working properly; related area, but not enough evidence of one concrete bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Integration-test seeding failures are unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Integration-test seeding problem vs scheduler kwargs being ignored; unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and scheduler kwargs are separate features with no shared code-path bug." + "reason": "transformers env command issue vs scheduler kwargs regression; no shared code path." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support for Nemotron is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Flash Attention 2 support error vs Qwen3-VL bounding-box hallucination; different model issues." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility regression vs Qwen3-VL output bug; different scope and cause." + "reason": "Python version compatibility report vs Qwen3-VL bbox output bug; unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs ignored is unrelated to `PretrainedConfig` type-checking breaks." + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression; different components." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access bug is too specific to match a generic 'Bug report' entry." + "reason": "position_ids buffer access error vs generic bug report; no duplicate evidence." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "AutoProcessor kwargs forwarding issue vs scheduler kwargs bug; unrelated components." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad numpy/list conversion issue; unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as an unspecified generic bug report." + "reason": "Tokenizer class mismatch on save vs generic bug report; not a duplicate." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Cache-strategy typo and feature-extractor padding performance are different areas." + "reason": "AutoProcessor kwargs forwarding bug vs scheduler kwargs ignored; both mention kwargs, but on different APIs." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star removal/performance vs missing `HybridCache` symbol export; different root causes." + "reason": "General import slowdown vs cannot import HybridCache; similar symptom, different underlying failure." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import hygiene/performance issue vs a testing utility bug; no shared defect." + "reason": "Import-performance issue vs a small testing_utils bug; unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python 3.9/3.10 compatibility is a platform issue, not the same as generic v5 model breakage." + "reason": "Python version support regression vs broad v5 breakage complaint; not the same bug." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Platform compatibility regression and missing model import are unrelated." + "reason": "Python version compatibility vs specific module import failure; unrelated." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen issues: bbox hallucination in Qwen3-VL vs Qwen3.5 MoE `from_pretrained` error." + "reason": "Qwen3-VL bbox output bug vs Qwen3.5 MoE from_pretrained error; different model paths." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Model `post_init` policy validation vs tied-weights helper crashing on list input; different code paths." + "reason": "Optional post_init validation issue vs tied-weight-key AttributeError; different code paths." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + "reason": "Documentation confusion vs tokenizer loading regression; one is docs, the other is runtime behavior." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken CLI command and lazy-loading failure are not the same bug." + "reason": "Broken env command vs lazy loading issue; different features and failure modes." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied in `model_init` is unrelated to flash_attention_3 causing degenerate training." + "reason": "Liger Kernel application bug vs flash_attention_3 degenerate training; unrelated training/runtime problems." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor math bugs, but timestamps in Qwen3VL and padding in SmolVLM are different underlying defects." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading/import slowness is unrelated to scheduler keyword forwarding." - }, - { - "left": "issue:45468", - "right": "issue:46894", - "accept": false, - "reason": "Different model families and failures: Gemma-4 audio positional encoding vs CohereASR training-loss shift bug." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "A generic bug placeholder is not enough to match the specific Qwen3.5 MoE `from_pretrained` failure." + "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding calculation; different processors and bugs." } ] }, @@ -18656,7 +18563,7 @@ "component_index": 1, "component_count": 24, "review_unit_index": 60, - "review_unit_count": 60, + "review_unit_count": 61, "status": "reviewed", "reason": null, "source": "llm", @@ -18671,37 +18578,36 @@ "issue:31795", "issue:34689", "issue:36296", - "issue:37934", "issue:38617", "issue:41669", "issue:42371", "issue:42913", - "issue:42936", "issue:43066", - "issue:43240", "issue:43298", "issue:43352", "issue:43502", "issue:43519", "issue:43525", "issue:43572", + "issue:43576", "issue:43606", "issue:43618", - "issue:43668", "issue:43704", "issue:43717", - "issue:43813", - "issue:44031", "issue:44230", "issue:44263", + "issue:44273", "issue:44351", + "issue:44360", "issue:44485", "issue:44492", "issue:44623", + "issue:44655", "issue:44861", "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18711,9 +18617,18 @@ "issue:46095", "issue:46144", "issue:46172", - "issue:46218" + "issue:46218", + "issue:46894" ], "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45468|issue:46894", + "issue:45230|issue:45310", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:44655|issue:44861", + "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:31795|issue:34689", "issue:43704|issue:44485", @@ -18725,8 +18640,8 @@ "issue:43519|issue:44623", "issue:44263|issue:45468", "issue:43606|issue:45468", - "issue:43298|issue:46095", "issue:43519|issue:43704", + "issue:43298|issue:46095", "issue:43352|issue:46218", "issue:44351|issue:46218", "issue:42913|issue:43066", @@ -18740,319 +18655,441 @@ "issue:31515|issue:38617", "issue:43572|issue:44861", "issue:43525|issue:44861", - "issue:44230|issue:44623", "issue:28348|issue:43352", + "issue:44230|issue:44623", "issue:29870|issue:31515", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:31515|issue:31795", "issue:44230|issue:45310", "issue:43298|issue:44230", - "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031", - "issue:42936|issue:43240", - "issue:43240|issue:46144", - "issue:42936|issue:44031", - "issue:42936|issue:46144", - "issue:42936|issue:43813", - "issue:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" + "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "b78e3a01bc88e9332a776708d7c312924f9bb366e58d74d968646dc734717f3c", + "prepared_review_unit_hash": "c1cce356c560ddbc654dc7cad481372648656938855384ae155a73a8614bd05d", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1844, - "serialized_chars": 956908, - "estimated_input_tokens": 239227, - "estimated_eval_tokens": 478710 + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 46, - "serialized_chars": 40600, - "estimated_input_tokens": 10150, - "estimated_eval_tokens": 20556 + "soft_pair_count": 43, + "serialized_chars": 39627, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous regression/feature issues, not true duplicates. None of the soft edges look like the same underlying bug or change, so I reject all pairwise merges. If an umbrella issue is needed, the broad Transformers 5.0 breakage report is the best anchor.", - "confidence": 0.26, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the most suitable canonical anchor among these otherwise unrelated issues.", + "summary": "Mostly false-positive similarity matches across unrelated Transformer issues; no soft edge is strong enough to treat as a duplicate or same-change pair. The most concrete anchor is the Gemma-4 audio positional encoding report.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45468 is the most concrete and central report in the set, with the strongest tie to other model-specific similarity matches and enough detail to serve as the cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 best fits as the global representative because it is the only item that broadly describes the overall regression theme rather than a narrow model-specific or unrelated bug.", + "best_issue_reason": "issue:45468 is the clearest actionable standalone bug report in the cluster: specific component, reproducible behavior, and active discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different bugs in different subsystems: DSA indexer/ReLU vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "One is a lazy-loading problem; the other is a scheduler kwarg propagation bug." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different models and failure modes: Gemma-4 audio encoding vs CohereASR training-loss shifting." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "45230 is too generic to prove the same underlying bug as the specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Different code paths: the env command vs an import failure for a specific model class." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated model math issues: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both touch saving-related code, but one is pipeline save_pretrained and the other is tied-weight-key handling." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "No shared code-path; timestamp calculation and scheduler kwargs are separate concerns." + }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star/model import performance is unrelated to a VRAM leak in Qwen3ForCausalLM." + "reason": "Import-star cleanup performance issue vs a VRAM leak in Qwen3ForCausalLM are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about input_ids/past_key_values is not the same as a Llama 3.2 Vision model loading regression." + "reason": "Documentation confusion about forward args is not the same bug as model loading failing for Llama 3.2 Vision." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE behavior are different code paths and symptoms." + "reason": "Different model-specific bugs with no shared failing code path." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared expert gating and a DeepSeek-V4 tensor transpose issue are distinct bugs." + "reason": "Both are deepseek-v4 related, but one is gating logic and the other is a tensor transpose issue." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are unrelated model-specific issues." + "reason": "Distinct implementation areas: RoPE math vs audio relative positional encoding." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings behavior is unrelated to the VRAM leak report." + "reason": "TF32 settings issue and VRAM leak are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network access and Qwen3VL timestamp calculation are different problems." + "reason": "Offline-loading network leakage vs Qwen3VL timestamp math are separate bugs." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad \u201cmany models break in 5.0\u201d complaint is not the same as a specific Qwen3_5 import failure." + "reason": "A broad v5 breakage complaint does not match a specific Qwen3_5 import error." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation in a processor and missing save_pretrained files are different processor bugs." + "reason": "Timestamp calculation and missing processor save files are different failure modes." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Gemma4AudioRelPositionalEncoding." + "reason": "torch.split return semantics in a GLM indexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch in bark-small is not the same as a Gemma-4 audio encoding bug." + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio encoding." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:43519", + "right": "issue:43704", "accept": false, - "reason": "Audio-model support for continuous batching and a DeepSeek-V4 weight-conversion question are unrelated." + "reason": "No common underlying code path between Qwen3VL processor math and VRAM leakage." }, { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "Timestamp calculation in Qwen3VL and a Qwen3ForCausalLM VRAM leak are different failures." + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different change requests." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronH and a Qwen3_5 import error are unrelated." + "reason": "Flash Attention support for Nemotron and a Qwen3_5 import failure are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 module import failure are different import regressions." + "reason": "Missing HybridCache export and missing Qwen3_5ForCausalLM export are different symbols and likely different causes." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Tokenizer behavior differences across versions and a wrong tokenizer decoder type are related in theme but not the same concrete bug." + "reason": "Both concern tokenizer v5 behavior, but one is a broad regression report and the other a specific decoder-type mismatch; not enough to merge." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2-specific Flash Attention 2.0 support and a generic Flash Attention 2.0 issue are not the same concrete change." + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a vague generic report." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and the unrelated spam issue are not duplicates." + "reason": "Scheduler kwargs propagation and a nonsense/unemployment issue are unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and the unrelated spam issue are not duplicates." + "reason": "Typo in cache strategies does not match the unrelated placeholder issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and the unrelated spam issue are not duplicates." + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "An unrelated spam issue is not a duplicate of a broad Transformers 5.0 regression report." + "reason": "Placeholder issue cannot be matched to a broad complaint about v5 breakages." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 import failure and the unrelated spam issue are not duplicates." + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key handling and apply_chat_template tool-call crashes affect different code paths." + "reason": "Tied-weight key handling and chat-template tool-call crashing are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "from_pretrained slowness and a missing layer_type_validation import are unrelated." + "reason": "Slow from_pretrained loading is not the same as the missing layer_type_validation import error." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight-key attribute handling." + "reason": "Missing pad_token_idx in a config is unrelated to tied-weight-key attribute handling." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key attribute handling." + "reason": "Missing pad_token_id in Llama4Config is a config bug, not tied-weight-key crashing." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:28348", + "right": "issue:43352", "accept": false, - "reason": "FP8 support for qwen3-vl/qwen3.5 and processor.save_pretrained missing files are different issues." + "reason": "Both mention Flash Attention 2.0, but they target different models and different support gaps." }, { - "left": "issue:28348", - "right": "issue:43352", + "left": "issue:44230", + "right": "issue:44623", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they concern different models and separate support requests." + "reason": "FP8 Qwen3-VL/MoE support request and processor save-pretrained missing files are unrelated." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask bug and checkpoint loading slowness are unrelated." + "reason": "BART generate() decoder mask bug and slow checkpoint loading are separate issues." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-reporting behavior and checkpoint loading slowness are unrelated." + "reason": "MLFlow reporting on training failure is unrelated to checkpoint loading speed." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained slowness and tensor-parallel training bugs are different subsystems." + "reason": "Slow loading and tensor-parallel training bug are different code paths." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading slowness and documentation confusion are not the same bug." + "reason": "Model loading performance and documentation confusion are not the same bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request for Qwen3-VL/Qwen3.5 and a Qwen3.5 from_pretrained error are not the same concrete issue." + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 and a from_pretrained import error are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching and FP8 support are unrelated feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated model implementations." - }, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated implementation 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": 24, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "7b2ee3e371b1e682705c0db04cb2ac808ab613a27f44a96d44451f1400a900a6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates of one another; they span unrelated models and bugs (normalization, loss kwargs, tokenizer regex warnings, expert gating, attention interface, etc.). All soft-similarity links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: this set is heterogeneous and does not form a single duplicate bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the items describe different underlying problems in different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERTConfig type-hint correctness and tokenizer regex warnings are unrelated." + "reason": "One is a type-hint mistake in ModernBERT config; the other is a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value handling and loss kwargs forwarding are different bugs." + "reason": "Mask2Former ignore_value usage and missing kwargs propagation to loss calculation are different failure modes." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding and RoFormer attention-interface usage are unrelated." + "reason": "Loss kwargs forwarding is unrelated to RoFormer's attention-interface implementation issue." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value handling and tokenizer regex warnings are unrelated." + "reason": "These affect different subsystems: Mask2Former loss masking vs tokenizer warning behavior." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former ignore_value handling and RoFormer attention-interface usage are unrelated." + "reason": "Mask2Former ignore_value and RoFormer attention interface do not describe the same bug." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2former ignore_value handling and a typo in quantization_operation are unrelated." + "reason": "A missing use of ignore_value is unrelated to a typo in a quantization operation name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function and a wrong type hint in config are separate issues." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERTConfig type-hint correctness and a quantization typo are unrelated." + "reason": "ModernBERT norm_eps typing and a quantization-operation typo are unrelated code changes." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm semantics and a ModernBERTConfig type hint are unrelated." + "reason": "Llama4TextL2Norm RMS-norm question and ModernBERT norm_eps type hint are different model/config concerns." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value handling and ModernBERTConfig type-hint correctness are unrelated." + "reason": "Mask2Former ignore_value usage and ModernBERT config typing are not the same underlying bug." } ] }, @@ -19085,52 +19122,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "1e109591f1c0208abf877dc1e810dbcaf685bc8d8f9ddcfe33c2b8e6f3c42958", + "prepared_review_unit_hash": "d8f65d2c36de5313e6a37b644443113be12f49c5d960ecad943626d5e783942c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated: token truncation direction, ReduceLROnPlateau-like scheduler behavior, and Wav2Vec2 word timestamp offsets. None should be clustered as duplicates.", + "summary": "The three issues are about unrelated topics: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word timestamps. This is not a duplicate cluster.", "confidence": 0.99, - "canonical_issue_reason": "No single canonical issue fits the cluster because the topics are different and do not describe the same underlying bug or feature request.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most self-contained and specific, but it is not a true representative for this cluster since the other issues are on unrelated topics.", + "best_issue_reason": "No single issue is a good canonical representative because the items are unrelated feature requests/questions rather than the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Truncation-direction behavior and Wav2Vec2 word offset timing are unrelated features." + "reason": "Different domains and problems: truncation strategy in tokenization vs extracting word-level time offsets in Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Token truncation options and ReduceLROnPlateau-like scheduling address different code paths and problems." + "reason": "Unrelated requests: truncation-from-beginning option vs ReduceLROnPlateau-like learning-rate scheduling." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "A learning-rate scheduler feature request and word timestamp offsets are not the same underlying issue." + "reason": "Completely different functionality: LR scheduler behavior vs Wav2Vec2 timestamp offsets; not the same bug or change." } ] }, @@ -19162,12 +19199,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "cc06f0792774d6a7e57bd662b0a3ba556a92acd5496225a2677d46bdab9c9ef7", + "prepared_review_unit_hash": "d24a3da6d27b5d50861d38c77f2318d4117b66e75fb33b03c6b0e8392d695e49", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19175,7 +19212,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19184,24 +19221,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one is about Tapas tokenization differing from TensorFlow code, one is about an incorrect error message when downloading a private model while logged out, and one is a generic inability to load bert-base-uncased. The cluster is heterogeneous, with no safe canonical duplicate.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue: the titles describe different bug classes and subsystems, so there is no clear duplicate target.", + "summary": "These issues are not duplicates: one is about Tapas tokenization mismatch, one about an authentication/error-message problem for private model downloads, and one about failure to load bert-base-uncased. The only overlap is a broad similarity around model/tokenizer loading, but they describe different failure modes and likely different fixes.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #16618 is the broadest and most user-facing of the three, centered on an actual model-load failure; the others are narrower or about a different subsystem (tokenization vs. auth/error messaging).", "canonical_pr_reason": null, - "best_issue_reason": "If a representative must be chosen, issue 16618 is the broadest model-loading report, but it still does not match the other issues closely enough to serve as a true duplicate canonical.", + "best_issue_reason": "#16618 is the best representative issue because it captures the generic model-loading symptom more directly than the others and is the most likely to be reused as a reference point for related load failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problems: Tapas tokenization mismatch vs a model loading failure for bert-base-uncased; not the same underlying bug." + "reason": "Tapas tokenization mismatch is a tokenizer/parity issue, while 'Can't load the model for bert-base-uncased' is a model-loading failure; they do not look like the same underlying bug or the same fix." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Related to model access, but one is a bad private-model download/login error and the other is a generic load failure; too different to merge as duplicates." + "reason": "#15980 is specifically about a bad error message when downloading a private model without login, which is an authentication/error-reporting issue, not the same underlying problem as failing to load bert-base-uncased." } ] }, @@ -19231,12 +19268,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "f4528b4bb127de021bed169922a2fed1586c7b537aa1ef22530e6da4a14531e2", + "prepared_review_unit_hash": "2fe60beceb37ed22a00c474d88661a18e6958a51e66adfd0871a933f0c6f7c4f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19244,7 +19281,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19253,18 +19290,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both architecture-support community-contribution issues, but they target different features: Flash Attention 2 vs GGUF. They do not describe the same underlying bug or change, so they should not be clustered as duplicates.", + "summary": "These are not duplicates: one asks for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They are separate feature requests in the same broad area, so the soft match should be rejected.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue here; the issues target different features and different code paths (Flash Attention 2 vs GGUF support).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:26350 is the better representative thread only because it has higher discussion activity and more traction, but it is not a duplicate of #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Same broad theme of expanding architecture support, but the concrete changes are unrelated (Flash Attention 2 support vs GGUF support) and would not be merged as one issue/change." + "reason": "Different requested capabilities: Flash Attention 2 architecture support versus GGUF architecture support. Same broad subsystem, but not the same underlying bug or change." } ] }, @@ -19329,214 +19366,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "55aedb2f7895a058ebef72d32a7afbdd53f862064b554f6fc15c2094ebb988d0", + "prepared_review_unit_hash": "57a5c0ede16021af9ea9beab905ac8b2bf848d8f9845cd5c4198ab3b267c9f24", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15977, - "estimated_input_tokens": 3995, - "estimated_eval_tokens": 8246 + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15977, - "estimated_input_tokens": 3995, - "estimated_eval_tokens": 8246 + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of separate i18n translation requests by language, so most cross-language pairs are not duplicates. The only convincing duplicates are the identical placeholder-title issues among the English-template entries, plus the exact same Thai-title pair.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43834 is the oldest clean representative of the exact-title placeholder duplicate subgroup and is the best single issue to anchor that duplicate set.", + "summary": "Most items are not true duplicates: the Turkish, Spanish, and Romanian translation requests are separate language-specific issues. The only clear duplicate subgroups are the three identical placeholder i18n template issues, and the two identical Thai-titled issues.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43834 is the oldest of the identical placeholder translation-template issues and is the best representative of that duplicate subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest representative issue in the cluster because it sits in the clearest duplicate subgroup and predates the others.", + "best_issue_reason": "43834 is the clearest representative of the template-duplicate subgroup; the other concrete language requests are distinct tasks, not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation request vs. generic placeholder entry; not the same issue." + "reason": "Different language-specific translation requests; same i18n theme is too broad to make them duplicates." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish docs translation request is distinct from the placeholder entry." + "reason": "Turkish translation request vs generic placeholder translation issue; not the same underlying task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different language request; no evidence of the same translation task." + "reason": "Concrete Turkish docs translation request is distinct from the placeholder template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish and Romanian translation requests are separate issues." + "reason": "Different target languages (Turkish vs Romanian), so separate issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are different tasks." + "reason": "Different target languages (Turkish vs Spanish), so not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish docs request does not match the generic placeholder issue." + "reason": "Spanish translation request is not the same as the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language request; not a duplicate." + "reason": "Spanish translation request vs placeholder template issue; too different to merge." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate." + "reason": "Different target languages (Spanish vs Romanian), so separate tasks." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish docs request is unrelated to the placeholder entry." + "reason": "Spanish translation request vs generic placeholder issue; not a duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs. generic placeholder; different underlying issue." + "reason": "Romanian translation request is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different translation request; no concrete duplicate evidence." + "reason": "Romanian translation request vs placeholder template issue; not the same underlying issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian docs issue is distinct from the placeholder entry." + "reason": "Romanian translation request is separate from the placeholder translation-template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian request and Thai-titled request are different issues." + "reason": "Different content entirely; this is a Romanian docs request, not the Thai-titled issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language/title; not the same change." + "reason": "Different content entirely; this is a Romanian docs request, not the Thai-titled issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title and nearly identical body; looks like a duplicate of the same translation request." + "reason": "Same generic placeholder i18n translation issue; titles/template are effectively identical." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same placeholder title and near-identical issue text; likely duplicate." + "reason": "Same generic placeholder i18n translation issue; no distinguishing details indicate separate tasks." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different language/title content; no evidence these are the same issue." + "reason": "The placeholder translation-template issue and the Thai-titled issue are not the same underlying task." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder entry and Thai-titled entry are not the same request." + "reason": "The placeholder translation-template issue and the Thai-titled issue are not the same underlying task." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different titles and different underlying translation task." + "reason": "Different titles and likely different content; not the same duplicate issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder title with very similar body text; likely duplicate." + "reason": "Same placeholder translation-template issue; effectively identical report." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different language/title; not a duplicate." + "reason": "Placeholder translation template vs Thai-titled issue; too different to be duplicates." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different request; no same-issue evidence." + "reason": "Placeholder translation template vs Thai-titled issue; too different to be duplicates." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different translation issue; not the same underlying task." + "reason": "Different Thai-language titles/content; not the same underlying issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different language/title and no concrete overlap beyond broad i18n similarity." + "reason": "Generic placeholder translation issue vs Thai-titled issue; not a duplicate." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different request; not the same change." + "reason": "Generic placeholder translation issue vs Thai-titled issue; not a duplicate." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different underlying translation task." + "reason": "Different Thai-language titles/content; not the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title and identical body size; these look like duplicates." + "reason": "Identical Thai-titled issue reports with matching content; likely exact duplicates." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Similar language family is not enough; the Thai titles describe different requests." + "reason": "Different Thai titles/content; no evidence they describe the same task." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different Thai-titled request; no evidence it is the same issue." + "reason": "Different Thai titles/content; no evidence they describe the same task." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it distinguishes the generic English-template placeholder cluster from the separate language-specific translation requests, and it only elevates the exact-title pairs (43834/44365/44370 and 46222/46226) as duplicates. The canonical issue choice is also conservative and matches the oldest representative in the placeholder subgroup." + "feedback": "The verdicts are conservative and grounded in the packet. The three placeholder i18n template issues share the same title and are plausibly the same report cluster, with 43834 correctly chosen as the oldest representative. The Thai-titled pair (46222/46226) has identical titles and matching body lengths, so treating them as duplicates is supported. The language-specific Turkish, Spanish, and Romanian issues are reasonably kept separate based on their distinct titles. " }, "evaluator_used": true, "retried": false, @@ -19619,12 +19656,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "2770cd8f81b19707a4a3b8701b8cce596b92ca718dddfa807b892ecea7567981", + "prepared_review_unit_hash": "05e6e39bd301f2dacf782e016f09d8fe5aff1b805112619e2613f920ec250693", "component_budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24676, + "serialized_chars": 24673, "estimated_input_tokens": 6169, "estimated_eval_tokens": 12594 }, @@ -19632,7 +19669,7 @@ "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24676, + "serialized_chars": 24673, "estimated_input_tokens": 6169, "estimated_eval_tokens": 12594 }, @@ -19641,252 +19678,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated model-request issues connected only by generic \"add model/support\" wording; I see no true duplicate groups or mergeable PRs in the provided set.", - "confidence": 0.98, - "canonical_issue_reason": "No true duplicate anchor exists; the cluster is overbroad. If one issue must stand in, 36879 is the most generic and central model-add request.", + "summary": "This cluster is a loose bag of distinct model-request issues (vision, BERT variants, audio/TTS/ASR, OCR, etc.). The soft edges are title/body similarity only; none look like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "Pick issue 36879 ('Add RF-DETR model') as the cleanest generic model-add request exemplar, but it does not duplicate the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36879 is the best overall representative only as a broad model-addition request, but it should not absorb the other issues as duplicates.", + "best_issue_reason": "Issue 36879 is the most canonical representative of the cluster\u2019s general 'add a model' pattern; the other issues are different models or modalities, so none are better duplicate representatives.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different model domains: keypoint matching vs MiniCPM3 model support; shared phrasing only." + "reason": "RoMa keypoint matcher vs MiniCPM3 architecture request: different model families and different implementation surfaces." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Both are model-add requests, but EuroBert config and DEIMv2 are unrelated changes." + "reason": "EuroBert config vs DEIMv2: unrelated model additions, not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different models and modalities; BERT config vs Qwen3-TTS support." + "reason": "EuroBert config vs Qwen3-TTS support: different models and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Both are generic model additions, but EuroBert and RF-DETR are distinct models with separate integration work." + "reason": "EuroBert config vs RF-DETR model: both are model requests, but for different concrete models and code paths." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different vision models; not the same underlying request." + "reason": "RF-DETR vs DEIMv2 are distinct vision model requests, not a duplicate report." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR model addition is unrelated to adding LFM2.5 Audio 1.5B support." + "reason": "RF-DETR model vs LFM2.5 Audio 1.5B: different domains and implementations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different architectures and codepaths; RF-DETR vs weight-sparse transformer request." + "reason": "RF-DETR vs weight-sparse transformer: unrelated architectures and change scopes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different models and tasks; RF-DETR is not the same as Qwen3-ASR support." + "reason": "RF-DETR model vs Qwen3-ASR support: different models and different modalities." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different model families and modalities; RF-DETR vs Qwen3-TTS." + "reason": "RF-DETR vs Qwen3-TTS support: unrelated model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT vs Qwen3-ASR: different model families and different code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer are distinct model additions, not one bug/change." + "reason": "NeoBERT vs weight-sparse transformer: not the same model or feature." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "Different requests: NeoBERT and LFM2.5 Audio 1.5B." + "reason": "NeoBERT vs LFM2.5 Audio 1.5B: unrelated text vs audio model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model integrations with no shared concrete change." + "reason": "RF-DETR model vs NeoBERT: separate model-addition requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different models; only broad similarity in request type." + "reason": "NeoBERT vs ModernVBERT models: both are model additions, but for different architectures." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 model architecture request and Qwen3-ASR support are distinct." + "reason": "MiniCPM3 architecture vs Qwen3-ASR support: different models and modalities." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 support is unrelated to adding a weight-sparse transformer implementation." + "reason": "MiniCPM3 vs weight-sparse transformer: not the same underlying change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model requests." + "reason": "MiniCPM3 architecture vs ModernVBERT models: different model families." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "Different audio/text model support requests; no shared code-path problem." + "reason": "MiniCPM3 architecture vs Voxtral TTS support: unrelated request scopes." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + "reason": "DEIMv2 vs Qwen3-TTS support: distinct model requests, not duplicates." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different integration tasks." + "reason": "ModernVBERT models vs Qwen3-ASR support: different model families and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + "reason": "ModernVBERT vs Qwen3-TTS: unrelated additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and generic BERT-like RoPE support are not the same concrete change." + "reason": "ModernVBERT models vs BERT-like models with RoPE: related naming, but not the same concrete model or change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support target different model families." + "reason": "BERT-like models with RoPE vs Voxtral TTS support: different model classes and modalities." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "Generic model-architecture issue vs an unrelated personal-name placeholder issue." + "reason": "BERT-like models with RoPE vs 'Mirko Privitera' is unrelated; the latter is not the same kind of model request." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Same Qwen3 family, but TTS vs ASR are different tasks and likely separate changes." + "reason": "Qwen3-TTS support vs Qwen3-ASR support: same product line, but different concrete capabilities and implementation." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS are separate model-support requests." + "reason": "Qwen3-TTS support vs weight-sparse transformer: unrelated code paths." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support is unrelated to DeepSeek-OCR2." + "reason": "Qwen3-TTS support vs Voxtral-4B-TTS-2603: both audio-related, but different models and integration work." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Audio model support and a sparse-transformer proposal are different codepaths." + "reason": "Qwen3-TTS support vs DeepSeek-OCR2: different modalities and model families." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR support and LFM2.5 Audio 1.5B are different model requests." + "reason": "Qwen3-ASR support vs LFM2.5 Audio 1.5B: audio-related, but separate model requests with different changes." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model integrations." + "reason": "Qwen3-ASR support vs EUPE: unrelated model types and implementation surfaces." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR model support is not the same change as adding a weight-sparse transformer." + "reason": "Qwen3-ASR support vs weight-sparse transformer: different tasks and code paths." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model families." + "reason": "LFM2.5 Audio 1.5B vs SAM3-LiteText: different modality and model request." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model support and SWA+sink for Granite are unrelated changes." + "reason": "LFM2.5 Audio 1.5B vs SWA+sink option for Granite models: one is a new audio model, the other is a model option change." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer proposal and EUPE model request are different." + "reason": "Weight-sparse transformer request vs EUPE: different model families and different changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are distinct audio-model support requests." + "reason": "Qwen3-ASR support vs Voxtral TTS support: both speech-related, but not the same concrete fix." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model additions." + "reason": "NeoBERT vs Voxtral TTS support: unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model requests." + "reason": "Qwen3-ASR support vs DeepSeek-OCR2: different modalities and code paths." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language encoder requests from different projects." + "reason": "EUPE vs TIPSv2: both vision-language related, but distinct model requests and implementation work." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and the placeholder-name issue have no substantive overlap." + "reason": "ModernVBERT models vs 'Mirko Privitera' are unrelated; this is not the same underlying issue." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support is unrelated to the placeholder-name issue." + "reason": "Voxtral TTS support vs 'Mirko Privitera' are unrelated; no duplicate relationship." } ] }, @@ -19916,12 +19953,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "9d3a1598745feb6ac90598e1963f56971048b875f94ed89685f01ec63cf6ca54", + "prepared_review_unit_hash": "f333b8ca1a15ab91f3cefd8308d79051954f78682ed0de620b154aee06cca1c8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19929,7 +19966,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19938,18 +19975,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a technical Vision RoPE refactor. The soft similarity signal is not enough to treat them as duplicates.", + "summary": "The cluster looks spurious: one item is a docs request to add Pruna, while the other is an unrelated Vision RoPE refactor. They do not describe the same underlying change or bug.", "confidence": 0.98, - "canonical_issue_reason": "Prefer issue 46443 as the cluster representative: it is the substantive technical issue, while 38740 is a separate docs-oriented request with no overlap in problem statement.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the best issue in this set to surface as the representative artifact because it is a concrete engineering task and the only one plausibly tied to a code change.", + "best_issue_reason": "Issue #46443 is the more substantive technical change request; #38740 is a separate documentation enhancement and not a duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and artifact types: a documentation/addition request for Pruna vs. a Vision RoPE refactor. No shared targets, filenames, or concrete code-path overlap." + "reason": "Different topics and code paths: documentation about adding Pruna versus a Vision RoPE refactor. No evidence they refer to the same bug or change." } ] }, @@ -19979,7 +20016,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "c071042d5dc526504e268c89c3cf1b22f83f9191ff5b4dbc1af5fa1d00a8ab64", + "prepared_review_unit_hash": "f255f8c9c9a1ef2690deab972265aff5696ec2d9dcfdc3b289b0cee396555de5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20001,18 +20038,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is about block decoding, the other requests DeepSeek v3.2 support. They do not describe the same bug or change, so the soft edge should not be merged.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one is about set block decoding, the other is a request for DeepSeek v3.2 support. They describe different product concerns with no shared code-path evidence.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43037 is the more concrete user-facing request (model support), but it is not the same underlying problem as 41084.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43037 is the better standalone issue because it is specific and actionable, whereas 41084 is a separate decoding-related topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and scopes: block decoding versus model/version support. No shared code path or concrete duplicate behavior is evident." + "reason": "Different subjects: decoding behavior versus adding support for a specific model version. No evidence they describe the same bug or change." } ] }, @@ -20042,40 +20079,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "6de6e7015ee51e418111acc4051ac3f475e2f7a2fb1855af5e49174be5ba4b6d", + "prepared_review_unit_hash": "51613b6e0dd5e01bad415b5aa4c4a8cf5502db4344edee3ba448717522ef573b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only by a broad theme of tiled/memory-efficient layers, but they describe different components and different asks: one is about a `from_pretrained()` flag for TiledFusedLogitsLoss / LigerFusedLinearCrossEntropy, the other is about integrating TiledMLP for lower memory usage.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 41306 is the more concrete, self-contained request: it names the exact feature (`from_pretrained()` flag) and the specific fused loss path affected.", - "canonical_pr_reason": null, - "best_issue_reason": "41306 is the best representative because it is narrowly scoped and likely resolvable without needing broader architectural changes.", + "summary": "These two issues are not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss / FLCE, while the other is a feature request to integrate TiledMLP for lower memory use. They share only the general 'Tiled' naming.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request, but it is not the same underlying problem as 41826.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying changes: one concerns pretrained loading behavior for a fused logits/loss implementation, the other concerns adding TiledMLP for memory reduction. Shared tiling vocabulary is too broad to treat as the same issue." + "reason": "Different components and goals: FLCE flag handling in `from_pretrained()` versus adding TiledMLP for memory reduction. Shared wording is too superficial to treat as the same issue." } ] }, @@ -20105,7 +20142,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "75cfdbcf387dd81bea5a2a892eb599947140ea57e95fee6eb318487f106a1dee", + "prepared_review_unit_hash": "ee31896ff54927a65d8f2406812394f94d3c5d2d5ef7acfec3b327720b85a3a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -20127,18 +20164,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are only loosely related through custom trainers, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation. They should not be treated as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue here: 43598 concerns Trainer column pruning/customizability, while 43600 concerns FLOPS counting for custom trainers.", + "summary": "These are two distinct Trainer-related issues: one about making `remove_unused_column` more customizable, and one about FLOPS estimation for custom trainers. They do not appear to describe the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43598 is the broader, more central Trainer configurability topic and is more likely to serve as the representative issue for this small cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, 43598 is the more concrete Trainer behavior request, but it still does not subsume 43600.", + "best_issue_reason": "Issue #43598 has the clearer, more general problem statement; #43600 is a narrower metric-estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the broad custom-trainer context, but the underlying changes are different: one targets unused-column removal, the other FLOPS estimation. Not the same bug or change." + "reason": "Different problems: one is about `remove_unused_column` behavior/customization, the other about estimating FLOPS for custom trainers. They share the Trainer subsystem but not the same code-path change." } ] }, @@ -20168,7 +20205,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "65c53f4a0574159181a949dd2afbc64771282b466de2c2db42b687f7a575c077", + "prepared_review_unit_hash": "80c4bdb724446888f07f1575f267e7723cf865f1791a83fc98d3de194f88ab00", "component_budget": { "node_count": 2, "item_count": 2, @@ -20190,18 +20227,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Qwen-model support requests, but they target different model families and different auto-class APIs: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. They are not the same underlying change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They involve different model families and different heads/tasks.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical duplicate issue here; 43684 targets Qwen3-Omni registration for generic generation classes, while 44405 targets Qwen3.5 sequence-classification support.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the broader foundational registration request, but it does not cover the separate AutoModelForSequenceClassification support requested in 44405.", + "best_issue_reason": "If a single representative is needed, 43684 is the broader model-registration request, but it should not be treated as the same bug as 44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model/config and different API surface: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. Not the same bug or change." + "reason": "Different underlying change requests: Qwen3-Omni AutoModel registration vs Qwen3.5 AutoModelForSequenceClassification support. Different model/config and different task head, so not the same bug." } ] }, @@ -20238,12 +20275,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e40aa6528e1a0ca4e4097ad9358492bf81352b0d6e165ac56aaead653abb29b7", + "prepared_review_unit_hash": "7d177203338554097955ce32940d13d2c926ce8450c69998d2a4a5a653bd28ee", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20251,7 +20288,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20260,58 +20297,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three \"huggingface \" issues are very similar, but the packet only provides soft_similarity and no deterministic evidence, so none of the pairings should be accepted as duplicates. \"Fett\" still looks unrelated. No PRs are present.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43845 is the earliest of the three repeated \"huggingface \" issues, so it is the best canonical issue candidate.", + "summary": "Issue 43835 looks unrelated to the three \"huggingface \" reports and should stay separate. Issues 43845, 43846, and 43859 are likely same-title duplicates, but the evidence is thin and mostly title-based; 43845 is the best canonical representative because it is the earliest of that set.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43845 is the earliest of the likely duplicate \"huggingface \" reports and is the best representative of that same-title cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the safest cluster representative because it is the earliest of the repeated-title issues, even though the duplicate evidence is limited.", + "best_issue_reason": "43845 is the strongest issue candidate because it is the earliest among the likely same-title duplicates and has no distinguishing detail against the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Only weak similarity is present, with different titles and no shared targets, filenames, or content evidence tying them to the same bug." + "reason": "Different titles and no body-level evidence tying \"Fett\" to the \"huggingface \" reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "\"Fett\" does not match the repeated \"huggingface \" reports, and there is no concrete evidence of the same underlying issue." + "reason": "Different titles and no shared concrete bug description." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "The title is unrelated to the other reports and the packet contains no shared issue-specific evidence." + "reason": "Different titles and no shared concrete bug description." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "These are the strongest match because they share the same title, but the evidence is still only soft similarity with no deterministic support." + "accept": true, + "reason": "Same exact title and similarly sparse bodies; likely the same report despite limited detail." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same title, but the packet provides no concrete details beyond sparse metadata, so this is not enough to merge them confidently." + "accept": true, + "reason": "Same exact title with no distinguishing body evidence; likely the same report, though the evidence is weaker than for the nearer pair." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same-title similarity exists, but there is no additional evidence showing they describe the same underlying report." + "accept": true, + "reason": "Same exact title with no distinguishing body evidence; likely the same report, though the evidence is weaker than for the nearer pair." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is mostly grounded, but the soft-edge judgments are too strong for the evidence in the packet. All pairings are supported only by soft_similarity, and the packet\u2019s deterministic_accept is false for every pair. In particular, the acceptance of 43845\u219443859 and 43846\u219443859 overstates what can be inferred from shared title plus sparse metadata; 43845\u219443846 is the strongest match, but the evidence is still limited. The canonical issue choice (43845 as earliest of the three 'huggingface ' issues) is fine." + "feedback": "The 43835 rejections are conservative, but the duplicate claims among 43845/43846/43859 are a bit overconfident. All three have the same title, so a duplicate hypothesis is plausible, but the reasons overstate the evidence by citing 'close creation time' for 43859, which is ~10 hours later than 43845/43846. The summary should stay weaker (e.g. 'likely same-title duplicates') unless there is body-level evidence." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20345,88 +20382,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "fe46d237ac961ca84d9955a2ae3b7e6da0a7a6f87bedbc1f2078ea5d59274fb9", + "prepared_review_unit_hash": "2f060cb42bcf4e21a8e0a01d737d46db95a36545011ce8c2fff3672056b10c5d", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like unrelated low-information spam/vague issues, not a real duplicate cluster. There isn\u2019t enough evidence to merge any pair as the same underlying report.", - "confidence": 0.69, - "canonical_issue_reason": null, + "summary": "This cluster looks like unrelated low-signal/spam issues rather than true duplicates. A few items share the same placeholder title, but there is no substantive bug or change description tying them together, so all soft duplicate candidates are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44418 is the least obviously spammy and the most representative generic issue title in the set, so it is the best available anchor if a canonical item must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the only item with a somewhat descriptive, non-spam title, but it still lacks body detail and does not clearly match the others.", + "best_issue_reason": "Issue 44418 is the strongest representative of this cluster because it is at least a plausible issue title, unlike the explicit '' entries and the promotional post.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled \"\" with no body or targets; that is not enough to prove the same underlying issue." + "reason": "Same placeholder title, but no body, targets, or code context; identical spam-like titles are not enough to prove the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are titled \"\" with no substantive details, so they could be unrelated spam posts." + "reason": "Both are just '' placeholders with no substantive details, so there is no evidence they report the same bug." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like, the other is a generic documentation suggestion; no evidence they report the same problem." + "reason": "One is explicit spam and the other is a generic documentation suggestion; they do not describe the same problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. \"Check out 'Google LLC'\" are not the same concrete issue." + "reason": "Explicit spam vs. a promotional-sounding post; no shared underlying issue is evident." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation suggestion and a spam placeholder do not indicate the same underlying bug/change." + "reason": "Generic documentation suggestion vs. spam placeholder; no concrete overlap in problem statement." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A documentation suggestion and a spam placeholder are too different to treat as duplicates." + "reason": "These are not the same bug/change; one is a documentation suggestion and the other is spam-like filler." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Same placeholder title, but no body or contextual evidence tying them to the same report." + "reason": "Identical placeholder titles alone are insufficient; there is no body or code-path evidence that they refer to the same underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated \"Google LLC\" title; no shared concrete issue is visible." + "reason": "Spam placeholder vs. promotional post; no meaningful shared defect or requested change." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No sign these are the same underlying issue; the titles are unrelated and the bodies are empty." + "reason": "No substantive overlap beyond being low-signal issues; they do not appear to be the same underlying bug or change." } ] }, @@ -20456,12 +20493,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "1bb9be3a43e20797a8835bc8d3cff7c03959b505968200314f6a2ff02ca619bd", + "prepared_review_unit_hash": "08dd66447ed965c6d9303865afc0c1c345ed651cd1b87e6447344392718d6fb0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20469,7 +20506,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20478,24 +20515,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have the same title, highly similar body size, and strong textual overlap, so they appear to be duplicate reports of the same underlying energy-efficiency proposal. Issue #45145 is the better canonical pick because it has an inbound reference; no PRs are present.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 and #45151 share the exact title and appear to describe the same proposal. #45145 is preferable as canonical because it has an inbound reference, suggesting it is the more-referenced duplicate target.", + "summary": "The two closed issues have the same title and very similar bodies, so they appear to be duplicate reports of the same topic. Issue #45145 is the better canonical choice because it already has an inbound reference.", + "confidence": 0.97, + "canonical_issue_reason": "#45145 is the stronger canonical issue because it has the same title/body topic as #45151 and already has an inbound reference, suggesting it is the one others point to.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue candidate: same subject as #45151, but with at least one inbound reference and no evidence that #45151 is more central.", + "best_issue_reason": "#45145 is the best issue candidate for the cluster: it is effectively the same report as #45151 and has slightly more linkage/visibility.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and near-identical topic/body footprint; these look like duplicate issues for the same underlying request." + "reason": "Same title and highly similar issue content; these look like duplicate reports of the same underlying request/topic." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst stays grounded in the packet: the two issues have the exact same title, similar body lengths, and a soft-similarity signal, so treating them as likely duplicates is conservative. Choosing #45145 as canonical because it has the only inbound reference is also supported. No PR claims were made." + "feedback": "The conclusion is grounded in the packet: the two issues share the exact same title, have close body lengths, and the packet marks them with soft similarity evidence. Choosing #45145 as canonical because it has an inbound reference is also supported. The soft-edge acceptance is reasonable and conservative enough here." }, "evaluator_used": true, "retried": false, @@ -20576,12 +20613,12 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "1fd044e2d53b4cb29e95bdcd307c5aa7e64ed8653376779ecea2cad58a34a755", + "prepared_review_unit_hash": "2b26e89bc7d4079aedef045ca67b6866847782267f6043561a5072fc507efbf8", "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 }, @@ -20589,7 +20626,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, + "serialized_chars": 1475, "estimated_input_tokens": 369, "estimated_eval_tokens": 994 }, @@ -20598,18 +20635,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are just person-name/date entries and do not indicate the same underlying bug or request; this looks like unrelated content, not a duplicate pair.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two closed issues look like unrelated, content-free entries (personal names plus dates) rather than duplicates of the same bug or request. There is no substantive evidence to cluster them together.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: both issues are unrelated and lack any actionable technical content, body text, or links.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good global representative; both are effectively empty and appear unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and birthdates with no shared issue target, body, or code context; they do not appear to describe the same problem or change." + "reason": "Different names/dates with no body, filenames, targets, or discussion evidence; they do not appear to describe the same underlying problem." } ] }, @@ -20639,40 +20676,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "e412a072a723cc057635f78755c179f4d30711a8e73f5ac620baa0b3b85824b2", + "prepared_review_unit_hash": "faffbc0fba5303c8715480b0cfd0719e6e31923bdf4f48d9fa707ed87b5f34d0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not appear to describe the same bug or request. They are just short name/date titles with no body or shared technical context, so the soft similarity signal is not enough to treat them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: both issues lack descriptions and appear to be unrelated name/date entries rather than a shared problem report.", + "summary": "The two issues are both empty, closed, and appear to be unrelated personal-name/date entries rather than duplicate bug reports. There is no substantive evidence that they describe the same problem.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue has any body, references, or technical context; if one must be chosen, #45764 is marginally earlier, but neither is a meaningful canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical choice; both are equally non-technical and provide no actionable context.", + "best_issue_reason": "No issue in this cluster is a good canonical because both are content-free and do not describe a reproducible bug or request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles only resemble personal names with dates and provide no evidence of the same underlying bug, task, or code path." + "reason": "Only superficial similarity is present (names/dates in titles); there is no indication they refer to the same underlying issue." } ] }, @@ -20702,7 +20739,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "eff1fda2d23b228a1b250da814dd1884374379aacdc19a65a952557bc302bf38", + "prepared_review_unit_hash": "b67a7a374b9ffdd96acb5e92842760b887c877ab1fd095b4be16c7f55b81ec40", "component_budget": { "node_count": 2, "item_count": 2, @@ -20724,18 +20761,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster does not look like a duplicate set: one issue asks for a new Qwen3.5 token-classification model head, while the other requests FP8 training support. They are different feature areas and code paths.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The pair is a false positive: one issue requests a new Qwen token-classification/value-model class, while the other asks for FP8 training support. They concern different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more concrete, self-contained request and the better representative item in this pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46295 is the better cluster representative only because it appears more broadly discussed and referenced, but it is not a true duplicate of 45810.", + "best_issue_reason": "Issue 45810 is specific and actionable; it names an explicit model class and use case, unlike the broader FP8 training request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests: model-classification support vs FP8 training support. No shared target, filename, or underlying bug/change path." + "reason": "Not the same underlying bug or feature: token classification/value-model support vs FP8 training support. No shared targets, filenames, or code-path evidence." } ] }, @@ -20775,12 +20812,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "4af850637523eaf55e5d3dc0940b980d3753fcfbde552c8ab3d571f1aa4a8618", + "prepared_review_unit_hash": "73c1f85821afe7192a7dcdb304a2cd93bf018c6f859ae27047501f30c7b37b40", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20788,7 +20825,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20797,66 +20834,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set is not one coherent duplicate cluster: it contains two separate exact-duplicate issue pairs (45870/45871 and 45872/45873), while 45869 is only loosely related by topic and should not be merged with either pair.", - "confidence": 0.98, - "canonical_issue_reason": "45870 is the cleanest canonical candidate for its subcluster: 45871 is an exact later duplicate, with identical title/body shape, and 45870 is the earliest instance. The other exact-duplicate pair (45872/45873) is a separate issue theme, so there is no single canonical issue for all five items.", + "summary": "There are two clear exact-duplicate issue pairs: 45870/45871 and 45872/45873. The remaining issue 45869 is a different dataset-promo topic, and the cross-pair finance/DataForge matches are only superficial similarity, not the same underlying request.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best representative within the 'Example: Financial time series prediction with DataForge' duplicate pair because it is an exact duplicate target and the earliest submission. That said, the overall set splits into two unrelated duplicate pairs, so no one issue cleanly represents the entire cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial-data topic, but one is a dataset promo and the other is an example issue; not the same underlying bug/change." + "reason": "Different topics: a dataset bundle promo versus an example/tutorial about financial time series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as above: similar theme, but different artifact and intent." + "reason": "Same as 45869/45870; only broad finance wording overlaps, not the same issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate pair: same title and matching body size, with no evidence of a different underlying issue." + "reason": "Same title and effectively the same body; this looks like an exact duplicate issue pair." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example and the other adds a scraping service; these are different issue requests." + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other is about a scraping service; not the same concrete request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different underlying content and scope; not the same issue." + "reason": "Superficially related by theme, but the artifacts describe different content and should not be merged." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different issue themes despite shared finance/DataForge keywords." + "reason": "Same mismatch as 45870/45872; shared finance keywords are not enough." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different issue themes despite shared finance/DataForge keywords." + "reason": "Different underlying ask; not the same bug/change." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate pair: same title and matching body size, indicating the same underlying issue." + "reason": "Same title and body shape; this is an exact duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet: 45870/45871 and 45872/45873 are the only clearly duplicate-looking pairs by title/body length and creation order, while 45869 is only loosely related. The soft-edge rejections are conservative, and the note that there is no single canonical issue for all five items is supported by the split into two separate pairs." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, so calling them duplicates is reasonable, while 45869 is clearly a different dataset-promo topic. The non-duplicate pair verdicts are also appropriately conservative and do not overclaim beyond the visible evidence." }, "evaluator_used": true, "retried": false, @@ -20883,40 +20920,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "24a1ba1b9ca4b5c680683fcdad2897c2e26be82c44d689e5962a1cb7435368d3", + "prepared_review_unit_hash": "e4e34aeac53d1047d98300682262f5f0be0b15872c9ed324ae1901311184b226", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "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": 1636, - "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 point at static-cache problems around linear-attention models, but they describe different concrete failures: one is shape corruption leading to a RuntimeError, the other is a KeyError for a missing `linear_attention` cache entry in Qwen3.5. They are related in subsystem, but not clearly the same underlying bug.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader, more actionable failure mode in `early_initialization` and names the affected component (`linear-attention` layers) rather than a single model symptom.", + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention/Qwen3.5, but they describe different failures: one is an `early_initialization` shape corruption leading to a runtime shape error, the other is a `KeyError: 'linear_attention'` on Qwen3.5. Similar area, but not enough evidence they are the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "46439 is the strongest representative of the cluster: it captures the likely root-cause area and the generic breakage pattern, while 46441 reads as a specific manifestation for Qwen3.5.", + "best_issue_reason": "No clear duplicate canonical: these look like adjacent static-cache failures in the same subsystem, but the reported exceptions and failure modes differ.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related static-cache/linear-attention symptoms, but one is a shape-corruption RuntimeError and the other is a KeyError for `linear_attention`; not enough evidence they are the same exact bug or would be fixed by one change." + "reason": "Both concern static cache and linear attention, but one is a shape-corruption/runtime-shape error during early initialization while the other is a `KeyError` for `linear_attention` in Qwen3.5; they do not clearly describe the same concrete bug." } ] }, @@ -20946,12 +20983,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "ea98469aa76957dc679bcc105e9236fe0bb37b9e7c3556252bac4a330f777477", + "prepared_review_unit_hash": "63020bee6bdad8e293203edb593e0d68acee2625aadca172fe5466e0e0ab4c88", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20959,7 +20996,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20968,27 +21005,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are duplicates of the same Wav2Vec2CTCTokenizer v5 bug report; they have identical titles and bodies, differing only in issue number and activity state.", - "confidence": 0.99, - "canonical_issue_reason": "issue:46552 is the better canonical issue because it is the open, more-referenced copy of the same report and is more likely to be the active tracking item.", + "summary": "The two issues appear to be duplicates based on identical titles, equal body length, and a strong soft-similarity signal. The open issue is the better surviving tracker.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is still open and already has inbound references, making it the more useful place to track the bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the best representative of the cluster since it is the same problem statement and has inbound references, making it the likelier primary tracker.", + "best_issue_reason": "Issue #46552 is the best issue overall because it matches the same reported problem and is the open ticket most suitable for consolidation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same body, and same underlying tokenizer bug; these are duplicate reports of the exact same issue." + "reason": "Identical titles, equal body length, and the provided soft-similarity evidence support these as the same issue. The packet does not include the bodies themselves, so the verdict is based only on the available signals." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is well grounded: the two issues have identical titles and bodies, and the packet\u2019s soft-similarity signal is maximal (Jaccard 1.0). The canonical-issue preference for issue:46552 is also supported by its open state and higher inbound references. The soft-edge verdict is conservative enough." + "accept": false, + "feedback": "The conclusion is plausible, but the writeup overstates the evidence. The packet shows identical titles, equal body length, and a soft-similarity signal, but it does not provide the issue bodies themselves, so saying the body is identical is not grounded here. Please keep the duplicate verdict more conservative and base it only on the evidence provided." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21012,7 +21049,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "853dc8c1addcfacb8462cbcd006c8a286402c58ac097c0c3daeab5219dfee814", + "prepared_review_unit_hash": "990ba39420ca4d8c71453f2aecee17f8980ae58ab5525af3f9feaff26fa457ee", "component_budget": { "node_count": 2, "item_count": 2, @@ -21034,18 +21071,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about training-time failures, but they describe different underlying problems: a tensor size mismatch vs. out-of-memory during RT-DETR v2 training. They should not be merged as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 46657 is the cleaner representative bug report: it names a concrete tensor-shape mismatch during object detection training. Issue 46692 is a different failure mode entirely (OOM after several epochs).", + "summary": "These two issues describe different failure modes in training: one is a tensor shape mismatch during object detection training, the other is an out-of-memory problem after several epochs in RT-DETR v2. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "46657 is the better cluster representative because it is a specific, actionable defect report with a clearer error class. 46692 is separate and should remain distinct.", + "best_issue_reason": "issue 46657 is the better representative only because it describes a concrete, actionable training error; however, the two issues are not the same bug, so there is no true canonical duplicate here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different symptoms and likely different root causes: tensor size mismatch vs. memory exhaustion during RT-DETR v2 training." + "reason": "Different underlying symptoms and likely different root causes: tensor size mismatch vs memory exhaustion. They share a training context, but not the same concrete bug." } ] }, @@ -21075,7 +21112,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "5055e8d779e9d8d8ef1390c548c74427c4a1548ce06d92b9a4fe6c7e766cffa8", + "prepared_review_unit_hash": "7e6633f17fd2d39078f68984ac61a268a5958cbbf1bb77e98aeca5cfee57629f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21097,18 +21134,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues both concern model-loading memory/device placement, but they describe different failure modes in different pathways: ZeRO-3 partitioning of a composite submodule vs 4-bit auto device mapping ignoring max_memory and pushing modules to CPU. They are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #46822 is the more specific and actionable report: it names the exact failing path (ZeRO-3 zero.Init), the affected composite submodule, and the observed OOM during multi-GPU load.", + "summary": "These two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning problem causing OOM during multi-GPU model load, while the other is a 4-bit + device_map/max_memory routing bug that incorrectly sends modules to CPU and raises ValueError. They affect different code paths and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46822 is the stronger canonical issue candidate because it describes a concrete partitioning bug with a clear model/component target and likely narrower root cause than #46823.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Both are about loading-time memory placement, but #46822 is a ZeRO-3 partitioning/OOM bug while #46823 is a 4-bit device_map/max_memory dispatch bug. Different code paths and failure symptoms, so they should not be merged." + "reason": "Different subsystems and failure modes: ZeRO-3 composite submodule partitioning vs 4-bit device_map/max_memory dispatch to CPU. No evidence they stem from the same underlying bug." } ] }, @@ -21141,12 +21178,12 @@ "issue:46906|issue:46948", "issue:46940|issue:46948" ], - "prepared_review_unit_hash": "1113d0b2d4a906c429c481a4e5c6990d1f9d7270b1849ff02504620fbd6ea0c9", + "prepared_review_unit_hash": "2cf29596efbc2e49b0cede2f4c66b337b96c4ed1a49321d83a289e18064826b0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2807, + "serialized_chars": 2808, "estimated_input_tokens": 702, "estimated_eval_tokens": 1660 }, @@ -21154,7 +21191,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2807, + "serialized_chars": 2808, "estimated_input_tokens": 702, "estimated_eval_tokens": 1660 }, @@ -21163,30 +21200,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are nearly identical day-stamped integration triage issues for Serge, but the differing dates strongly suggest separate failure instances rather than duplicates of the same bug report.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These are three near-identical daily triage issues for Serge integration failures, but the differing dates strongly suggest separate reports rather than duplicates. I would keep them distinct and not cluster-merge them.", + "confidence": 0.93, + "canonical_issue_reason": "issue:46906 is the best representative because it is the earliest in the set and has the strongest discussion/inbound reference activity.", "canonical_pr_reason": null, - "best_issue_reason": "issue 46906 is the best representative/anchor because it is the earliest of the three and has the most inbound references, but it should not be treated as a duplicate-canonical merge target.", + "best_issue_reason": "It is the most visible and well-referenced of the three, making it the most useful cluster representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template and subsystem, but the different date in the title indicates a different daily failure instance, not the same underlying issue." + "reason": "Same template/title pattern, but the date change indicates a separate daily triage issue rather than the same underlying report." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "High textual similarity, but this is a distinct date-stamped triage issue and likely corresponds to a separate integration run/failure." + "reason": "These appear to be consecutive daily triage issues; similarity is from the standardized title, not shared bug identity." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "These are recurring daily triage reports with matching wording, yet the date-specific titles imply separate incidents rather than one shared bug." + "reason": "Both are date-stamped triage entries for different days, so they should not be treated as duplicates." } ] }, @@ -21200,7 +21237,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 38, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21216,12 +21253,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "a7430a30ce33a0a618c32addac3de23617980e9efc9392f33234f2cd68a18e76", + "prepared_review_unit_hash": "eb69da3ec10d765a56fa420c0d0f9d0fa9cfe18a9710ba85f97a8f730bf68861", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -21229,7 +21266,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -21238,18 +21275,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two VibeVoice PRs overlap heavily in base model files, but they target different scopes: #40546 adds the initial VibeVoice implementation, while #42781 extends it to a separate realtime/acoustic-tokenizer feature set. They are related, but not duplicates.", - "confidence": 0.82, + "summary": "Both PRs are VibeVoice-related, but they are different changes: #40546 implements the base VibeVoice model, while #42781 adds VibeVoice Realtime plus acoustic tokenizer support and other follow-on wiring. Shared filenames alone aren\u2019t enough to treat them as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the better canonical PR for the cluster because it represents the original VibeVoice integration and has substantially more review activity; #42781 is a follow-up feature expansion rather than the same change.", + "canonical_pr_reason": "#42781 is the broader, later follow-on PR and is the better representative of the VibeVoice work, but it is not a duplicate of #40546.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative of the underlying VibeVoice addition. It is the broader base implementation, whereas #42781 introduces a distinct realtime variant with extra tokenizer and generation changes.", + "best_pr_reason": "#42781 is the best single PR to represent the cluster because it contains the more complete VibeVoice integration and extends the initial implementation rather than repeating it.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: despite many shared VibeVoice files, #42781 is not the same concrete change. It adds realtime support and an acoustic tokenizer, plus extra generation/auto wiring, while #40546 is the initial VibeVoice implementation. They are related follow-ups, not mergeable duplicates." + "reason": "Reject: #40546 is the base VibeVoice implementation, while #42781 adds realtime behavior and acoustic tokenizer/model wiring. They overlap on shared model files but do not appear to be the same concrete change." } ] }, @@ -21263,7 +21300,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 38, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21279,12 +21316,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "d866530508a04d7047f6e760f1d80ebc0fb3e0439534a123648620f65a62f96c", + "prepared_review_unit_hash": "05703f1aba5d4d50eb012da1742c6659f571adc532bd86c3faac4b2f673cad85", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21292,7 +21329,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21301,18 +21338,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds covariate forecasting support to TimesFM, while the other adds DINOv3 image-classification support. They touch different models, different code paths, and different documentation/tests, so they should not be clustered as duplicates.", + "summary": "These PRs are unrelated feature additions in different model families (TimesFM covariates vs. DINOv3 image classification), so they are not duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests touch different models, different files, and different code paths, so they cannot represent the same underlying change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No global best PR for this cluster: 40755 is a TimesFM forecasting enhancement, while 41224 is a DINOv3 classification feature; neither can stand in for the other.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes: TimesFM forecasting with covariates vs DINOv3 image classification support. No shared bug or mergeable code-path overlap." + "reason": "Different features for different models: TimesFM covariate forecasting vs. DINOv3 image classification. No shared bug or change path, and they would not be merged into one PR." } ] }, @@ -21326,7 +21363,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 38, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21389,7 +21426,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 38, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21433,154 +21470,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "0a0daf5d8432d703936e3c945841004ae98f3b047662915bee6dbec1b38233f8", + "prepared_review_unit_hash": "29591647ba533a1a2ce8d99bb587a5762fce8bd9221ae2a27620a5b59876cb04", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34782, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34786, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34782, - "estimated_input_tokens": 8696, - "estimated_eval_tokens": 17648 + "serialized_chars": 34786, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly false-positive similarity across unrelated PRs. The only true duplicate pair is the two `fixed_cross_entropy` PRs (`43251` and `43254`), which implement the same fix in the same function with nearly identical changes. All other pairs touch different subsystems and should stay separate.", - "confidence": 0.96, + "summary": "Mostly unrelated pull requests were grouped by superficial similarity. The only true duplicate/change overlap is the pair of `fixed_cross_entropy` kwargs PRs; everything else targets different subsystems or different features.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical representative for the duplicate pair because it has the explicit issue link (#43240) and the more complete PR framing for the `fixed_cross_entropy` kwargs fix.", + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate pair: it has the explicit issue link, more discussion/review activity, and the same `cross_entropy` fix as 43254.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest global representative among the items because it directly addresses a tracked bug with a clear code-path fix; however, the rest of the cluster is too heterogeneous to treat as one duplicate family.", + "best_pr_reason": "PR 43251 is the strongest overall match in the cluster because it is the only accepted duplicate pair member and the more complete implementation of that change.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different changes: Mistral tokenizer helper methods vs adding MobileLLM model files. No shared bug or mergeable code-path overlap." + "reason": "Mistral tokenizer missing-methods work vs. MobileLLM model addition; different code paths and goals." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions are unrelated to Executorch dynamic-shape export tests." + "reason": "Tokenizer API addition vs. Executorch dynamic-shape export test; unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs introducing a new model implementation are unrelated." + "reason": "Processor/auto-loading robustness work vs. new MobileLLM model support; not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support is unrelated to adding MobileLLM." + "reason": "Cross-entropy kwargs fix vs. MobileLLM model addition; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs forwarding and Mistral4 test fixes are different code paths and bugs." + "reason": "Loss utility kwargs fix vs. Mistral4 model/test changes; different bug and subsystem." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests do not match Mistral4 test fixes." + "reason": "Executorch export test vs. Mistral4 test/model work; no shared underlying change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different areas: export test coverage vs new model addition." + "reason": "Dynamic-shape export test vs. model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model support and config-resolution order fix are unrelated changes." + "reason": "New MobileLLM model support vs. config resolution fix; different problem." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-collection refactor do not fix the same concrete problem." + "reason": "MobileLLM model addition vs. Falcon output-collection refactor; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model implementation PR vs. meta skill/docs/tooling PR; not the same artifact or bug." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor is unrelated to the new-model creation skill PR." + "reason": "Falcon model refactor vs. model-creation skill/meta changes; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon interface refactor and Mistral4 test fixes are not the same underlying bug." + "reason": "Falcon output-interface refactor vs. Mistral4 tests/model changes; different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and a LayerNorm typo rename across CLIP-like models are unrelated." + "reason": "Mistral4 test/model work vs. CLIP-like `layrnorm` spelling fix across conversion/model files; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests do not overlap with chat response parsing updates." + "reason": "Mistral4 tests/model changes vs. chat parsing/serve overhaul; completely different functionality." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel integration are unrelated." + "reason": "Mistral4 model/test updates vs. TDT loss kernel integration; different feature area." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test work is unrelated to config resolution ordering." + "reason": "Mistral4 test/model changes vs. config resolution fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests and the model-creation skill are unrelated." + "reason": "Concrete model/test changes vs. a model-creation skill draft; not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A new model implementation and an AI skill for model creation are not the same change." - }, - { - "left": "pull_request:43995", - "right": "pull_request:44827", - "accept": false, - "reason": "Falcon refactor and Mistral4 tests are different model-specific changes." + "reason": "MobileLLM implementation vs. model-creation skill/meta tooling; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same concrete `fixed_cross_entropy` code path by adding support for passing supported kwargs (`weight`, `label_smoothing`) to `nn.functional.cross_entropy`; they are mergeable into one PR." + "reason": "Both PRs modify `fixed_cross_entropy` to forward supported `cross_entropy` kwargs for the same issue and same function, so they are duplicate implementations of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: the non-43251/43254 pairs are plausibly unrelated, and the 43251/43254 pair is a legitimate same-function, same-bugfix duplicate that looks mergeable into one PR." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted pair, 43251/43254, clearly targets the same `fixed_cross_entropy` kwargs bug in the same file and is plausibly mergeable into one bugfix PR. The rest of the pairwise rejections are consistent with the diffs and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -21591,7 +21628,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 38, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21607,7 +21644,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "676121bb0415cc6e29d2be0633dd53177569852d2e2dfb9976424e114a003b39", + "prepared_review_unit_hash": "b76197698319c9dafb63bb65acc85e9e763ceca7b9e22d2ee4558cffa6f6b10c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21629,18 +21666,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update workflow action versions, but they are different upgrade efforts: one is a broad GitHub Actions/Node 24 compatibility sweep, the other is a docker/build-push-action version bump. They should not be merged as duplicates.", - "confidence": 0.97, + "summary": "Two broad workflow-maintenance PRs overlap on several GitHub Actions files, but they target different upgrade sets and different concerns: one is for Node 24 compatibility, the other updates Docker build actions to newer releases. They are related in theme but not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 42975 and 42976 are separate dependency upgrades affecting different action ecosystems and different code paths, so they are not the same change.", + "canonical_pr_reason": "PR 42975 is the cleaner canonical representative because its goal is explicit and cohesive: upgrading workflow actions for Node 24 compatibility across many files.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of the cluster because it is the broader GitHub Actions compatibility sweep across many workflows; 42976 is a narrower, separate build-action version bump.", + "best_pr_reason": "PR 42975 is the best standalone PR for this cluster because it has the clearest, most specific purpose and broadest coherent action-version refresh; 42976 is a separate Docker-action upgrade.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: 42975 upgrades multiple GitHub Actions to newer versions for Node 24 compatibility, while 42976 only bumps docker/build-push-action in build-related workflows. Same broad area, but not the same concrete fix and not mergeable as one duplicate PR." + "reason": "Do not merge: both are workflow dependency bumps, but they change different action families and solve different upgrade targets. Shared filenames only show overlapping CI surface, not the same concrete bug or one mergeable change set." } ] }, @@ -21654,7 +21691,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 38, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21662,101 +21699,71 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-6", + "cluster_id": "cluster-42978-4", "nodes": [ "pull_request:42978", "pull_request:43448", - "pull_request:43451", "pull_request:45490", - "pull_request:46562", - "pull_request:46658" + "pull_request:46562" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", - "pull_request:42978|pull_request:43451", "pull_request:42978|pull_request:45490", - "pull_request:43448|pull_request:43451", "pull_request:43448|pull_request:45490", - "pull_request:43451|pull_request:45490", - "pull_request:45490|pull_request:46562", - "pull_request:46562|pull_request:46658" + "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "840417c95fe3547e38f8df92c5cc6a89b58fc13d9eea9557f00360f983571ba1", + "prepared_review_unit_hash": "7c265557ed8ecd816815e7e510ac760354484b2843d47463ac2940cf70807c7d", "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 8, - "serialized_chars": 21197, - "estimated_input_tokens": 5300, - "estimated_eval_tokens": 10856 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 8, - "serialized_chars": 21197, - "estimated_input_tokens": 5300, - "estimated_eval_tokens": 10856 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated model-addition efforts. The only near-match is Step3p7 Flash vs its mini-model/debugging companion, but that is still a different deliverable from the core Transformers implementation, so no duplicates are accepted.", - "confidence": 0.94, + "summary": "All four PRs are distinct model-addition changes (ViT NEPA, Molmo, CTSM, Step3p7). They share generic registry/docs boilerplate in auto mappings and the toctree, but they target different model directories and code paths, so none should be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the main implementation for Step 3.7 Flash in Transformers, with the broadest code surface across model, processors, auto mappings, docs, and tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the strongest standalone PR in this cluster: it is the substantive model integration, not just docs or support scripts, and has the clearest scope and review activity.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models entirely: ViT NEPA vs Molmo. Shared docs/auto-registry edits are incidental." - }, - { - "left": "pull_request:42978", - "right": "pull_request:43451", - "accept": false, - "reason": "Different models entirely: ViT NEPA vs Molmo2. Similar repository scaffolding does not indicate the same change." + "reason": "Different model integrations: ViT NEPA vs Molmo. Shared files are only common docs/auto-registry plumbing, not the same underlying bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different models entirely: ViT NEPA vs CTSM. Only generic docs/auto files overlap." - }, - { - "left": "pull_request:43448", - "right": "pull_request:43451", - "accept": false, - "reason": "Molmo and Molmo2 are distinct model integrations, not one underlying bug or code-path fix." + "reason": "These add different models (ViT NEPA and CTSM) with different model-specific files and behaviors; overlap is limited to shared registration/docs." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; shared framework files are not enough to merge them." - }, - { - "left": "pull_request:43451", - "right": "pull_request:45490", - "accept": false, - "reason": "Molmo2 and CTSM are separate model additions with different architectures and files." + "reason": "Molmo and CTSM are unrelated model additions. Similar filenames reflect broad framework wiring, not a common concrete code-path fix." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 Flash are unrelated model integrations; overlap is limited to generic registry/doc updates." - }, - { - "left": "pull_request:46562", - "right": "pull_request:46658", - "accept": false, - "reason": "Both are Step 3.7 Flash related, but 46562 adds the Transformers model while 46658 adds mini-model/conversion/debug scripts and artifacts; they are companion efforts, not the same concrete change." + "reason": "CTSM and Step3p7 are separate model implementations. Despite overlapping auto-mapping/docs changes, they are not the same change and could not be merged into one PR." } ] }, @@ -21770,7 +21777,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 38, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21805,130 +21812,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "d86633df9a370d81601f7405b4e87868c8372ac848a13fa1d5506167422e4a23", + "prepared_review_unit_hash": "33fe807409d19d9a66b6abc1ced6e4cb1eebe9d7385c764e9286e9188a4fbd97", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs across different models and subsystems. The only clear duplicate pair is the two YOLOS fixes, which target the same device-mismatch bug in the same code path.", - "confidence": 0.95, + "summary": "This cluster is mostly unrelated open PRs that happen to share superficial similarity. The only true duplicate-like pair is the two YOLOS fixes, both tied to the same device-mismatch issue; the rest should stay separate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the strongest representative because it includes the concrete YOLOS runtime fix (`.to(hidden_states.device)`) and the same device-map stabilization change, making it the more complete version of the shared bug fix.", + "canonical_pr_reason": "PR #46886 is the better canonical representative: it has the clearest title, an explicit issue target (46869), and the patch directly addresses the YOLOS device_map mismatch in the model code.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the best overall representative: it directly fixes the YOLOS device mismatch and also keeps the supporting `_no_split_modules` adjustment, so it subsumes the narrower 46886 change.", + "best_pr_reason": "PR #46886 is the strongest overall choice because it is the most specific and complete fix for the shared YOLOS bug, while #46922 looks like an alternate/partial variant on the same issue.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are superficial test-fix PRs, but they touch different models (`whisper` vs `clip`/`vit`) and do not address the same underlying bug." + "reason": "Different models and different changes; both are test-related but not the same bug or mergeable fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequantization/loading fix in 44815." + "reason": "Whisper test/tokenization work is unrelated to the FP8 dequantization fix." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test/code changes are unrelated to the generation-config watermarking fix in 46380." + "reason": "Whisper decoding/tests and generation/watermarking validation are unrelated changes." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test changes and YOLOS device-mismatch fixes are different models and different bugs." + "reason": "Whisper tokenizer/test PR and YOLOS model fix do not target the same underlying problem." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "These are unrelated test changes for different areas: CLIP/ViT vs Phimoe CI/integration." + "reason": "Both touch tests, but they fix unrelated issues in different subsystems." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The CLIP/ViT test-only PR is unrelated to the FP8 loading/dequant fix." + "reason": "A noisy test-only PR and a model-loading/FP8 dequant PR are not the same change." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test-only changes in CLIP/ViT do not match the generation watermarking bugfix." + "reason": "CLIP/ViT test edits and generation watermarking validation are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different failure modes; no shared code-path bug." + "reason": "Test placeholder edits are unrelated to the YOLOS device-mismatch fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/loading changes are unrelated to Phimoe integration-test CI setup." + "reason": "FP8 dequantization/model loading changes are unrelated to Phimoe CI/test-environment fixes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These fixes target different subsystems: quantization/loading vs generation config validation." + "reason": "Different code paths: FP8 quantization handling versus generation config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No common bug: FP8 kernel/padding work is unrelated to YOLOS device placement." + "reason": "No shared concrete bug; FP8 dequant work is unrelated to YOLOS device placement." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI fixes are different issues in different paths." + "reason": "Generation watermarking validation and Phimoe integration-test CI fixes are different problems." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation config watermarking validation is unrelated to YOLOS device-mismatch behavior." + "reason": "These PRs address unrelated generation/validation versus YOLOS device-map behavior." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration-test/CI adjustments do not share the same underlying bug as YOLOS device placement." + "reason": "CI memory/device-map test infrastructure is unrelated to the YOLOS model fix." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device-mismatch problem on the same file and same issue target; 46922 is the more complete variant of the same change." + "reason": "Both target the same YOLOS device_mismatch with device_map=\"auto\" on the same file and same issue target, and could plausibly be merged into one fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The only clearly mergeable duplicate pair is 46886/46922: both target the same YOLOS file, same issue target, and 46922 contains the same `_no_split_modules` change plus the additional device placement fix. The other pairwise rejections are conservative and consistent with the diffs, since they concern different models/subsystems and do not look like a single bugfix PR." + "feedback": "The summary is grounded in the packet, and the only accepted soft edge is conservative: PRs 46886 and 46922 share the same YOLOS file and explicit issue target, so they plausibly represent mergeable fixes for the same bug. The other pairwise rejections are also appropriately conservative because the remaining PRs touch clearly different subsystems and do not look mergeable into one bugfix." }, "evaluator_used": true, "retried": false, @@ -21939,7 +21946,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 38, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21947,161 +21954,642 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43488-3", + "cluster_id": "cluster-43451-18", "nodes": [ - "pull_request:43488", - "pull_request:43532", - "pull_request:46747" + "pull_request:43451", + "pull_request:45144", + "pull_request:46180", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46895", + "pull_request:46903", + "pull_request:46912", + "pull_request:46935", + "pull_request:46953", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46964" ], "soft_pairs": [ - "pull_request:43488|pull_request:46747", - "pull_request:43488|pull_request:43532", - "pull_request:43532|pull_request:46747" + "pull_request:43451|pull_request:46836", + "pull_request:43451|pull_request:46196", + "pull_request:43451|pull_request:46957", + "pull_request:43451|pull_request:46953", + "pull_request:43451|pull_request:46891", + "pull_request:45144|pull_request:46912", + "pull_request:45144|pull_request:46196", + "pull_request:43451|pull_request:45144", + "pull_request:45144|pull_request:46707", + "pull_request:45144|pull_request:46658", + "pull_request:46180|pull_request:46658", + "pull_request:46196|pull_request:46957", + "pull_request:46196|pull_request:46836", + "pull_request:46196|pull_request:46953", + "pull_request:46196|pull_request:46891", + "pull_request:46658|pull_request:46836", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:46707", + "pull_request:46658|pull_request:46957", + "pull_request:46658|pull_request:46891", + "pull_request:46707|pull_request:46953", + "pull_request:43451|pull_request:46707", + "pull_request:46707|pull_request:46891", + "pull_request:46707|pull_request:46836", + "pull_request:46707|pull_request:46957", + "pull_request:46836|pull_request:46957", + "pull_request:46836|pull_request:46891", + "pull_request:46891|pull_request:46957", + "pull_request:46891|pull_request:46953", + "pull_request:46903|pull_request:46958", + "pull_request:46658|pull_request:46903", + "pull_request:46903|pull_request:46964", + "pull_request:46912|pull_request:46957", + "pull_request:43451|pull_request:46912", + "pull_request:46891|pull_request:46912", + "pull_request:46836|pull_request:46912", + "pull_request:46707|pull_request:46912", + "pull_request:46935|pull_request:46957", + "pull_request:46891|pull_request:46935", + "pull_request:43451|pull_request:46935", + "pull_request:46935|pull_request:46961", + "pull_request:46935|pull_request:46953", + "pull_request:46953|pull_request:46957", + "pull_request:46836|pull_request:46953", + "pull_request:46954|pull_request:46961", + "pull_request:46891|pull_request:46954", + "pull_request:43451|pull_request:46954", + "pull_request:46954|pull_request:46957", + "pull_request:46953|pull_request:46954", + "pull_request:46958|pull_request:46961", + "pull_request:46957|pull_request:46958", + "pull_request:46891|pull_request:46958", + "pull_request:43451|pull_request:46958", + "pull_request:46957|pull_request:46961", + "pull_request:46891|pull_request:46961", + "pull_request:43451|pull_request:46961", + "pull_request:46953|pull_request:46961", + "pull_request:46836|pull_request:46961", + "pull_request:46891|pull_request:46964", + "pull_request:43451|pull_request:46964", + "pull_request:46836|pull_request:46964", + "pull_request:46658|pull_request:46964", + "pull_request:46707|pull_request:46964", + "pull_request:46895|pull_request:46958" ], - "prepared_review_unit_hash": "3b526447904312f0aa6220e20920bf20e4628b27909b56d66496db7115e2b288", + "prepared_review_unit_hash": "9dadb764b532c9a64faa6d1b3569b5db22d0e09052c06072d044045546fb3edd", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "node_count": 18, + "item_count": 18, + "soft_pair_count": 64, + "serialized_chars": 68740, + "estimated_input_tokens": 17185, + "estimated_eval_tokens": 34626 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "node_count": 18, + "item_count": 18, + "soft_pair_count": 64, + "serialized_chars": 68740, + "estimated_input_tokens": 17185, + "estimated_eval_tokens": 34626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three PRs are all unrelated test/dummy changes and do not look like duplicates of one underlying bug or fix, even though two touch workflow-related files and one shares a Vitest test filename.", - "confidence": 0.92, + "summary": "This cluster is mostly a false-positive grouping of unrelated PRs that share broad patterns like model additions, infrastructure tweaks, or test-only changes. The only clear duplicate-like pair is the two CohereASR training-loss fixes, which target the same bug and code path.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the most representative and broadest of the three, but it is still a distinct test-only workflow/diff-display change rather than the same fix as the others.", + "canonical_pr_reason": "PR #46895 is the clearest representative of the only true duplicate pair: it fixes the CohereASR double-shift training-loss bug directly and has an explicit issue link.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 has the largest and broadest diff surface, so it is the best single representative of the cluster if one must be chosen.", + "best_pr_reason": "PR #46895 is the best overall representative because it is a concrete, self-contained fix for the shared CohereASR loss-shift bug and is easier to anchor as the canonical duplicate.", "soft_edge_verdicts": [ { - "left": "pull_request:43488", - "right": "pull_request:46747", + "left": "pull_request:43451", + "right": "pull_request:46836", "accept": false, - "reason": "Different concrete changes: setup/dependency/version tweaks versus a workflow security-gate change. They do not fix the same code-path problem." + "reason": "Different model additions: Molmo2 vs Unlimited OCR; same docs/auto-mapping pattern is too broad." }, { - "left": "pull_request:43488", - "right": "pull_request:43532", + "left": "pull_request:43451", + "right": "pull_request:46196", "accept": false, - "reason": "Only weak overlap via a shared Vitest test file; the actual changes are unrelated (dependency/version setup vs workflow/testing-utils edits)." + "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch; unrelated changes." }, { - "left": "pull_request:43532", - "right": "pull_request:46747", + "left": "pull_request:43451", + "right": "pull_request:46957", "accept": false, - "reason": "Both touch workflows, but they alter different CI behaviors and files. They are not the same underlying bug/change and should not be merged as duplicates." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 9, - "component_count": 38, - "review_unit_index": 1, - "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": "5f3cc201525aedeaa173bc1d8df92d97b0fee60dfa03bedbbc191467a2969bf7", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6082, - "estimated_input_tokens": 1521, - "estimated_eval_tokens": 3298 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6082, - "estimated_input_tokens": 1521, - "estimated_eval_tokens": 3298 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These PRs are related pipeline additions, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding and docs structure, yet not the same concrete code path or change.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests add different pipelines and should not be treated as duplicates.", - "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate candidate; if a representative is needed, 43613 is broader, but it is not a canonical match for 43612.", - "soft_edge_verdicts": [ + "reason": "Molmo2 model addition vs generation/FP8 optimization; no shared bug or code path." + }, { - "left": "pull_request:43612", - "right": "pull_request:43613", + "left": "pull_request:43451", + "right": "pull_request:46953", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding 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": 10, - "component_count": 38, - "review_unit_index": 1, - "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": [ + "reason": "Molmo2 model addition vs RMSNorm dtype cleanup; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46891", + "accept": false, + "reason": "Model addition vs CI workflow tweak; not the same change." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46912", + "accept": false, + "reason": "MiMo model addition vs RoPE test expansion; unrelated." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46196", + "accept": false, + "reason": "MiMo model addition vs wav2vec2 SDPA dispatch; different subsystems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45144", + "accept": false, + "reason": "Different model additions (Molmo2 vs Xiaomi MiMo-V2); same broad category only." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46707", + "accept": false, + "reason": "MiMo model addition vs native FSDP2 integration; unrelated changes." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46658", + "accept": false, + "reason": "Different model additions: MiMo-V2 vs Step-3.7-Flash." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46658", + "accept": false, + "reason": "Fun-ASR-Nano model addition vs Step-3.7-Flash model work; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46957", + "accept": false, + "reason": "SDPA dispatch changes for audio models vs FP8 generation optimization; different bugs." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46836", + "accept": false, + "reason": "wav2vec2 SDPA dispatch vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46953", + "accept": false, + "reason": "wav2vec2 SDPA dispatch vs removing a default dtype in fused norm modules; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46891", + "accept": false, + "reason": "Audio-model SDPA support vs CI workflow changes; not the same change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7-Flash model work vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 vs Step-3.7-Flash are different model additions." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46707", + "accept": false, + "reason": "Step-3.7-Flash model conversion work vs FSDP2 infrastructure; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46957", + "accept": false, + "reason": "Step-3.7-Flash model code vs FP8 decode optimization; no shared concrete bug." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46891", + "accept": false, + "reason": "Step-3.7-Flash model work vs PEFT CI workflow changes; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46953", + "accept": false, + "reason": "FSDP2 migration vs default-dtype removal in norms; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Model addition vs FSDP2 distributed-module migration; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46891", + "accept": false, + "reason": "FSDP2 migration vs CI-only PEFT integration changes; different scope." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "FSDP2 migration vs OCR model addition; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46957", + "accept": false, + "reason": "FSDP2 migration vs generation/FP8 optimization; different code paths." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", + "accept": false, + "reason": "Unlimited OCR model addition vs FP8 decode optimization; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46891", + "accept": false, + "reason": "OCR model addition vs CI workflow tweak; not duplicates." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46957", + "accept": false, + "reason": "CI workflow edits vs generation/FP8 optimization; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46953", + "accept": false, + "reason": "CI workflow change vs norm dtype cleanup; different concerns." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Both touch CohereASR, but #46903 is a broader multi-model loss-shift fix and not the same concrete change as the CohereASR-only bug fix." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46903", + "accept": false, + "reason": "Step-3.7-Flash model work vs CohereASR/PPFormulaNet loss-shift fix; unrelated." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46964", + "accept": false, + "reason": "Training-loss shift fixes vs quantized PEFT validation; different bugs." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "RoPE tests vs FP8 decode optimization; test coverage is not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Model addition vs RoPE test improvements; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46912", + "accept": false, + "reason": "CI workflow vs RoPE tests; different changes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "OCR model addition vs RoPE test changes; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46912", + "accept": false, + "reason": "FSDP2 migration vs RoPE tests; unrelated." + }, + { + "left": "pull_request:46935", + "right": "pull_request:46957", + "accept": false, + "reason": "Trackio callback fix vs FP8 generation optimization; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46935", + "accept": false, + "reason": "CI workflow change vs Trackio callback fix; different code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46935", + "accept": false, + "reason": "Model addition vs Trackio callback fix; unrelated." + }, + { + "left": "pull_request:46935", + "right": "pull_request:46961", + "accept": false, + "reason": "Trackio callback bug vs Serge branch normalization workflow; unrelated." + }, + { + "left": "pull_request:46935", + "right": "pull_request:46953", + "accept": false, + "reason": "Trackio callback fix vs dtype cleanup in fused norms; unrelated." + }, + { + "left": "pull_request:46953", + "right": "pull_request:46957", + "accept": false, + "reason": "RMSNorm dtype cleanup vs FP8 decode optimization; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46953", + "accept": false, + "reason": "OCR model addition vs dtype cleanup; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest v9 compatibility fix vs workflow normalization for Serge branches; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46954", + "accept": false, + "reason": "CI workflow tweak vs Pytest v9 fix; different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46954", + "accept": false, + "reason": "Model addition vs Pytest v9 compatibility fix; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46957", + "accept": false, + "reason": "Pytest compatibility fix vs FP8 generation optimization; unrelated." + }, + { + "left": "pull_request:46953", + "right": "pull_request:46954", + "accept": false, + "reason": "Different fixes: dtype removal in norms vs Pytest v9 compatibility." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss fix vs Serge workflow normalization; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46958", + "accept": false, + "reason": "FP8 generation optimization vs CohereASR loss-shift bug; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46958", + "accept": false, + "reason": "CI workflow tweak vs CohereASR loss fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46958", + "accept": false, + "reason": "Model addition vs CohereASR training-loss fix; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46964", + "accept": false, + "reason": "Unlimited OCR model addition vs PEFT quantized-training validation; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46964", + "accept": false, + "reason": "Step-3.7-Flash model work vs PEFT quantized-training validation; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46964", + "accept": false, + "reason": "FSDP2 migration vs PEFT quantized-training validation; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug, same file set, and the fixes are alternative implementations of the same code-path correction." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. It correctly treats most pairs as unrelated broad-similarity false positives and only elevates the CohereASR pair that is explicitly tied to the same issue target and same file area. The soft-edge rejects are appropriately cautious; no pair is overstated as a duplicate beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "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": "b5d4b8fc877b1251284d0831b31d44832644b9a7f3a3901735b4a9bd99297fe2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated \"don't merge\" test PRs: one tweaks setup/versioning and a Vit test, one changes CI/comment-workflow plumbing across several files, and one flips a security-gate workflow trigger. There is no same underlying bug or change cluster here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the three PRs target different code paths and workflows, so none is a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "If one representative PR must be chosen, #43532 is the broadest and most consequential change set, but it is still not a duplicate match for the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: #43488 is about setup/dependency/version and a test file, while #46747 only changes a security-gate workflow trigger. Same broad repo, not the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They share only a test filename, but the actual edits are unrelated: #43488 adjusts setup/versioning and test scaffolding, while #43532 rewires multiple workflows and helper utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-related, but they modify different CI paths and problems: #43532 changes comment/self-scheduled/slack handling, while #46747 changes PR security-gate triggering. Not mergeable as one 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": 10, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "d3887a07c42c8a7631df309b136ffe2e59a50c4a48aaf3ad6d63f3c46910cb39", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate pipeline-addition PRs: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share framework plumbing and docs patterns, but they target different tasks/models and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two pull requests implement different segmentation pipelines with different task scopes and model integrations.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other. If forced to pick a representative, 43613 is broader in model coverage, but it is not a better canonical for 43612 because the underlying feature is different.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: they add different concrete pipelines (concept segmentation vs visual segmentation) with different filenames, docs, and model hookups. Shared infrastructure changes are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d04bdee0700e80e1910b21d2616383b7bc682bb950d08d4278696793f10490fa", + "prepared_review_unit_hash": "ff33b0dc7ff009c73c0b4f162f07c8604dc539a04fc188c869ada04868d584cf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -22109,7 +22597,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -22118,18 +22606,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests both edit `trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering for PEFT/custom trainers. They are not the same underlying bug or mergeable change.", - "confidence": 0.97, + "summary": "Two open PRs in `trainer.py` that both improve custom-trainer extensibility, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not duplicates or mergeable into one PR as-is.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete behavior change: it fixes/extends training loss scaling logic in a single code path and has a clear user-facing effect. PR #43663 is also a refactor/extension point, but it targets a different mechanism.", + "canonical_pr_reason": "No single canonical PR: these are separate trainer enhancements affecting different behavior (`training_step` loss scaling vs column-filter signature inspection).", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the best representative because it changes a specific runtime behavior in `training_step` with a clear problem statement, whereas PR #43663 is about exposing a helper for signature-column filtering and is orthogonal.", + "best_pr_reason": "PR 43651 is the clearest self-contained behavior change, but neither PR should be treated as a duplicate of the other.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Shared file only; the diffs touch different trainer subsystems and solve unrelated problems. They would not plausibly be merged as one PR." + "reason": "Both touch `src/transformers/trainer.py`, but they fix different concerns: 43651 changes loss scaling during gradient accumulation, while 43663 extracts signature-column logic for filtering. Different code paths, no shared concrete bug, and they would not plausibly be merged into one PR." } ] }, @@ -22142,8 +22630,8 @@ }, { "label": "pull_request", - "component_index": 11, - "component_count": 38, + "component_index": 12, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22159,12 +22647,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "e37f4f10366f93a04966c26ef0c6298f34331224b45cc6539e441e204010bf2e", + "prepared_review_unit_hash": "8f02cbf8c7fa0b660658e75954a17ec354e43c1c06a052ded8af553de92f1778", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22172,7 +22660,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22181,18 +22669,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests touch `src/transformers/cli/serve.py` and are about a `TypeAdapter`-related NameError, but they fix different runtime paths: one is a broader annotation/type-hint cleanup, the other is specifically about pydantic not being installed. They are related, but not the same underlying change, so they should not be deduplicated as one PR.", - "confidence": 0.91, + "summary": "Two pull requests touch the same CLI file and both mention TypeAdapter, but they fix different runtime/type-annotation issues. The tighter, more bug-specific PR is the pydantic-optional guard; the other is a broader annotation cleanup.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the better canonical candidate because it is the earlier, more general fix for the CLI `TypeAdapter` NameError and has the explicit issue linkage plus more discussion activity.", + "canonical_pr_reason": "PR 43842 is the more precise representative: it directly guards `TypeAdapter` behind `TYPE_CHECKING` and quotes the annotation, matching the reported no-pydantic NameError scenario more closely than the broader typing cleanup in 43656.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the strongest standalone representative of the cluster: it targets the concrete CLI `TypeAdapter` NameError directly, has the explicit issue reference, and appears to address the broader code-path problem rather than only a narrower optional-dependency typing case.", + "best_pr_reason": "PR 43842 is the best single artifact in the cluster because it targets a concrete runtime failure path with a minimal, focused fix.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Do not merge as duplicates: #43656 appears to fix a general annotation/runtime NameError in `serve.py`, while #43842 specifically guards the `TypeAdapter` type for environments without pydantic. Same file and related symptom, but different concrete bug/patch." + "reason": "Same file and similar `TypeAdapter` wording, but the fixes are not the same underlying change: 43656 is a broader future-annotations/type-hint cleanup, while 43842 specifically handles `TypeAdapter` when pydantic is absent. Too different to treat as duplicates." } ] }, @@ -22205,8 +22693,8 @@ }, { "label": "pull_request", - "component_index": 12, - "component_count": 38, + "component_index": 13, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22271,8 +22759,8 @@ }, { "label": "pull_request", - "component_index": 13, - "component_count": 38, + "component_index": 14, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -22290,7 +22778,6 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", - "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -22320,8 +22807,8 @@ "pull_request:44066|pull_request:44072", "pull_request:44013|pull_request:44044", "pull_request:44066|pull_request:44086", - "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -22365,13 +22852,14 @@ "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", "pull_request:44010|pull_request:44071", "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", "pull_request:44010|pull_request:44018", - "pull_request:43997|pull_request:44129", "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", @@ -22382,367 +22870,396 @@ "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:44044|pull_request:44154" ], - "prepared_review_unit_hash": "779efc73c98441f309806e2125ff1409eb438e2d1c8aa81802eaa92bd9c8ba83", + "prepared_review_unit_hash": "4d4ba6923136013b3581d2d6fbac4db8b8fb29cecb5f0759a662f98fbf48f4ac", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84505, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { - "node_count": 28, - "item_count": 28, + "node_count": 27, + "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 76937, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 75094, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of per-model output-tracing refactors, not a single duplicate. The only clear duplicate groups are the GPT-Neo pair and the GPT-J variants; most other pairs touch different model code paths and should remain separate.", - "confidence": 0.81, + "summary": "This cluster is mostly separate model-specific refactors under the same output-tracing initiative. The only clear duplicate groups are the GPT-Neo pair and the GPT-J/CodeGen trio; most other pairs share only the same broad tracking issue or decorator pattern.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative for the cluster\u2019s actual duplicate subgroup: it is a concrete GPT-J/codegen output-tracing refactor, explicitly targets the tracking issue, and is the most complete version of that change path.", + "canonical_pr_reason": "44066 is the strongest representative of the duplicate family: it is explicitly tied to #43979, covers the broad GPT-J/CodeGen refactor, and has the most central scope among the GPT-J-related PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest global representative because it cleanly captures the shared GPT-J output-tracing refactor and overlaps with the closest duplicates while being more complete than the narrower variants.", + "best_pr_reason": "44066 is the best global representative of this cluster because it is broad, explicitly issue-linked, and sits at the center of the only real duplicate subgroup in the set.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs GPT-J); only share the broad output-tracing theme." + "reason": "Different models and code paths; only the standardized output-tracing theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet refactor vs DeBERTa refactor; same umbrella theme, but not the same concrete change." + "reason": "Different architectures (CVT/FNet vs DeBERTa); same refactor pattern is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors against the same file and appear to be overlapping versions of the same change; 44066 simply also bundles CodeGen work." + "reason": "Both are GPT-J output-tracing refactors on the same code path; they look like overlapping implementations of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet vs EfficientNet are separate model implementations; not the same underlying bug/change." + "reason": "RegNet/ResNet-family refactor versus EfficientNet; different model-specific changes." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/codegen output tracing are unrelated code paths." + "reason": "EfficientNet versus GPT-J/CodeGen; unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; too different to be duplicates." + "reason": "GPT-J/CodeGen versus EfficientNet; same initiative, but not the same underlying bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa; same refactor pattern, but different implementations and fixes." + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; not the same concrete change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model file and appear to be the same change expressed in two PRs." + "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; different model code paths." + "reason": "GPT-J/CodeGen versus MPT; too broad a similarity to treat as duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing on the same files and appear to be the same refactor in different PRs." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen refactor and GPT-Neo refactor are related only by the general decorator migration, not the same code path." + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations; not the same underlying change." + "reason": "GPT-Neo versus GPT-J/CodeGen; same theme, different model code." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/codegen output tracing." + "reason": "ResNet versus GPT-J/CodeGen; unrelated model changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR refactor vs GPT-J/codegen refactor; same style, different change." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; different models and code paths." + "reason": "ResNet versus GPT-J; no same code path." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate implementations; not duplicates." + "reason": "GPT-Neo and ResNet are different model families." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT refactors are unrelated aside from the shared tracing theme." + "reason": "ResNet versus MPT; only the refactor pattern overlaps." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo refactor vs GPT-J/codegen refactor; different model families." + "reason": "GPT-Neo versus GPT-J/CodeGen; different model-specific implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; different code paths." + "reason": "GPT-Neo versus Flaubert; unrelated models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; not the same underlying change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT output tracing and GPT-J/codegen output tracing are distinct model changes." + "reason": "MPT versus GPT-J/CodeGen; unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; same pattern, different implementation." + "reason": "GPT-Neo versus GPT-J; same broad topic only." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same underlying bug/change." + "reason": "GPT-Neo versus MGP-STR; different models and behavior." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model code paths." + "reason": "GPT-Neo versus MGP-STR; not a duplicate." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR; both touch output handling, but not the same change." + "reason": "GPT-2 versus MGP-STR; different model-specific refactors." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; different model-specific refactors." + "reason": "ViLT versus Flaubert/XLM; unrelated implementations." }, { "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; same pattern, different concrete change." + }, + { + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are separate implementations." + "reason": "GPT-Neo versus MPT; not the same bug or patch." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer vs LongT5; unrelated model code paths." + "reason": "MPNet versus Flaubert/XLM; different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "Segformer refactor is not the same concrete change as GPT-J/codegen." + "reason": "RegNet versus Segformer; only shared output-tracing refactor language." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "Segformer vs VisualBert; different model families." + "reason": "RegNet versus MPNet; different model-specific changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." + "reason": "MPT versus ImageGPT; unrelated model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs VisualBert; same output-tracing theme, but different code paths." + "reason": "RegNet versus LongT5; no shared code path." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT2 vs GPT-Neo are separate model code paths." + "reason": "Segformer versus LongT5; same initiative, different models." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "Flaubert/XLM vs LongT5; different underlying changes." + "reason": "Segformer versus GPT-J/CodeGen; unrelated changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs Segformer are unrelated model-specific refactors." + "reason": "Segformer versus VisualBert; different model code." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and MPNet are different model implementations." + "reason": "VisualBert versus Flaubert/XLM; not the same underlying fix." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "MPT vs ImageGPT; not the same code-path problem." + "reason": "VisualBert versus LongT5; different implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 versus MPT; different model-specific output handling." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs Flaubert/XLM; different model-specific output changes." + "reason": "MPNet versus LongT5; unrelated concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; same broad migration, not the same duplicate." + "reason": "RegNet versus GPT-Neo; not duplicates." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44074", "accept": false, - "reason": "MPNet vs LongT5 are unrelated output-tracing refactors." + "reason": "MPT versus TextNet; different model code." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet vs LongT5; different model code paths." + "reason": "RegNet versus SpeechT5; same tracking theme only." }, { - "left": "pull_request:44074", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs LongT5; not the same underlying change." + "reason": "CVT/FNet versus LongT5; unrelated refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo vs LongT5; different model implementations." + "reason": "CVT/FNet versus Segformer; different models." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT vs MPT; different code paths." + "reason": "SqueezeBert versus MPT; no shared code path." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo vs SpeechT5; unrelated model-specific changes." + "reason": "SqueezeBert versus VisualBert; unrelated model-specific changes." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT vs VisualBert; not the same concrete change." + "reason": "SqueezeBert versus GPT-Neo; different implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet vs TextNet; separate model refactors." + "reason": "TextNet versus Flaubert/XLM; not the same change." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT vs GPT-Neo; same category, different model." + "reason": "SqueezeBert versus DeBERTa; different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet vs SpeechT5; different implementations." + "reason": "DeBERTa versus TextNet; unrelated model refactors." }, { - "left": "pull_request:44071", + "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "MPT vs SpeechT5; unrelated output-tracing changes." + "reason": "DeBERTa versus SpeechT5; same pattern only." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "CVT/FNet vs LongT5; same pattern, different model code." + "reason": "DeBERTa versus VITS; unrelated concrete implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same code path and could plausibly be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both appear to be GPT-J output-tracing refactors with overlapping file scope; same underlying change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs Segformer; not the same change." + "reason": "GPT-J versus SpeechT5; shared issue tag is not enough." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "SqueezeBERT vs DeBERTa; different model-specific refactors." + "reason": "CVT/FNet versus RegNet/ResNet-family; different model-specific refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa vs TextNet; same output-tracing style, but distinct code paths." + "reason": "CVT/FNet versus SpeechT5; unrelated concrete changes." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "FocalNet and ImageGPT are different models; not a duplicate." + "reason": "DeBERTa versus VITS; different code paths and model families." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The only duplicate groupings it elevates are the GPT-Neo pair and the GPT-J/CodeGen variants, which are the clearest mergeable overlaps in the evidence. The many cross-model pairs are correctly left as non-duplicates." + "feedback": "The summary stays within the packet: it correctly identifies the GPT-Neo pair and the GPT-J/CodeGen subgroup as the only clear duplicate-like clusters, and it treats the rest conservatively as same-initiative but different model-specific refactors. The accepted soft-edge pairs are mergeable as single bugfix PRs, and the rejected pairs avoid overstating similarity." }, "evaluator_used": true, "retried": false, @@ -22752,8 +23269,8 @@ }, { "label": "pull_request", - "component_index": 13, - "component_count": 38, + "component_index": 14, + "component_count": 36, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22765,76 +23282,85 @@ "nodes": [ "pull_request:43997", "pull_request:44010", + "pull_request:44024", "pull_request:44056", "pull_request:44073", "pull_request:44074", + "pull_request:44076", "pull_request:44129" ], "soft_pairs": [ + "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074", "pull_request:44056|pull_request:44073", "pull_request:44056|pull_request:44074", "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "82b80c6765e1a80e337691a8976f9bbd062d63f4bf9e6d67c91940e31f266f84", + "prepared_review_unit_hash": "419929bace3d0a62292aa3fc03fdff0487271047e412b43bbcc8a4e71f72192d", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84505, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 5, - "serialized_chars": 13068, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all model-specific refactors to standardized output tracing/capture, but they target different architectures and code paths. They read as a family of similar cleanup PRs rather than duplicate fixes or mergeable single changes.", - "confidence": 0.88, + "summary": "These PRs are all part of a broad wave of model-specific refactors to standardized output tracing/capture, but they target different architectures and code paths. They are related by technique, not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a good representative of the cluster because it is a straightforward, model-specific application of the standardized output tracing refactor and clearly reflects the shared theme across the set.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern: it explicitly updates output tracing with both capture_outputs and can_return_tuple in a typical model implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best global representative because it is cleanly scoped, uses the new capture_outputs/can_return_tuple pattern, and most clearly captures the common refactor theme without extra model-specific complexity.", + "best_pr_reason": "PR 44073 is the best overall exemplar of the cluster\u2019s theme because its title and diff most directly reflect the standardized output-capture migration, while still being a concrete single-model change.", "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-capture refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different concrete code paths." + }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but VisualBert and TextNet are different model implementations and the diffs touch different files/tests; not the same underlying change and not something to merge into one PR." + "reason": "VisualBert and TextNet are separate model-specific refactors; the shared decorator migration is not enough to make them the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are standardized output tracing refactors, but MPNet and VisualBert have distinct model-specific output plumbing; these are separate PRs for different code paths, not duplicates." + "reason": "MPNet and VisualBert changes are parallel refactors in different architectures, not one mergeable duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same broad migration pattern, but MPNet and TextNet are different architectures with different tracing hooks; the changes are not the same concrete fix." + "reason": "These update different model files and model internals; they are similar refactors but not the same underlying bug or PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; despite similar decorator/import changes, they are separate refactors and not a single mergeable PR." + "reason": "RegNet and SqueezeBert changes are model-specific output-tracing migrations, not the same concrete code-path problem." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both modernize output handling, but SqueezeBert vs SpeechT5 are different models with different forward signatures and explicit targets; not the same bug or change." + "reason": "SqueezeBert and SpeechT5 are unrelated model implementations; they share a refactor theme but not a duplicate code change." } ] }, @@ -22847,8 +23373,8 @@ }, { "label": "pull_request", - "component_index": 14, - "component_count": 38, + "component_index": 15, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22914,526 +23440,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "6e5113c188ad6fbaae378d319ad0badca36ee7a3c2f7bc9346e1ccf3190fe773", + "prepared_review_unit_hash": "2fa800ff2efa0c6ca4c7d531517fe3563a6ccf6e9bec2dbf4f2cf891891b6bde", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40167, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40167, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all follow the same broad \"refactor output tracing\" theme, but they apply to different model families and different forward paths. They are not duplicates of one another, so none of the soft edges should be merged as the same change.", - "confidence": 0.95, + "summary": "A cluster of independent, model-specific output-tracing refactors. They share the same general pattern, but they do not look like duplicates of the same concrete bug or change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items are separate model-specific refactors, not one shared bug fix or implementation change.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the shared output-tracing refactor pattern, touching two related model files and introducing the new capture/output-recording plumbing explicitly.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the broadest single representative in the set (it touches two related Depth Anything files), but it is still just one of many independent refactors.", + "best_pr_reason": "PR 44003 is the strongest cluster representative: it has the most substantial refactor and shows the new output-capturing pattern clearly, but it is still not a duplicate anchor for the other model-specific PRs.", "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 concrete change." + "reason": "Different model files and code paths (timm_backbone vs upernet); same refactor theme, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "timm_backbone vs vision_text_dual_encoder are unrelated code paths despite similar tracing cleanup." + "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); not a single concrete bug or mergeable change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "timm_backbone and univnet are separate models with different output behavior." + "reason": "Different model implementations (timm_backbone vs univnet); only the output-tracing pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures (timm_backbone vs mamba/falcon_mamba); not the same bug or fix." + "reason": "Different families and code paths (timm_backbone vs mamba/falcon_mamba); not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated models; shared tracing refactor theme is too broad to merge as duplicates." + "reason": "Different model code paths (timm_backbone vs rwkv); similar refactor, not a duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "mobilenet_v1 and univnet are unrelated forward implementations." + "reason": "Different models (mobilenet_v1 vs univnet); same refactor style, but no shared concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and distinct output-tracing code paths." + "reason": "Different architectures (mobilenet_v1 vs upernet); not the same code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything are unrelated model implementations." + "reason": "Different model families (mobilenet_v1 vs depth_anything/prompt_depth_anything); same pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate model wrappers; same refactor pattern, not one shared change." + "reason": "Different model code paths (mobilenet_v1 vs vision_encoder_decoder); not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "mobilenet_v1 and speech_encoder_decoder are different code paths and model types." + "reason": "Different model code paths (mobilenet_v1 vs speech_encoder_decoder); only broadly similar refactoring." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "vision_text_dual_encoder and univnet are unrelated models." + "reason": "Different architectures (vision_text_dual_encoder vs univnet); same output-tracing theme, not same change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; no shared concrete bug or fix." + "reason": "Different model files and behaviors (vision_text_dual_encoder vs upernet); not a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "vision_text_dual_encoder vs mamba is only a shared refactor theme, not a duplicate change." + "reason": "Different code paths (vision_text_dual_encoder vs mamba/falcon_mamba); too broad a similarity to merge." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different forward paths in unrelated model families." + "reason": "Different model families (vision_text_dual_encoder vs depth_anything/prompt_depth_anything); same pattern only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "univnet and upernet are separate models with separate output semantics." + "reason": "Different model implementations (univnet vs upernet); no shared concrete bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and code paths; not mergeable as one PR." + "reason": "Different architectures and code paths (univnet vs mamba/falcon_mamba); not the same PR-worthy fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and Depth Anything are unrelated model implementations." + "reason": "Different model files (univnet vs depth_anything/prompt_depth_anything); same refactor theme, not duplicate work." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "upernet and rwkv are unrelated; same refactor pattern is not enough." + "reason": "Different models (upernet vs rwkv); only similar output-tracing cleanup, not a shared bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different forward signatures." + "reason": "Different code paths (upernet vs mamba/falcon_mamba); not one concrete change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "mamba/falcon_mamba and superpoint are unrelated code paths." + "reason": "Different architectures (mamba/falcon_mamba vs superpoint); same tracing refactor pattern, not the same fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems entirely: mamba vs codegen." + "reason": "Different model code paths (mamba/falcon_mamba vs codegen); too different to count as duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and codegen are unrelated models." + "reason": "Different model families (timm_backbone vs codegen); same broad refactor theme only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen fix different forward/output behaviors." + "reason": "Different model implementations (univnet vs codegen); not the same underlying bug/change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "upernet and codegen are separate changes in unrelated models." + "reason": "Different architectures (upernet vs codegen); similar output-tracing cleanup, but not duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "vision_text_dual_encoder vs codegen are unrelated code paths." + "reason": "Different code paths (vision_text_dual_encoder vs codegen); too broad to merge as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are output-tracing refactors, but they target different wrapper classes and code paths." + "reason": "Different model families (depth_anything/prompt_depth_anything vs vision_encoder_decoder); same pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are separate model families." + "reason": "Different model families (depth_anything/prompt_depth_anything vs speech_encoder_decoder); not one concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different tasks and forward APIs; not the same underlying change." + "reason": "Different model code paths (depth_anything/prompt_depth_anything vs superpoint); only structurally similar." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated implementations." + "reason": "Different model families (depth_anything/prompt_depth_anything vs rwkv); same refactor pattern, not duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families with separate output handling." + "reason": "Different model code paths (depth_anything/prompt_depth_anything vs DPR); not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "vision_encoder_decoder and rwkv are unrelated code paths." + "reason": "Different model families (vision_encoder_decoder vs rwkv); similar tracing refactor only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are encoder-decoder wrappers, but they are separate classes and not one duplicate fix." - }, - { - "left": "pull_request:44026", - "right": "pull_request:44028", - "accept": false, - "reason": "vision_encoder_decoder and superpoint are unrelated models." + "reason": "Different code paths (vision_encoder_decoder vs speech_encoder_decoder); not the same concrete fix." }, { "left": "pull_request:44026", - "right": "pull_request:44030", - "accept": false, - "reason": "Different model families and distinct output APIs." - }, - { - "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "speech_encoder_decoder and superpoint are unrelated." - }, - { - "left": "pull_request:44027", - "right": "pull_request:44029", - "accept": false, - "reason": "Separate model families with no shared concrete bug." - }, - { - "left": "pull_request:44027", - "right": "pull_request:44030", - "accept": false, - "reason": "speech_encoder_decoder and dpr are unrelated changes." - }, - { - "left": "pull_request:44028", - "right": "pull_request:44029", - "accept": false, - "reason": "superpoint and rwkv are unrelated implementations." - }, - { - "left": "pull_request:44028", - "right": "pull_request:44030", - "accept": false, - "reason": "superpoint and dpr fix different output paths." - }, - { - "left": "pull_request:44029", - "right": "pull_request:44030", - "accept": false, - "reason": "rwkv and dpr are different model families with different code paths." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 15, - "component_count": 38, - "review_unit_index": 1, - "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": "e284d220010712ec4e4fe4135198590af701109725b59185177d86fd36fe81c9", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6552, - "estimated_input_tokens": 1638, - "estimated_eval_tokens": 3532 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 6552, - "estimated_input_tokens": 1638, - "estimated_eval_tokens": 3532 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two unrelated model-integration pull requests: one adds PenguinVL, the other adds Voxtral TTS. They overlap only in shared Transformers registration/docs plumbing, not the same underlying feature or bug.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "Pick PR #45401 as the canonical PR: it is tied to an explicit issue (#45027), has a narrower and clearly scoped feature (Voxtral TTS), and is the more targetable integration request.", - "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the strongest standalone representative because it has an explicit issue link and a focused model-specific implementation. PR #44662 is also a valid model add, but it is not the better canonical choice for the cluster.", - "soft_edge_verdicts": [ - { - "left": "pull_request:44662", - "right": "pull_request:45401", - "accept": false, - "reason": "Different model additions with different implementation stacks and targets; shared auto/docs registration is incidental and not enough to indicate 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": 16, - "component_count": 38, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-44965-2", - "nodes": [ - "pull_request:44965", - "pull_request:46845" - ], - "soft_pairs": [ - "pull_request:44965|pull_request:46845" - ], - "prepared_review_unit_hash": "73a7a5661400c66a132ba01e9542d93cb1eaa5f24e41a32c771c0e89fdb6b09c", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4218, - "estimated_input_tokens": 1055, - "estimated_eval_tokens": 2366 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4218, - "estimated_input_tokens": 1055, - "estimated_eval_tokens": 2366 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two PRs are not duplicates: one appears to rewrite a docs-related workflow into a draft-conversion action, while the other changes CI routing plus a model utility file in an unrelated smaller-runner experiment.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46845 is the better representative of this cluster because it has a clearer, coherent CI-oriented change set, whereas PR 44965 looks like an unrelated workflow rewrite with incomplete/garbled diff context.", - "best_issue_reason": null, - "best_pr_reason": "PR 46845 is the most suitable global representative only in the sense that it is the more substantive and internally consistent PR; however, it should not be treated as a duplicate of PR 44965.", - "soft_edge_verdicts": [ - { - "left": "pull_request:44965", - "right": "pull_request:46845", - "accept": false, - "reason": "Different underlying changes: 44965 is about converting PRs to draft via a documentation workflow, while 46845 changes the PR CI caller and touches model code. They do not fix the same code-path problem and would not plausibly merge into one PR." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 17, - "component_count": 38, - "review_unit_index": 1, - "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": "406d73e7b80d504452faa6e73e26ec995bdc753b1aa70bf1ef2d76779d7ab8e7", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are related fusion-feature PRs, but they address different layers: PR #44979 introduces a generic Module Fusion API, while PR #45363 implements n-to-1 kernel fusion through KernelConfig and related integration points. I would not treat them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out as a duplicate target: #44979 is the foundational module-fusion API, whereas #45363 is a separate KernelConfig-based fusion implementation with different files and scope.", - "best_issue_reason": null, - "best_pr_reason": "#45363 is the better representative for the cluster\u2019s concrete user-facing change because it wires fusion into model loading/integration code and includes an example; #44979 is more of an enabling API layer than the end-user feature.", - "soft_edge_verdicts": [ - { - "left": "pull_request:44979", - "right": "pull_request:45363", - "accept": false, - "reason": "They share the broad theme of fusion, but the code paths and scope differ: #44979 adds a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration/model-loading changes. They could plausibly coexist in one repo without being 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": 18, - "component_count": 38, - "review_unit_index": 1, - "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": "d7ce7bf95280189d61471821482be11022cbbf4d5e58dc0cc71556bca089cbc4", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4413, - "estimated_input_tokens": 1104, - "estimated_eval_tokens": 2464 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4413, - "estimated_input_tokens": 1104, - "estimated_eval_tokens": 2464 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Both PRs fix the same Mistral pre-tokenizer AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 appears to be the more complete version because it adds tests.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the stronger canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete change set.", - "best_issue_reason": null, - "best_pr_reason": "45317 is the best PR to keep: it addresses the same concrete bug and includes validation in tests, while 45086 is the narrower earlier patch.", - "soft_edge_verdicts": [ + "reason": "Different models (vision_encoder_decoder vs superpoint); same theme, different change." + }, { - "left": "pull_request:45086", - "right": "pull_request:45317", - "accept": true, - "reason": "Same underlying bug and same fix in the same file; 45317 is effectively a superset with tests, so these are duplicate PRs." + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths (vision_encoder_decoder vs DPR); not a single duplicate PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (speech_encoder_decoder vs superpoint); only similar refactor style." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (speech_encoder_decoder vs rwkv); not the same bug or change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths (speech_encoder_decoder vs DPR); too different to merge as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations (superpoint vs rwkv); same output-tracing theme only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families (superpoint vs DPR); not the same concrete fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths (rwkv vs DPR); similar refactor pattern, not duplicate work." } ] }, @@ -23446,8 +23720,8 @@ }, { "label": "pull_request", - "component_index": 19, - "component_count": 38, + "component_index": 16, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23455,48 +23729,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45115-2", + "cluster_id": "cluster-44662-2", "nodes": [ - "pull_request:45115", - "pull_request:45569" + "pull_request:44662", + "pull_request:45401" ], "soft_pairs": [ - "pull_request:45115|pull_request:45569" + "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "4104d51c2210dbe6e1cfd2fafa46f7bb5cd1314f48d67f367a1399b4165fa165", + "prepared_review_unit_hash": "389c98f57f59e33993d8f0cde2e079ca1692cd971cb56e2575429c6486502ec0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, - "estimated_input_tokens": 1517, - "estimated_eval_tokens": 3290 + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, - "estimated_input_tokens": 1517, - "estimated_eval_tokens": 3290 + "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": "Both PRs touch NemotronH internals, but they address different changes: #45115 is a narrow checkpoint-conversion/mapping refactor, while #45569 is a broader model split and documentation/auto-registry update. They do not look like the same underlying bug or mergeable single fix.", - "confidence": 0.91, + "summary": "The two pull requests are both model-addition PRs, but they target different models and different code paths, so they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR for the cluster because it represents the more complete NemotronH architecture change, including new dense/sparse model packages, auto mappings, docs, and tests. PR #45115 is a narrower conversion-mapping follow-up and does not subsume the broader change.", + "canonical_pr_reason": "No canonical PR: PR #44662 adds PenguinVL, while PR #45401 adds Voxtral TTS; they are unrelated model implementations.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the strongest representative of the cluster since it is the more substantial end-to-end NemotronH update; #45115 is too specialized and only overlaps on a few shared NemotronH files.", + "best_pr_reason": "No single best PR for this cluster because the PRs address different model families rather than the same underlying change.", "soft_edge_verdicts": [ { - "left": "pull_request:45115", - "right": "pull_request:45569", + "left": "pull_request:44662", + "right": "pull_request:45401", "accept": false, - "reason": "Shared NemotronH files are incidental. #45115 only changes conversion mappings, while #45569 restructures the model into dense/sparse variants plus docs and auto-mapping updates. They fix different problems and would not plausibly be merged as one PR." + "reason": "Reject: these are different model implementations (PenguinVL vs Voxtral TTS) with distinct architecture, files, and generated APIs; they do not appear to fix or add the same underlying code-path change." } ] }, @@ -23509,8 +23783,8 @@ }, { "label": "pull_request", - "component_index": 20, - "component_count": 38, + "component_index": 17, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23518,48 +23792,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45332-2", + "cluster_id": "cluster-44965-2", "nodes": [ - "pull_request:45332", - "pull_request:45333" + "pull_request:44965", + "pull_request:46845" ], "soft_pairs": [ - "pull_request:45332|pull_request:45333" + "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "f9aedad3ef3bebe9d928406e27061da2fc1b7dd751e2de8273edf9af0f47c9d1", + "prepared_review_unit_hash": "6c13d5646f2d92a82ec739c9eb7d691efb317ff1c4a185ba999a69262ec12556", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, - "estimated_input_tokens": 1489, - "estimated_eval_tokens": 3234 + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, - "estimated_input_tokens": 1489, - "estimated_eval_tokens": 3234 + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about the same heterogeneous-model feature family; #45333 is a narrower configuration-only subset of the broader end-to-end support in #45332.", - "confidence": 0.79, + "summary": "These are two unrelated pull requests: one is an experimental workflow edit to change PR handling, and the other is a CI branch/test routing change plus an unrelated temporary code tweak. They do not appear to fix the same underlying problem or implement the same change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the broader, more complete PR: it includes the per-layer configuration work plus modeling, cache/masking, and integration changes needed for heterogeneous model support.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45332 is the best representative because it subsumes the config-only work in #45333 and covers the full concrete feature path rather than just one piece of it.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:45332", - "right": "pull_request:45333", - "accept": true, - "reason": "Accept: #45333 looks like a narrower split-out of the same heterogeneous configuration feature covered by #45332; they share the core config files and the latter adds the modeling implementation on top." + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different code paths and intents: PR 44965 rewrites the PR documentation workflow into a draft-conversion workflow, while PR 46845 changes PR CI branch routing and includes an unrelated modeling_utils temp edit. They are not the same bug/change and would not be merged into one PR." } ] }, @@ -23572,8 +23846,8 @@ }, { "label": "pull_request", - "component_index": 21, - "component_count": 38, + "component_index": 18, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23581,48 +23855,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45415-2", + "cluster_id": "cluster-44979-2", "nodes": [ - "pull_request:45415", - "pull_request:45425" + "pull_request:44979", + "pull_request:45363" ], "soft_pairs": [ - "pull_request:45415|pull_request:45425" + "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "863f9a1c10407319a49d3f66da962fab2c570f37cb400b9d0473a3113576ad31", + "prepared_review_unit_hash": "57b7f969f1b3e6d211e581ae7ddf84baa1decbe71aec776221f74dc13333f7dc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate typing-focused PRs with some overlapping files, but they address different changes: one is a broad repo-wide type-checking sweep, the other adds/adjusts shared typing protocols and modeling-utils-related annotations. Not a duplicate pair.", - "confidence": 0.87, + "summary": "The two pull requests are related but not duplicates: PR 44979 introduces a generic Module Fusion API, while PR 45363 uses KernelConfig to implement a specific n-to-1 kernel fusion workflow across integrations/modeling code. They target different layers and can plausibly land independently.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better representative because it is more concrete and narrowly scoped around shared typing helpers and model-utils integration, rather than a broad type-checking sweep.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the strongest standalone candidate: it has a clearer, more cohesive technical change set and is less diffuse than the repo-wide typing PR.", + "best_pr_reason": "PR 44979 is the cleaner canonical representative for the cluster because it defines the underlying fusion API and test coverage, whereas PR 45363 is a higher-level feature that appears to build on that foundation.", "soft_edge_verdicts": [ { - "left": "pull_request:45415", - "right": "pull_request:45425", + "left": "pull_request:44979", + "right": "pull_request:45363", "accept": false, - "reason": "They overlap in typing-related files, but 45415 is a broad type-checking pass across many modules while 45425 adds specific typing protocols and targeted modeling_utils/peft annotations. Different concrete changes, not one mergeable duplicate PR." + "reason": "Different scope and code paths: 44979 adds a new generic module fusion API, while 45363 wires KernelConfig into existing model/integration code for a specific n-to-1 kernel fusion feature. They are related, but not the same underlying change and would not be merged as one PR." } ] }, @@ -23635,8 +23909,8 @@ }, { "label": "pull_request", - "component_index": 22, - "component_count": 38, + "component_index": 19, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23644,48 +23918,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45548-2", + "cluster_id": "cluster-45086-2", "nodes": [ - "pull_request:45548", - "pull_request:45662" + "pull_request:45086", + "pull_request:45317" ], "soft_pairs": [ - "pull_request:45548|pull_request:45662" + "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "e5b7571779251ae3718d61ef10054500f4913bb6b00d13c43b3f17da7f423dac", + "prepared_review_unit_hash": "37250eb3ebaca16fc79e1194887b631e447d191d39bd9ce86664eaa8249dc5ef", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, - "estimated_input_tokens": 1127, - "estimated_eval_tokens": 2510 + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, - "estimated_input_tokens": 1127, - "estimated_eval_tokens": 2510 + "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": "These PRs are related by expert-parallel loading, but they fix different bugs: #45548 is about preserving/loading EP config for DeepSpeed ZeRO-3 via accelerate, while #45662 fixes expert weights being overwritten during FSDP2/rank-0 broadcast.", - "confidence": 0.94, + "summary": "Both pull requests address the same Mistral regex patch bug in the same file and target the same issue; 45317 is the more complete version because it adds tests as well as the code fix.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical representative: it fixes the same AttributeError as 45086, targets the same issue, and also includes a test update, making it the more complete change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45662 is the stronger representative of the cluster\u2019s EP-loading theme because it targets a concrete distributed-loading corruption bug with a specific code-path fix, whereas pull_request:45548 is a narrower compatibility/serialization patch.", + "best_pr_reason": "PR 45317 is the best representative of the cluster because it contains the same concrete fix as 45086 plus validation coverage, so it is the strongest single PR to keep.", "soft_edge_verdicts": [ { - "left": "pull_request:45548", - "right": "pull_request:45662", - "accept": false, - "reason": "Same broad EP loading area, but not the same underlying bug: #45548 handles config serialization/ZeRO-3 launch compatibility, while #45662 prevents rank-0 broadcast from overwriting experts under FSDP2. They would not plausibly merge into one single fix." + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs modify the same Mistral pre-tokenizer code path to fix the same AttributeError under the same issue target, so they are duplicates of the same underlying change." } ] }, @@ -23698,8 +23972,8 @@ }, { "label": "pull_request", - "component_index": 23, - "component_count": 38, + "component_index": 20, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23707,48 +23981,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45639-2", + "cluster_id": "cluster-45115-2", "nodes": [ - "pull_request:45639", - "pull_request:45645" + "pull_request:45115", + "pull_request:45569" ], "soft_pairs": [ - "pull_request:45639|pull_request:45645" + "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "a2fbb038975fb9eaf1f9f8ad4098b3b5f184793e395ab7c3c4563fd38a3fff1c", + "prepared_review_unit_hash": "19379c36ad33fe2beb66d317058f3ab9b0f8b6b682ae5d0976619706c4954b14", "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": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs target the same xdist/captured_info problem and share the same testing utility files; one is a broader superset that also updates CI log collection for multiple output files.", - "confidence": 0.84, + "summary": "These are related NemotronH refactor efforts, but they are not duplicates: one PR focuses on inheritance/conversion mapping for NemotronH to GraniteMoeHybrid-style handling, while the other expands NemotronH into separate dense/sparse model families with docs and auto-mapping changes.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it covers the same captured_info xdist collision fix and also updates the CI workflow to collect all split log files, making it the more complete change.", + "canonical_pr_reason": "PR #45569 is the broader and more complete NemotronH redesign, introducing the dense/sparse split and updating docs and auto-mappings. PR #45115 looks like a narrower preparatory refactor around inheritance/conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest cluster member: it appears to subsume the narrower testing_utils-only fix in 45639 while preserving the same underlying debug-log issue.", + "best_pr_reason": "PR #45569 is the best representative for the cluster because it covers the larger architectural change and the resulting model/API surface changes, whereas #45115 is only a partial implementation of the same area.", "soft_edge_verdicts": [ { - "left": "pull_request:45639", - "right": "pull_request:45645", - "accept": true, - "reason": "Both PRs fix the same captured_info/xdist artifact collision in the same testing utility path; 45645 is a plausible superset that adds the CI-side handling needed for the same change." + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They touch overlapping NemotronH files, but the concrete changes differ: #45115 is a conversion/inheritance refactor toward GraniteMoeHybrid compatibility, while #45569 splits NemotronH into dense/sparse variants with broader docs and auto-model updates. Not the same underlying change and not safely mergeable as one PR." } ] }, @@ -23761,8 +24035,8 @@ }, { "label": "pull_request", - "component_index": 24, - "component_count": 38, + "component_index": 21, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23770,48 +24044,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45720-2", + "cluster_id": "cluster-45332-2", "nodes": [ - "pull_request:45720", - "pull_request:46259" + "pull_request:45332", + "pull_request:45333" ], "soft_pairs": [ - "pull_request:45720|pull_request:46259" + "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "9f04de5e9eb363615620820b00ea32db9c7a858431670981cd4bcd149dfcc3f0", + "prepared_review_unit_hash": "531c2515aff629995823f69983cc3a5ad2a95b8a77feeb1d90b1a0134ead234c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7234, - "estimated_input_tokens": 1809, - "estimated_eval_tokens": 3874 + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7234, - "estimated_input_tokens": 1809, - "estimated_eval_tokens": 3874 + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both linter-rule implementations in transformers modeling code, but they address different problems: TRF003 return-tuple/return_dict handling vs TRF018 model weight initialization. The overlap in filenames is incidental, not evidence of the same fix.", - "confidence": 0.96, + "summary": "Two closely related feature PRs, but not true duplicates: one adds heterogeneous configuration support, while the other extends that work into heterogeneous model/modeling support.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46259 is the better representative only because it is the larger, more central linter-rule change with much more review activity; it still does not duplicate #45720.", + "canonical_pr_reason": "PR 45332 is the broader, more complete implementation and appears to subsume the configuration-only groundwork in 45333.", "best_issue_reason": null, - "best_pr_reason": "PR #46259 is the stronger cluster representative due to broader diff scope and higher review activity, but it is not a duplicate of #45720.", + "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the full heterogeneous model feature rather than only the config layer.", "soft_edge_verdicts": [ { - "left": "pull_request:45720", - "right": "pull_request:46259", + "left": "pull_request:45332", + "right": "pull_request:45333", "accept": false, - "reason": "Different concrete changes: #45720 adds can_return_tuple/return_dict handling across model forwards, while #46259 adds TRF018 weight-init logic. Shared model files and linter context are too broad to indicate the same underlying bug or mergeable PR." + "reason": "They share scaffolding and filenames, but the changes are not the same concrete fix/change: 45333 is config-only, while 45332 adds the larger modeling layer as well. Related feature work, not duplicate PRs." } ] }, @@ -23824,74 +24098,71 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 38, + "component_index": 22, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45737-2", + "cluster_id": "cluster-45415-2", "nodes": [ - "pull_request:45737", - "pull_request:45738" + "pull_request:45415", + "pull_request:45425" ], "soft_pairs": [ - "pull_request:45737|pull_request:45738" + "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "prepared_review_unit_hash": "70e5a50a07c86780db3b1a62e5d5bccd652264c9759146de09ac06ecbf22bd94", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4131, - "estimated_input_tokens": 1033, - "estimated_eval_tokens": 2322 + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4131, - "estimated_input_tokens": 1033, - "estimated_eval_tokens": 2322 + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both 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, + "summary": "Both PRs are typing-focused, but they address different scopes: #45415 is a broad repo-wide type-checking sweep, while #45425 adds specific typing protocols/aliases and related modeling_utils support. They overlap in a few files, but they are not the same concrete change set and would not naturally merge as one PR.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "#45415 is the broader umbrella PR for enabling type checking across many `src/transformers/*` files, so it is the better representative of the cluster.", "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.", + "best_pr_reason": "#45415 is the best representative PR because it covers the larger end-to-end typing sweep rather than a narrower supporting typing refactor.", "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." + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files alone are not enough: #45415 is a broad type-checking pass, while #45425 adds specific typing helpers/protocols and modeling_utils-related support. They are adjacent but not the same underlying change." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 26, - "component_count": 38, + "component_index": 23, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23899,48 +24170,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45932-2", + "cluster_id": "cluster-45548-2", "nodes": [ - "pull_request:45932", - "pull_request:46100" + "pull_request:45548", + "pull_request:45662" ], "soft_pairs": [ - "pull_request:45932|pull_request:46100" + "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "2e2cf026d6a51ca47251e160f40334a15501cb8acef36ee73c5d88446af5b8b1", + "prepared_review_unit_hash": "c1c58282da316cddf3d02fcc387341adfcfb832f2c5507dac7fb089d61c99e40", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "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": "The two pull requests are not duplicates: one is a broad testing/telemetry and model-mapping change, while the other is a test-migration PR adding kernel and vision tests. They touch different code paths and would not plausibly be merged into one PR.", - "confidence": 0.97, + "summary": "These PRs are related only at a high level through expert parallelism, but they fix different loading bugs and touch different code paths. I would not merge them as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45662 is the more concrete fix: it addresses expert parameters being overwritten during rank-0 broadcast in the FSDP2 path and includes targeted loading/runtime changes. PR #45548 is about Accelerate launch with DeepSpeed ZeRO-3 and config serialization, which is a different failure mode.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #45662 is the stronger standalone candidate because it targets a specific, reproducible EP loading corruption bug with code changes across the affected path, whereas #45548 is narrower and appears to solve a separate launch/serialization issue.", "soft_edge_verdicts": [ { - "left": "pull_request:45932", - "right": "pull_request:46100", + "left": "pull_request:45548", + "right": "pull_request:45662", "accept": false, - "reason": "Not the same underlying change. PR 45932 updates CI secrets plus several model files/configs; PR 46100 adds ddp config and test files for altclip/vit migration. Different goals, files, and code paths." + "reason": "Both mention EP, but the underlying bugs differ: #45548 is about Accelerate/ZeRO-3 loading and config serialization, while #45662 fixes rank-0 broadcast overwriting experts in the FSDP2 loading path. They are not the same concrete change." } ] }, @@ -23953,8 +24224,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 38, + "component_index": 24, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23962,48 +24233,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46126-2", + "cluster_id": "cluster-45639-2", "nodes": [ - "pull_request:46126", - "pull_request:46269" + "pull_request:45639", + "pull_request:45645" ], "soft_pairs": [ - "pull_request:46126|pull_request:46269" + "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "3fba17f3e6637d34618d2b59c81b932a8ca392ee386fb3bc4cd4e767747db795", + "prepared_review_unit_hash": "1a8ea357b62f22608379d9796e5e8afb95d29159185caf64f7e8ead7699053c4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, - "estimated_input_tokens": 1382, - "estimated_eval_tokens": 3020 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, - "estimated_input_tokens": 1382, - "estimated_eval_tokens": 3020 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training changes, but they are not the same concrete fix/change: one is a focused EP + Trainer integration PR, while the other is a broad distributed branch base touching many unrelated areas. The overlap in filenames is too broad to merge as duplicates.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist-related captured_info/log collision problem and overlap on the core testing_utils fix. PR 45645 looks like the more complete version because it includes the core fix plus CI artifact log handling, so it is the better canonical PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more canonical, self-contained change: it targets a specific EP/Trainer integration path with a focused set of files and behavior. PR #46269 is a large base branch that spans many distributed subsystems and is not a clean representative of a single underlying change.", + "canonical_pr_reason": "Pick PR 45645 as canonical: it contains the same underlying xdist-safe captured_info fix as 45639 and also covers the CI/workflow changes needed to preserve and aggregate the debug logs.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative PR for this cluster because it has a narrower, well-defined purpose and concrete code-path changes. PR #46269 is too broad and includes many unrelated distributed updates, making it a poor canonical duplicate target.", + "best_pr_reason": "PR 45645 is the best representative because it appears to subsume 45639 rather than just partially overlap with it.", "soft_edge_verdicts": [ { - "left": "pull_request:46126", - "right": "pull_request:46269", - "accept": false, - "reason": "They share distributed filenames, but the PRs are not the same underlying change. #46126 is a specific EP + Trainer integration, while #46269 is a broad distributed branch base with many additional areas (FSDP, integrations, generation, CI, etc.). They would not plausibly be merged as one PR." + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision bug for captured_info/debug logs; 45645 is a broader superset of the same fix and could plausibly be merged as one PR." } ] }, @@ -24016,8 +24287,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 38, + "component_index": 25, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24025,252 +24296,177 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46138-10", + "cluster_id": "cluster-45720-2", "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" + "pull_request:45720", + "pull_request:46259" ], "soft_pairs": [ - "pull_request:46138|pull_request:46554", - "pull_request:46138|pull_request:46558", - "pull_request:46138|pull_request:46563", - "pull_request:46138|pull_request:46716", - "pull_request:46138|pull_request:46504", - "pull_request:46432|pull_request:46503", - "pull_request:46432|pull_request:46501", - "pull_request:46432|pull_request:46502", - "pull_request:46432|pull_request:46554", - "pull_request:46432|pull_request:46558", - "pull_request:46501|pull_request:46503", - "pull_request:46501|pull_request:46502", - "pull_request:46501|pull_request:46504", - "pull_request:46501|pull_request:46554", - "pull_request:46502|pull_request:46503", - "pull_request:46502|pull_request:46504", - "pull_request:46502|pull_request:46554", - "pull_request:46503|pull_request:46504", - "pull_request:46503|pull_request:46554", - "pull_request:46504|pull_request:46554", - "pull_request:46504|pull_request:46558", - "pull_request:46554|pull_request:46558", - "pull_request:46554|pull_request:46563", - "pull_request:46554|pull_request:46716", - "pull_request:46558|pull_request:46563", - "pull_request:46558|pull_request:46716", - "pull_request:46563|pull_request:46716", - "pull_request:46504|pull_request:46563", - "pull_request:46504|pull_request:46716" + "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "bf005833a957cda75d64e376ef483b4abb11f2c09e4a4a14ef1ad40eefe215e1", + "prepared_review_unit_hash": "894b46cdd145cfb457e38555730ae056ffefafb571a11c39a9fff3e17bbd9c41", "component_budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 29, - "serialized_chars": 25937, - "estimated_input_tokens": 6485, - "estimated_eval_tokens": 13226 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 }, "budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 29, - "serialized_chars": 25937, - "estimated_input_tokens": 6485, - "estimated_eval_tokens": 13226 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 }, "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "This cluster is mostly a set of unrelated workflow-only PRs. The only cohesive subcluster is several incremental updates to .github/workflows/pr-ci-security-gate.yml, but they address different hardening concerns rather than the same exact bug/change, so none of the soft edges should be merged.", - "confidence": 0.82, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive representative of the pr-ci-security-gate subcluster because it introduces the actual security-gate logic change (checkout plus changed-file checks), whereas the other PRs on that workflow are smaller permission/approval/comment tweaks.", - "best_issue_reason": null, - "best_pr_reason": "46554 is the strongest overall PR candidate: it makes the concrete security-gate behavior change and is more representative than the later incremental edits to the same workflow.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46138", - "right": "pull_request:46554", - "accept": false, - "reason": "Different workflow files and different behavior: stdin handling for self-comment-ci vs security-gate checks for fork PRs." - }, - { - "left": "pull_request:46138", - "right": "pull_request:46558", - "accept": false, - "reason": "Unrelated workflow changes; one updates self-comment-ci argument passing, the other hardens pr-ci-security-gate permissions/approval flow." - }, - { - "left": "pull_request:46138", - "right": "pull_request:46563", - "accept": false, - "reason": "Different CI workflows and different concerns; no shared underlying bug or change." - }, - { - "left": "pull_request:46138", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow files and different fixes; not the same code-path problem." - }, - { - "left": "pull_request:46138", - "right": "pull_request:46504", - "accept": false, - "reason": "Different workflows and distinct shell-input handling changes in separate jobs." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46503", - "accept": false, - "reason": "SSH runner hardening vs benchmark workflow trigger change; unrelated changes." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46501", - "accept": false, - "reason": "Different workflows and different fixes: SSH runner secret handling vs anti-slop permissions structure." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46502", - "accept": false, - "reason": "Different workflow logic; no shared bug or concrete change." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46554", - "accept": false, - "reason": "SSH runner workflow hardening is unrelated to pr-ci-security-gate security checks." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46558", - "accept": false, - "reason": "Different workflow files and separate security concerns." - }, - { - "left": "pull_request:46501", - "right": "pull_request:46503", - "accept": false, - "reason": "Anti-slop permissions vs benchmark dispatch trigger; unrelated workflow edits." - }, - { - "left": "pull_request:46501", - "right": "pull_request:46502", - "accept": false, - "reason": "Different workflow files and different logic changes." - }, - { - "left": "pull_request:46501", - "right": "pull_request:46504", - "accept": false, - "reason": "Both are workflow tweaks, but they fix different issues in different jobs and are not one mergeable change." - }, - { - "left": "pull_request:46501", - "right": "pull_request:46554", - "accept": false, - "reason": "Different workflows and different security/permission concerns." - }, - { - "left": "pull_request:46502", - "right": "pull_request:46503", - "accept": false, - "reason": "Assign-reviewers checkout ref change vs benchmark trigger change are unrelated." - }, - { - "left": "pull_request:46502", - "right": "pull_request:46504", - "accept": false, - "reason": "Different workflows with separate behavior changes; not the same underlying bug." - }, - { - "left": "pull_request:46502", - "right": "pull_request:46554", - "accept": false, - "reason": "Assign-reviewers base-ref checkout fix is unrelated to pr-ci-security-gate changes." - }, - { - "left": "pull_request:46503", - "right": "pull_request:46504", - "accept": false, - "reason": "Benchmark dispatch support vs build-ci-docker-images commit-message handling; unrelated." - }, - { - "left": "pull_request:46503", - "right": "pull_request:46554", - "accept": false, - "reason": "Different workflow functionality and different code paths." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46554", - "accept": false, - "reason": "Same broad CI area, but one changes commit-message parsing for image tagging while the other changes fork PR security gating." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46558", - "accept": false, - "reason": "Different workflow logic and different concrete fixes." - }, - { - "left": "pull_request:46554", - "right": "pull_request:46558", - "accept": false, - "reason": "Same workflow file, but one adds file-change security checks while the other changes permissions and approval gating; these are separate fixes." - }, - { - "left": "pull_request:46554", - "right": "pull_request:46563", - "accept": false, - "reason": "The comment-only documentation change does not fix the same concrete behavior as the security checks added in 46554." - }, - { - "left": "pull_request:46554", - "right": "pull_request:46716", - "accept": false, - "reason": "Both touch pr-ci-security-gate.yml, but 46554 adds detection logic while 46716 only changes secret inheritance; different fixes." - }, - { - "left": "pull_request:46558", - "right": "pull_request:46563", - "accept": false, - "reason": "Permissions/approval gating vs explanatory comments in the same workflow; not the same bug or change." - }, - { - "left": "pull_request:46558", - "right": "pull_request:46716", - "accept": false, - "reason": "Different hardening changes to the same workflow, but not one concrete fix." - }, + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both linter/modeling-rule changes, but they implement different checks on different code paths, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the more focused representative of the cluster: it makes a specific can_return_tuple/return_dict change across model forwards, whereas 46259 is a separate _init_weights linter rule. It is not a duplicate of 46259, but it is the cleaner canonical-style PR among the two.", + "soft_edge_verdicts": [ { - "left": "pull_request:46563", - "right": "pull_request:46716", + "left": "pull_request:45720", + "right": "pull_request:46259", "accept": false, - "reason": "Commenting on safety and changing secrets inheritance are different changes with different effects." - }, + "reason": "Reject: TRF003 adds can_return_tuple/return_dict handling in model forward methods, while TRF018 changes _init_weights initialization logic. They affect different code paths and are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Unrelated workflow updates in different files and code paths." - }, + "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": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "e5676e95d6fa073f4a76bae15d1f79e48506a68ef67ba5ddf90c6ec2aeb868c2", + "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 experimental/model+CI change set, the other is a test migration focused on altclip/vit kernels and DDP test scaffolding. They do not appear to fix the same concrete bug or implement the same change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46100 is the better canonical PR for the cluster because it is the more self-contained and coherent change set; PR #45932 is explicitly a 'DO NOT MERGE' experimental Grafana/CI and model-edit bundle with unrelated edits.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the best representative PR here: it centers on a single test-migration effort, whereas PR #45932 mixes CI workflow changes with multiple model files and looks more like a testing/instrumentation scratch PR.", + "soft_edge_verdicts": [ { - "left": "pull_request:46504", - "right": "pull_request:46716", + "left": "pull_request:45932", + "right": "pull_request:46100", "accept": false, - "reason": "Build-image tagging logic vs pr-ci-security-gate secret handling; unrelated changes." + "reason": "Different underlying changes: #45932 is a broad experimental PR touching CI, model code, and mappings; #46100 is a test migration adding kernel tests and DDP config. They do not look mergeable into one PR or like the same bug fix." } ] }, @@ -24283,57 +24479,57 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 38, + "component_index": 28, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46174-2", + "cluster_id": "cluster-46126-2", "nodes": [ - "pull_request:46174", - "pull_request:46780" + "pull_request:46126", + "pull_request:46269" ], "soft_pairs": [ - "pull_request:46174|pull_request:46780" + "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "prepared_review_unit_hash": "459535b8fe21e3b2d9fb2f8f5eefcc21954b6418576c073c31d0b7382a0ce141", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6030, - "estimated_input_tokens": 1508, - "estimated_eval_tokens": 3272 + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6030, - "estimated_input_tokens": 1508, - "estimated_eval_tokens": 3272 + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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, + "summary": "These two PRs are related through shared distributed-code refactors, but they are not the same underlying change. PR #46126 is a focused EP/Trainer integration patch, while PR #46269 is a broad distributed branch base spanning FSDP, integrations, model loading, CI, and more.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change centered on EP + Trainer integration, making it the better canonical representative if one must be chosen.", "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.", + "best_pr_reason": "PR #46126 is the best representative of the cluster because it targets one concrete feature path, whereas PR #46269 is a wide umbrella/base branch and not a single fix.", "soft_edge_verdicts": [ { - "left": "pull_request:46174", - "right": "pull_request:46780", + "left": "pull_request:46126", + "right": "pull_request:46269", "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." + "reason": "Reject: the overlap is mostly due to shared distributed-module refactoring. #46126 focuses on EP routing/Trainer integration, while #46269 is a broad base branch touching many unrelated distributed subsystems, so they are not the same concrete change." } ] }, @@ -24346,8 +24542,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 38, + "component_index": 29, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24355,424 +24551,252 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46196-18", + "cluster_id": "cluster-46138-10", "nodes": [ - "pull_request:46196", - "pull_request:46707", - "pull_request:46836", - "pull_request:46891", - "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", - "pull_request:46953", - "pull_request:46954", - "pull_request:46956", - "pull_request:46957" + "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:46196|pull_request:46957", - "pull_request:46196|pull_request:46836", - "pull_request:46196|pull_request:46956", - "pull_request:46196|pull_request:46891", - "pull_request:46196|pull_request:46953", - "pull_request:46707|pull_request:46953", - "pull_request:46707|pull_request:46891", - "pull_request:46707|pull_request:46836", - "pull_request:46707|pull_request:46957", - "pull_request:46707|pull_request:46912", - "pull_request:46836|pull_request:46957", - "pull_request:46836|pull_request:46891", - "pull_request:46836|pull_request:46956", - "pull_request:46836|pull_request:46953", - "pull_request:46891|pull_request:46957", - "pull_request:46891|pull_request:46956", - "pull_request:46891|pull_request:46912", - "pull_request:46907|pull_request:46926", - "pull_request:46907|pull_request:46941", - "pull_request:46907|pull_request:46908", - "pull_request:46907|pull_request:46927", - "pull_request:46907|pull_request:46928", - "pull_request:46908|pull_request:46926", - "pull_request:46908|pull_request:46928", - "pull_request:46908|pull_request:46951", - "pull_request:46908|pull_request:46941", - "pull_request:46912|pull_request:46957", - "pull_request:46836|pull_request:46912", - "pull_request:46912|pull_request:46956", - "pull_request:46926|pull_request:46941", - "pull_request:46926|pull_request:46928", - "pull_request:46926|pull_request:46927", - "pull_request:46927|pull_request:46949", - "pull_request:46927|pull_request:46951", - "pull_request:46927|pull_request:46950", - "pull_request:46927|pull_request:46941", - "pull_request:46928|pull_request:46941", - "pull_request:46928|pull_request:46951", - "pull_request:46949|pull_request:46951", - "pull_request:46949|pull_request:46950", - "pull_request:46891|pull_request:46949", - "pull_request:46836|pull_request:46949", - "pull_request:46950|pull_request:46951", - "pull_request:46908|pull_request:46950", - "pull_request:46926|pull_request:46950", - "pull_request:46891|pull_request:46951", - "pull_request:46953|pull_request:46956", - "pull_request:46953|pull_request:46957", - "pull_request:46891|pull_request:46953", - "pull_request:46891|pull_request:46954", - "pull_request:46954|pull_request:46957", - "pull_request:46954|pull_request:46956", - "pull_request:46953|pull_request:46954", - "pull_request:46836|pull_request:46954", - "pull_request:46956|pull_request:46957" + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "bc87f73801481b6b039710b02dd83d3eac2d4cb935da3ec05c72fbb9af31bc35", + "prepared_review_unit_hash": "2ca7be192013f0e2dbde3914838b435b8cd31dc4ed852f7e9c932f291447a15c", "component_budget": { - "node_count": 18, - "item_count": 18, - "soft_pair_count": 55, - "serialized_chars": 59205, - "estimated_input_tokens": 14802, - "estimated_eval_tokens": 29860 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25933, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 }, "budget": { - "node_count": 18, - "item_count": 18, - "soft_pair_count": 55, - "serialized_chars": 59205, - "estimated_input_tokens": 14802, - "estimated_eval_tokens": 29860 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25933, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is not a single duplicate cluster; it mixes unrelated PRs across model bring-up, CI/test maintenance, distributed/FSDP infrastructure, generation/FP8 work, and many model-specific bug fixes.", - "confidence": 0.97, + "summary": "These PRs are mostly unrelated workflow maintenance changes. The only tight subcluster is several edits to pr-ci-security-gate.yml, but each addresses a different behavior (permissions, approval flow, reusable-workflow invocation, or security checks), so none should be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items span unrelated changes (new models, CI, FSDP/FP8 infra, test refactors, and separate per-model fixes).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR for duplicate collapse, because there is no shared underlying bug or change that would make one PR the canonical representative.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:46196", - "right": "pull_request:46957", - "accept": false, - "reason": "wav2vec2 SDPA dispatch work vs finegrained FP8 decode optimization; unrelated subsystems." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46836", - "accept": false, - "reason": "audio model SDPA/docs changes vs adding the Unlimited OCR model." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46956", - "accept": false, - "reason": "model dispatch changes vs shared test-helper refactor." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46891", - "accept": false, - "reason": "wav2vec2/audio model work vs PEFT CI/workflow changes." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46953", - "accept": false, - "reason": "SDPA dispatch work vs FusedRMSNormGated dtype cleanup." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46953", - "accept": false, - "reason": "FSDP2 migration vs RMSNorm module dtype removal; different code paths." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46891", - "accept": false, - "reason": "FSDP runtime/migration work vs PEFT CI/test changes." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46836", - "accept": false, - "reason": "distributed FSDP utilities vs new Unlimited OCR model bring-up." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46957", - "accept": false, - "reason": "FSDP migration vs generation/FP8 optimization; not the same bug." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46912", - "accept": false, - "reason": "FSDP infrastructure vs RoPE test coverage changes." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46957", - "accept": false, - "reason": "new OCR model addition vs generation decode optimization." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46891", - "accept": false, - "reason": "model bring-up vs PEFT CI workflow/test changes." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46956", - "accept": false, - "reason": "new model code vs shared floats_list test helper refactor." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46953", - "accept": false, - "reason": "Unlimited OCR addition vs RMSNorm dtype cleanup." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46957", - "accept": false, - "reason": "PEFT CI/workflow changes vs generation FP8 runtime changes." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46956", - "accept": false, - "reason": "PEFT CI work vs feature-extractor helper refactor." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46912", - "accept": false, - "reason": "PEFT CI changes vs RoPE test updates." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46926", - "accept": false, - "reason": "EdgeTam kwarg cleanup vs MiniMax-M3-VL offload-folder fix." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46941", - "accept": false, - "reason": "EdgeTam processor kwarg handling vs DAC distance-formula fix." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46908", - "accept": false, - "reason": "EdgeTam import_or_config cleanup vs DeepSeek-V3.2 load/offload workaround." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46927", - "accept": false, - "reason": "EdgeTam kwarg cleanup vs GLM46V input casting fix." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46928", - "accept": false, - "reason": "EdgeTam model bug vs BLIP-2 tokenizer allowlist update." - }, - { - "left": "pull_request:46908", - "right": "pull_request:46926", - "accept": false, - "reason": "different model-specific load_error fixes (DeepSeek vs MiniMax)." - }, - { - "left": "pull_request:46908", - "right": "pull_request:46928", + "left": "pull_request:46138", + "right": "pull_request:46554", "accept": false, - "reason": "load/offload workaround vs tokenizer allowlist change." + "reason": "Different workflow changes: stdin handling for self-comment CI vs adding security checks to pr-ci-security-gate.yml." }, { - "left": "pull_request:46908", - "right": "pull_request:46951", + "left": "pull_request:46138", + "right": "pull_request:46558", "accept": false, - "reason": "DeepSeek loading workaround vs PEFT hotswap mismatch handling." + "reason": "Different workflow changes in different code paths; not the same bug or fix." }, { - "left": "pull_request:46908", - "right": "pull_request:46941", + "left": "pull_request:46138", + "right": "pull_request:46563", "accept": false, - "reason": "load/offload issue vs DAC numerical fix." + "reason": "Different workflow changes; one is self-comment CI shell input handling, the other is a security-gate reusable-workflow comment/change." }, { - "left": "pull_request:46912", - "right": "pull_request:46957", + "left": "pull_request:46138", + "right": "pull_request:46716", "accept": false, - "reason": "RoPE tests vs generation/FP8 optimization." + "reason": "Different workflow changes; unrelated implementation and intent." }, { - "left": "pull_request:46836", - "right": "pull_request:46912", + "left": "pull_request:46138", + "right": "pull_request:46504", "accept": false, - "reason": "new OCR model bring-up vs RoPE test suite changes." + "reason": "Self-comment CI stdin handling is unrelated to build-ci-docker-images commit-message handling." }, { - "left": "pull_request:46912", - "right": "pull_request:46956", + "left": "pull_request:46432", + "right": "pull_request:46503", "accept": false, - "reason": "RoPE test coverage vs shared float-list helper refactor." + "reason": "SSH runner hardening/memory-monitor changes are unrelated to benchmark trigger conditions." }, { - "left": "pull_request:46926", - "right": "pull_request:46941", + "left": "pull_request:46432", + "right": "pull_request:46501", "accept": false, - "reason": "MiniMax load workaround vs DAC codebook-distance correction." + "reason": "Different workflows and different behaviors; not the same underlying change." }, { - "left": "pull_request:46926", - "right": "pull_request:46928", + "left": "pull_request:46432", + "right": "pull_request:46502", "accept": false, - "reason": "MiniMax load issue vs BLIP-2 tokenizer allowlist." + "reason": "SSH runner workflow changes do not match assign-reviewers checkout-ref changes." }, { - "left": "pull_request:46926", - "right": "pull_request:46927", + "left": "pull_request:46432", + "right": "pull_request:46554", "accept": false, - "reason": "different model-specific fixes for unrelated failures." + "reason": "Unrelated workflow files and fixes." }, { - "left": "pull_request:46927", - "right": "pull_request:46949", + "left": "pull_request:46432", + "right": "pull_request:46558", "accept": false, - "reason": "GLM46V input_id casting vs Whisper/AudioFlamingo cache-state fix." + "reason": "Unrelated workflow files and fixes." }, { - "left": "pull_request:46927", - "right": "pull_request:46951", + "left": "pull_request:46501", + "right": "pull_request:46503", "accept": false, - "reason": "GLM46V fix vs PEFT hotswap loading behavior." + "reason": "Both touch workflows, but anti-slop permissions and benchmark dispatch triggering are different changes." }, { - "left": "pull_request:46927", - "right": "pull_request:46950", + "left": "pull_request:46501", + "right": "pull_request:46502", "accept": false, - "reason": "GLM46V input/type fix vs Mamba2 OOM fix." + "reason": "Different workflows and different behavior changes." }, { - "left": "pull_request:46927", - "right": "pull_request:46941", + "left": "pull_request:46501", + "right": "pull_request:46504", "accept": false, - "reason": "GLM46V casting bug vs DAC numeric bug." + "reason": "Anti-slop permissions update is unrelated to build-ci-docker-images commit-message parsing." }, { - "left": "pull_request:46928", - "right": "pull_request:46941", + "left": "pull_request:46501", + "right": "pull_request:46554", "accept": false, - "reason": "tokenizer allowlist update vs DAC distance calculation fix." + "reason": "Different workflows and different fixes." }, { - "left": "pull_request:46928", - "right": "pull_request:46951", + "left": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "tokenizer allowlist vs PEFT hotswap mismatch handling." + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark_v2 trigger logic." }, { - "left": "pull_request:46949", - "right": "pull_request:46951", + "left": "pull_request:46502", + "right": "pull_request:46504", "accept": false, - "reason": "Whisper/AudioFlamingo cache initialization bug vs PEFT loading/mismatch logic." + "reason": "Different workflow files and different fixes." }, { - "left": "pull_request:46949", - "right": "pull_request:46950", + "left": "pull_request:46502", + "right": "pull_request:46554", "accept": false, - "reason": "different model fixes: cache-state init vs Mamba2 OOM." + "reason": "Different workflows and different behaviors." }, { - "left": "pull_request:46950", - "right": "pull_request:46951", + "left": "pull_request:46503", + "right": "pull_request:46504", "accept": false, - "reason": "Mamba2 kernel/OOM fix vs PEFT hotswap load behavior." + "reason": "Benchmark dispatch logic and build-ci-docker-images message handling are distinct changes." }, { - "left": "pull_request:46891", - "right": "pull_request:46949", + "left": "pull_request:46503", + "right": "pull_request:46554", "accept": false, - "reason": "PEFT CI/workflow work vs Whisper/AudioFlamingo runtime fix." + "reason": "Different workflow behavior and code paths." }, { - "left": "pull_request:46836", - "right": "pull_request:46949", + "left": "pull_request:46504", + "right": "pull_request:46554", "accept": false, - "reason": "new OCR model addition vs Whisper/AudioFlamingo bug fix." + "reason": "Build-ci-docker-images commit-message parsing is unrelated to pr-ci-security-gate security checks." }, { - "left": "pull_request:46953", - "right": "pull_request:46956", + "left": "pull_request:46504", + "right": "pull_request:46558", "accept": false, - "reason": "RMSNorm module cleanup vs shared test-helper refactor." + "reason": "Different workflow changes in different files." }, { - "left": "pull_request:46953", - "right": "pull_request:46957", + "left": "pull_request:46554", + "right": "pull_request:46558", "accept": false, - "reason": "RMSNorm dtype cleanup vs FP8 generation optimization." + "reason": "Same file, but different security-gate changes: one adds file-change/security checks, the other adjusts permissions and approval flow." }, { - "left": "pull_request:46891", - "right": "pull_request:46953", + "left": "pull_request:46554", + "right": "pull_request:46563", "accept": false, - "reason": "PEFT CI changes vs RMSNorm cleanup." + "reason": "Same workflow file, but one adds security checks while the other changes reusable-workflow invocation/comments; not the same fix." }, { - "left": "pull_request:46891", - "right": "pull_request:46954", + "left": "pull_request:46554", + "right": "pull_request:46716", "accept": false, - "reason": "PEFT CI work vs GlmAsr Pytest v9 fix." + "reason": "Same workflow file, but one adds checks and the other changes secrets inheritance; distinct behavior." }, { - "left": "pull_request:46954", - "right": "pull_request:46957", + "left": "pull_request:46558", + "right": "pull_request:46563", "accept": false, - "reason": "GlmAsr pytest-related fix vs generation/FP8 optimization." + "reason": "Different pr-ci-security-gate behavior changes; not a single concrete fix." }, { - "left": "pull_request:46954", - "right": "pull_request:46956", + "left": "pull_request:46558", + "right": "pull_request:46716", "accept": false, - "reason": "GlmAsr model/test fix vs shared floats_list helper refactor." + "reason": "Permission tightening/approval logic is different from secrets removal in the reusable workflow call." }, { - "left": "pull_request:46953", - "right": "pull_request:46954", + "left": "pull_request:46563", + "right": "pull_request:46716", "accept": false, - "reason": "distinct fixes in different models; not the same underlying bug." + "reason": "Different changes: safety comments on the reusable workflow vs changing secrets passing to {}." }, { - "left": "pull_request:46836", - "right": "pull_request:46954", + "left": "pull_request:46504", + "right": "pull_request:46563", "accept": false, - "reason": "Unlimited OCR model addition vs GlmAsr pytest fix." + "reason": "Different workflow files and unrelated fixes." }, { - "left": "pull_request:46956", - "right": "pull_request:46957", + "left": "pull_request:46504", + "right": "pull_request:46716", "accept": false, - "reason": "test helper refactor vs generation/FP8 runtime optimization." + "reason": "Different workflow files and unrelated fixes." } ] }, @@ -24785,57 +24809,57 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 38, + "component_index": 30, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46281-2", + "cluster_id": "cluster-46174-2", "nodes": [ - "pull_request:46281", - "pull_request:46890" + "pull_request:46174", + "pull_request:46780" ], "soft_pairs": [ - "pull_request:46281|pull_request:46890" + "pull_request:46174|pull_request:46780" ], - "prepared_review_unit_hash": "c246c6a23343ef9d1083f5d6d16f578c85cc6d038d98859cb6b64fa0ff1c62a9", + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4271, - "estimated_input_tokens": 1068, - "estimated_eval_tokens": 2392 + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4271, - "estimated_input_tokens": 1068, - "estimated_eval_tokens": 2392 + "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": "These PRs are related by theme (path traversal hardening) but they fix different untrusted inputs in different code paths, so they are not duplicates and should not be merged together.", - "confidence": 0.92, + "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": "46281 is the cleaner representative of the cluster because it fixes a concrete traversal bug in sharded checkpoint loading with focused containment checks and tests; 46890 targets a separate `transformers_weights` config-field path.", + "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": "46281 is the strongest standalone PR to keep as the cluster representative, but only because it is a tighter, more explicit fix; it does not subsume the distinct bug fixed by 46890.", + "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:46281", - "right": "pull_request:46890", + "left": "pull_request:46174", + "right": "pull_request:46780", "accept": false, - "reason": "Different vulnerable inputs and loaders: 46281 sanitizes shard filenames from the checkpoint index in `hub.py`, while 46890 validates `transformers_explicit_filename` from model config in `modeling_utils.py`. Same security class, but not the same underlying bug or mergeable fix." + "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." } ] }, @@ -24848,8 +24872,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 38, + "component_index": 31, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24865,12 +24889,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "3458e8d1723e4efac7081d210033aee4c2d629590e5139b77c3dab65e52c792e", + "prepared_review_unit_hash": "fab65f424ba1c06971f02c8a15e27386d74f986f07b78f17c3a2747aa67f5906", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24878,7 +24902,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24887,18 +24911,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming mask generation; PR 46546 is the broader, test-backed version and also applies the same fix to Gemma4.", - "confidence": 0.95, + "summary": "Both PRs fix the same sliding-window right-boundary bug (`-dist <= right_window_size`) in Moonshine streaming; 46546 is a broader, more complete version that also patches Gemma4 and adds tests.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the best canonical PR because it contains the Moonshine streaming boundary fix plus tests, and also applies the same correction to Gemma4; it is the more complete and representative change set.", + "canonical_pr_reason": "PR 46546 is the more complete representative: it includes the same Moonshine streaming boundary fix as 46310, adds test coverage, and bundles the related Gemma4 boundary correction.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the best global PR because it is the more complete fix for the same underlying boundary bug, with validation coverage and additional affected model handling.", + "best_pr_reason": "PR 46546 best captures the underlying change set because it fixes the same concrete boundary condition in Moonshine streaming and strengthens it with tests; 46310 is just the narrower precursor.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Both PRs change the same Moonshine streaming sliding-window mask from '< right_window_size' to '<= right_window_size', fixing the same off-by-one boundary bug; PR 46546 simply expands the same fix to another model and adds tests." + "reason": "Same right-window boundary fix in the same Moonshine streaming code path; 46546 is a superset that plausibly subsumes 46310's change." } ] }, @@ -24911,8 +24935,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 38, + "component_index": 32, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24937,70 +24961,70 @@ "pull_request:46425|pull_request:46850", "pull_request:46850|pull_request:46917" ], - "prepared_review_unit_hash": "e7ffef7f5fa87a835c6ed97c3137c6f28567290d02b7e7ae70b646098030c586", + "prepared_review_unit_hash": "c2a3517ed934f560195532decf5505d592078dbdedc9ce420e541fe6d6aa6d64", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 16834, - "estimated_input_tokens": 4209, - "estimated_eval_tokens": 8674 + "serialized_chars": 16831, + "estimated_input_tokens": 4208, + "estimated_eval_tokens": 8672 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 16834, - "estimated_input_tokens": 4209, - "estimated_eval_tokens": 8674 + "serialized_chars": 16831, + "estimated_input_tokens": 4208, + "estimated_eval_tokens": 8672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated PRs for model additions, a continuous batching multimodal feature, a Gemma masking bugfix, and a deprecation cleanup. None of the soft-similarity pairs look like the same concrete change.", + "summary": "These PRs are mostly unrelated: multimodal continuous batching, two separate model additions, one Gemma masking bug fix, and one cleanup/deprecation removal. None of the soft pairs look like the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46850 is the strongest canonical representative because it is a focused, concrete bug fix in a core code path (attention masking), unlike the others which are model additions or broad feature/cleanup work.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46850 is the best standalone PR in this set because it addresses a specific functional defect with clear code-path impact and is the most self-contained change.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different features and codepaths: continuous batching multimodal support vs. adding HunYuan VL model files and docs." + "reason": "Different changes: continuous batching multimodal support vs. adding the HunYuan VL model package. They touch different code paths and are not mergeable as one fix." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "Unrelated model areas: continuous batching internals vs. RADIO model implementation and registration." + "reason": "Both are model/feature work in different areas, but one is continuous batching and the other is a new RADIO model implementation. No shared concrete bug or change." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "Separate model additions for different architectures (RADIO vs. Nemotron Omni), not the same bug or change." + "reason": "Separate model additions for RADIO and Nemotron Omni. Similar scope as model support, but not the same underlying code change or bug." }, { "left": "pull_request:46425", "right": "pull_request:46917", "accept": false, - "reason": "RADIO model support and deprecated training-args cleanup are unrelated; shared repo touchpoints are too broad to merge." + "reason": "RADIO model support and deprecation cleanup are unrelated; they do not fix the same code-path problem." }, { "left": "pull_request:46425", "right": "pull_request:46850", "accept": false, - "reason": "RADIO model addition vs. Gemma attention-masking fix are different subsystems and issues." + "reason": "A new RADIO model implementation and a Gemma attention-masking bug fix are unrelated changes in different subsystems." }, { "left": "pull_request:46850", "right": "pull_request:46917", "accept": false, - "reason": "Gemma sliding-window masking bugfix does not match the deprecation-removal PR; no shared concrete code-path problem." + "reason": "Gemma masking logic fix and deprecated-args cleanup are distinct changes with no common concrete defect." } ] }, @@ -25013,8 +25037,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 38, + "component_index": 33, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25030,7 +25054,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "43570064594deb03d556be6e2877a1da0ed12cb333cf4336a6f25c93d4433ccb", + "prepared_review_unit_hash": "d58f330bddff109ac32c9c399000d2d7b45d8c0f08299b05d8948f18af2f18f4", "component_budget": { "node_count": 2, "item_count": 2, @@ -25052,18 +25076,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one fixes CodeLlama decode-time leading-space stripping, the other fixes DeepSeek-Coder/DeepSeek-LLM being routed to the wrong tokenizer class. They touch different code paths and should not be merged as duplicates.", - "confidence": 0.96, + "summary": "These are two separate Transformers tokenizer fixes, not duplicates: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading via the wrong tokenizer class in auto-tokenization. They affect different code paths and would not plausibly merge into one PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PR #46574 changes CodeLlama decoding behavior, while PR #46580 changes AutoTokenizer checkpoint-to-class routing for DeepSeek checkpoints.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global best representative for a duplicate cluster because they solve different bugs in different subsystems.", + "best_pr_reason": "PR #46574 is the more self-contained, concrete bugfix: it targets a single tokenizer decoder behavior in one model family and has a narrowly scoped code change.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems: one is a decoder configuration bug in CodeLlama, the other is incorrect tokenizer-class selection for specific DeepSeek checkpoints." + "reason": "Different underlying bugs and different fixes: CodeLlama decode-space stripping vs. DeepSeek checkpoint-to-tokenizer-class selection. They touch unrelated code paths and are not mergeable as one PR." } ] }, @@ -25076,8 +25100,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 38, + "component_index": 34, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25093,7 +25117,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "2fa60193f6c0aa6713574aca7daf9632d3517d8e90d051e4f511f93de8c0becb", + "prepared_review_unit_hash": "2d7a8a4428fe22e60b4df7679f3958e9267e31d98cd156968636562bd5e9c19a", "component_budget": { "node_count": 2, "item_count": 2, @@ -25115,18 +25139,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Mistral tokenizer PRs, but they target different changes: one refactors/moves `MistralConverter` into the Mistral integration package, while the other adds tekken tokenizer detection, conversion, and save utilities. They share files, but not the same underlying fix/change.", - "confidence": 0.93, + "summary": "Two open Mistral PRs overlap in files but address different changes: one relocates the existing MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save support. They are related refactoring/features, not the same fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the better representative because it introduces the broader functional change around tekken tokenizer support; PR #46603 is mainly a code organization/refactor move for an existing converter.", + "canonical_pr_reason": "PR 46604 is the better canonical PR because it represents the more substantive functional change for Mistral tokenization support, whereas PR 46603 is mainly an internal code move/refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the strongest standalone PR in the cluster since it implements the main Mistral tokenizer feature work rather than just relocating code.", + "best_pr_reason": "PR 46604 is the strongest overall candidate: it adds new tokenizer detection, conversion, and save utilities, making it more representative of the cluster\u2019s user-facing Mistral work.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different underlying changes: #46603 moves `MistralConverter` into `integrations/mistral/`, while #46604 adds tekken tokenizer detection/conversion/save utilities. Shared files alone are not enough to treat them as one PR." + "reason": "Do not merge: 46603 only moves MistralConverter into a new package, while 46604 adds tekken tokenizer support and utilities. They touch the same area but implement different concrete changes and are not the same underlying PR." } ] }, @@ -25139,8 +25163,8 @@ }, { "label": "pull_request", - "component_index": 36, - "component_count": 38, + "component_index": 35, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25148,119 +25172,223 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46741-3", + "cluster_id": "cluster-46907-9", "nodes": [ - "pull_request:46741", - "pull_request:46773", - "pull_request:46781" + "pull_request:46907", + "pull_request:46908", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951" ], "soft_pairs": [ - "pull_request:46741|pull_request:46773", - "pull_request:46741|pull_request:46781" + "pull_request:46907|pull_request:46926", + "pull_request:46907|pull_request:46941", + "pull_request:46907|pull_request:46908", + "pull_request:46907|pull_request:46927", + "pull_request:46907|pull_request:46928", + "pull_request:46908|pull_request:46926", + "pull_request:46908|pull_request:46928", + "pull_request:46908|pull_request:46951", + "pull_request:46908|pull_request:46941", + "pull_request:46926|pull_request:46941", + "pull_request:46926|pull_request:46928", + "pull_request:46926|pull_request:46927", + "pull_request:46927|pull_request:46949", + "pull_request:46927|pull_request:46951", + "pull_request:46927|pull_request:46950", + "pull_request:46927|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46928|pull_request:46951", + "pull_request:46949|pull_request:46951", + "pull_request:46949|pull_request:46950", + "pull_request:46907|pull_request:46949", + "pull_request:46908|pull_request:46949", + "pull_request:46950|pull_request:46951", + "pull_request:46908|pull_request:46950", + "pull_request:46926|pull_request:46950" ], - "prepared_review_unit_hash": "beb55dd5fe8528ae2d9d6e41bbaeea06f6da2b88ad0273528a6adb93dbaf625f", + "prepared_review_unit_hash": "a30196dd704221d7de4ef42a272fbffe3efa31ce6e33dff83ec1ac7f84be88f6", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 8452, - "estimated_input_tokens": 2113, - "estimated_eval_tokens": 4482 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 25, + "serialized_chars": 24931, + "estimated_input_tokens": 6233, + "estimated_eval_tokens": 12722 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 8452, - "estimated_input_tokens": 2113, - "estimated_eval_tokens": 4482 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 25, + "serialized_chars": 24931, + "estimated_input_tokens": 6233, + "estimated_eval_tokens": 12722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs address different bugs in adjacent model/cache code; despite some shared filenames, they are not duplicates. The strongest representative of the cluster is the Mamba2 chunked-prefill/speculative-decoding fix.", - "confidence": 0.93, + "summary": "These PRs only share a broad \u201cfix integration tests\u201d pattern; they target different models, different failure modes, and different code paths. I do not see any true duplicate PRs here, so the soft links should be treated as false positives.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46741 is the best canonical PR because it fixes a concrete runtime bug in the Mamba2-style cache path, with targeted code changes and tests across the affected model families.", + "canonical_pr_reason": "PR 46949 is the strongest representative only in the loose sense that it contains concrete model runtime fixes, but it is still unrelated to the other PRs as a duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 46741 is the best overall PR to represent the cluster: it has the clearest single bug, the most directly related fix path, and the broadest but still coherent affected surface.", + "best_pr_reason": "PR 46949 is the best standalone representative of the set because it makes actual forward-pass bug fixes in model code, whereas most others are test-only or registry tweaks.", "soft_edge_verdicts": [ { - "left": "pull_request:46741", - "right": "pull_request:46773", + "left": "pull_request:46907", + "right": "pull_request:46926", "accept": false, - "reason": "Both touch linear-attention model files, but 46741 fixes chunked-prefill/speculative-decoding cache handling while 46773 fixes padding-mask application for batch-size-1; different bugs and different code paths." + "reason": "Different models and fixes: EdgeTam kwarg handling in model code vs MiniMax-M3-VL load setup in tests." }, { - "left": "pull_request:46741", - "right": "pull_request:46781", + "left": "pull_request:46907", + "right": "pull_request:46941", "accept": false, - "reason": "46741 is a model-specific cache/state bug fix, whereas 46781 changes QuantizedCache construction for hybrid SSM+attention models in cache_utils; these are unrelated failures." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 37, - "component_count": 38, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46895-2", - "nodes": [ - "pull_request:46895", - "pull_request:46958" - ], - "soft_pairs": [ - "pull_request:46895|pull_request:46958" - ], - "prepared_review_unit_hash": "fdb7d9b457e40416e9df22f14c67b53b3b5bddf0d768aede8e15d3ca7ba84e59", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4790, - "estimated_input_tokens": 1198, - "estimated_eval_tokens": 2652 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4790, - "estimated_input_tokens": 1198, - "estimated_eval_tokens": 2652 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Both pull requests target the same CohereASR training-loss double-shift bug under issue #46894, with differing implementation details. PR #46895 looks like the stronger canonical fix; #46958 is likely an alternate/less complete implementation of the same change.", - "confidence": 0.89, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46895 has the clearer, more complete fix path for the double-shift bug and more review activity, while still targeting the same issue as #46958.", - "best_issue_reason": null, - "best_pr_reason": "PR #46895 is the best representative of the underlying bug fix because it directly handles when labels should be shifted and appears to preserve the intended loss behavior.", - "soft_edge_verdicts": [ + "reason": "Unrelated code paths: EdgeTam processor kwarg cleanup vs DAC codebook distance formula." + }, { - "left": "pull_request:46895", - "right": "pull_request:46958", - "accept": true, - "reason": "Same explicit issue target and same underlying CohereASR double-shift training-loss bug; the implementation differs, but both are fix attempts for the same code-path problem." + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Same broad theme of test failures, but different models and different fixes; one is model code, the other is test offload setup." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Different underlying bugs in different models: EdgeTam kwarg filtering vs GLM46V input_id casting." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Model code fix vs tokenizer auto-registration list change; not the same bug." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both add offload_folder in tests, but they are separate model load issues and not one shared bug." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Load-error test workaround vs BLIP-2 tokenizer mapping update; unrelated changes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "Separate failures in different subsystems: DeepSeekV32 loading vs PEFT hotswap mismatch handling." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46941", + "accept": false, + "reason": "Different model/test fix vs DAC numerical bug; no shared code path." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax-M3-VL offload test fix and DAC distance computation are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "MiniMax load-error workaround vs BLIP-2 tokenizer registry tweak; not duplicates." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models and failure modes: load_error test setup vs GLM46V runtime input handling." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "Both touch model code, but on different models and different defects; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "GLM46V input dtype fix is unrelated to PEFT hotswap loading behavior." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "GLM46V forward-path dtype fix and Mamba2 OOM-related change are different bugs." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46941", + "accept": false, + "reason": "Different code paths: GLM46V input_ids casting vs DAC latent decoding math." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Tokenizer auto mapping entry for BLIP-2 ITM is unrelated to DAC's numerical mismatch." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46951", + "accept": false, + "reason": "BLIP-2 tokenizer support change and PEFT mismatched-size loading are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "AudioFlamingo3/Whisper cache handling fixes are unrelated to PEFT adapter loading behavior." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and symptoms: cache state initialization vs Mamba2 OOM/combined kernel behavior." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "EdgeTam processor kwarg filtering and Whisper/AudioFlamingo3 cache fixes do not share the same bug." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46949", + "accept": false, + "reason": "DeepSeekV32 load test workaround is unrelated to Whisper/AudioFlamingo3 runtime fixes." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Mamba2 OOM/kernel behavior and PEFT loading mismatch are different subsystems and failure modes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46950", + "accept": false, + "reason": "Test offload-folder workaround for DeepSeekV32 is unrelated to Mamba2's runtime/OOM fix." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46950", + "accept": false, + "reason": "MiniMax test-load workaround and Mamba2 kernel/OOM fix are separate issues." } ] }, @@ -25273,8 +25401,8 @@ }, { "label": "pull_request", - "component_index": 38, - "component_count": 38, + "component_index": 36, + "component_count": 36, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25290,7 +25418,7 @@ "soft_pairs": [ "pull_request:46933|pull_request:46942" ], - "prepared_review_unit_hash": "15db6f7145d3893446235c4936314bff1b7d12c0ca0e670bb0fb95d6de5243cb", + "prepared_review_unit_hash": "a00a3e3148a6e866d518b3baf7dfab8032a0c0979c571ffeb168c70de5f5dc94", 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stronger representative if one must be chosen: it has an explicit issue link, and its patch clearly covers the Gemma4 vision/audio embedders with the same quantization-safe casting pattern.", "soft_edge_verdicts": [ { "left": "pull_request:46933", "right": "pull_request:46942", "accept": false, - "reason": "Similar fix pattern, but different concrete bugs and code paths: Gemma4 vision/audio embedders vs TimesFM 2.5 ResidualBlock. They would not plausibly be merged into one PR." + "reason": "Same bug pattern, but different concrete implementations and models: Gemma4 vision/audio embedders vs TimesFM 2.5 ResidualBlock. Not the same underlying change and not mergeable as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 9da67d4fcb5f092a798f7978a73bcecfb99d0f2b..be9e685bbc3ae8b431a1d5af9238760d0deecd21 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260629t120018z", + "analysis_id": "hybrid-model-20260629t180016z", "archived_artifacts": { - "hybrid": "snapshots/20260629T120018Z/analysis-runs/hybrid-model-20260629t120018z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260629T120018Z/analysis-runs/hybrid-model-20260629t120018z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260629T180016Z/analysis-runs/hybrid-model-20260629t180016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260629T180016Z/analysis-runs/hybrid-model-20260629t180016z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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The only strong duplicate-looking pair is the ZeRO-3/BERT index-out-of-bounds reports, with a second plausible torch-compatibility pair.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43596 is the clearest concrete bug report in the set and has the closest true duplicate (43638); both describe the same ZeRO-3/BERT index-out-of-bounds failure during model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the best representative issue because it is specific, reproducible, and directly tied to a near-identical follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model/API failures: Qwen3.5 config attribute error vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime paths: AMD GPU device-map failure vs MPS histogram op not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and bugs: Mistral dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime errors, but the model, device context, and failure mode differ." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated model/runtime issue vs broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different problems: GPU device-map failure vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failures are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems: export-time ONNX issue vs Qwen3 auto device-map assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and RAG example docs are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items for v5, but they target different obsolete content." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different failure classes: ONNX export vs missing GenerationMixin import." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training issues: TRL SFT embedding unpacking vs resume/trust-remote-code behavior." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training problem and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures and code paths." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BERT loading bug vs resume-training issue; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but the model/loading path and root symptom differ." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor shape mismatch is unrelated to Qwen3.5 video template mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime problems: mask shape error vs GPT-OSS TP issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration bug and resume-training bug are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures and affected models differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BERT index-out-of-bounds failure during model loading; nearly identical reports." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy call issue and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization regression and LoRA merge/save mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error and LoRA save/load output mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different issues." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and different device-placement failures." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor-size mismatch is not the same as the mask index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a 2-D weight training error and the other is a collective mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS int histogram limitation and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3.5 MoE rotary embedding, but they describe different concrete bugs and triggers." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 loading error and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpoint tensor-size mismatch and CustomTrainer signature mismatch are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT loading issue and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failure modes: dtype mismatch vs invalid method call." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different problems." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime failure and GPT-OSS AMD GPU issue are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different model-specific regressions: Gemma3 config attribute error vs Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Same model family, but device mismatch and expensive reverse embedding lookup are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 compatibility regression; one is just phrased more generally." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility and Qwen NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-map assert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: autocast dtype mismatch vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are runtime errors, but they affect different models and failure mechanisms." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm failure and Mistral image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failure surfaces." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error and TRL SFT embedding-unpacking issue are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoE invalid method and MPS int histogram limitation are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding issue and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but they affect different models and are not clearly the same bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy issue and TRL SFT embedding issue are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they refer to different removed v5 content." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS integer histogram limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime bugs with no shared concrete failure path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer argument mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS GPU failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy call issue and mask-shape IndexError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The ZeRO-3/BERT duplicate pair is well supported by the nearly identical titles, and the torch-compatibility pair is presented as only plausible rather than certain. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:44841|issue:45084", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "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": "2262e91c2b2c139c1cd2d4c9b00df165b7f802dd664c5d8720f727f755f7e4e4", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40045, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated transformer/model-loading regressions. The only likely duplicate pair is the AutoTokenizer wrong-token-ID regression, where the broader multi-model report subsumes the Granite-specific one.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the v5 AutoTokenizer wrong-token-ID regression across multiple model families; issue:45812 is a narrower Granite-only manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best captures the shared underlying bug and has the widest impact scope, making it the strongest canonical issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: corrupted checkpoint loading vs missing text encoder weights." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they target different incompatibilities and code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both mention Zero-3 index errors, but one is Gemma3-specific loading and the other is a BertModel initialization failure." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error in vLLM is unrelated to Qwen3 auto device mapping cuda asserts." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation issues, but they describe different docs and different behavior gaps." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-build regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support for GPT-OSS-20B is unrelated to table QA crashes." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy routing is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mapping mismatch and chat-template video token mismatch are different failures." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are different issues." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to RAG docs." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying v5 AutoTokenizer wrong-token-ID regression; 45812 is a Granite-specific instance and 45920 is the broader multi-model report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model implementation cannot load checkpoints are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params API mismatch is unrelated to the distributed build regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different models and symptoms; both mention sliding-window-ish behavior but not the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a Zero-3 loading failure." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7-Flash is not the same as Ovis2 checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version compatibility and PretrainedConfig pydantic-field regression are different problems." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenization/detokenization bug is unrelated to table QA crashes." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat-related failures, but one is a transformers chat crash and the other is streaming chat/completions failure." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Two different Zero-3/version issues with different failure modes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure and PretrainedConfig pydantic regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing failure and YOLO multi-GPU device-map failure are different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to table QA." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 config attribute error and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3TextConfig attribute access are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram op limitation are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and template-node compilation error are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing failure is unrelated to the MPS histogram Int limitation." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are model/runtime numeric issues, but they affect different models and execution paths." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the tensor-shape mismatch and Zero-3 loading failure are not the same underlying bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "flash-attn2 fallback gating and remote-code config_class lookup are unrelated loading regressions." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and pydantic PretrainedConfig breakage are different config regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version incompatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: most items are indeed unrelated regression reports, and the 45812 \u2194 45920 pairing is well-supported by the titles and scope difference. I don\u2019t see an overstatement of evidence in the soft-edge verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue: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:40990|issue:44960", + "issue:43645|issue:45399", + "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:46489|issue:46491", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "aebe31d42510554b07ce0bb8004a2fafbeac61c8bd1c3b1264b38ee1a0a8c106", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36892, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with only one clear duplicate-style pair: the Qwen video-input regression report is a broader parent of the later Qwen3.5-9B apply_chat_template failure. The rest are mostly related only at a subsystem/theme level, not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it describes the broader video-input regression across multiple Qwen VL/3.5 variants, and issue:46294 reads like a narrower instance of that same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest issue to keep as the representative bug report: it has the broadest scope, matches the concrete symptom pattern, and is backed by discussion that spans multiple affected model variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL load/version compatibility vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related errors, but one is an index/mask mismatch and the other is a trainer/input-embedding unpacking failure; not the same bug path." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "OOM under int4 quantization is unrelated to tied-weight problems in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE models, but the concrete failures differ: torchdynamo grouped_mm tracing vs tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different code path from Qwen3.5 streaming chat/completions failures." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated model families and symptoms: GGUF architecture support vs streaming inference API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an init_empty_weights argument-compatibility error; the other is a pydantic/PretrainedConfig field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior on Qwen3-MoE is unrelated to the PretrainedConfig/pydantic breakage." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError reports, but they arise from different mechanisms: mask-length mismatch vs deepspeed zero3/BertModel empty-shape access." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch on Mistral-3 is not the same as Qwen video token/feature count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers incompatibility are too broad and not the same concrete defect." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve siglip2, but one reports degraded embedding quality and the other nonsensical pipeline outputs; not enough evidence of one underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying video-input regression: 46294 is a specific Qwen3.5-9B manifestation of the broader issue described in 44479." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different model-init bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error is unrelated to resuming training with local trust_remote_code models." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 integration issues are not the same as the remote-code model_class/config_class attribute error." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal validation failures: image preprocessing dtype mismatch vs SFT trainer embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to the Qwen3.5 input-embedding trainer failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b and GLM5 are unrelated model-specific evaluation issues." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter/custom-model init breakage is unrelated to fallback-to-flash-attn2 gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both are trust_remote_code/load-cache themed, but one is a leaf-directory cache collision and the other is wrong custom-module loading after save_pretrained; not clearly the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both touch tied weights, but one is a specific missing lm_head tie in Mistral3 while the other is a broader v5 translation-model tied-weight regression." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3MoE is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight translation-model issues are different problems." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer/debug discussion is unrelated to a docs typo." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weight translation model behavior." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-run-command docs are different documentation issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied weights in translation models." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and different round-trip behaviors; not one underlying bug." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message bugs, but 45183 is the generic input_ids/inputs_embeds XOR issue while 46463 is specifically T5 decoder-input validation; too little evidence they are the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft pairs. The 44479 \u2194 46294 linkage is supported by the titles and looks like the only clearly mergeable duplicate-style pair; the other false verdicts are cautious and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44918|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:45987|issue:46858", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:41553|issue:43881", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "830ffaaaaab6006509c74d6a680576f58bca275a089251bfd86c38a5a80bac8f", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36793, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of Transformers v5 regression reports with several near-neighbors, but the soft pairs do not clear a conservative duplicate bar. The non-persistent-buffer reports are the strongest family signal, while the tokenizer/model-loading/quantization items mostly look related by subsystem rather than the same concrete bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43950 is the best representative anchor for the cluster because it captures the clearest reusable regression family (non-persistent buffer corruption in v5), but it should be treated as a family representative rather than a confirmed duplicate of the surrounding reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global issue representative because it states the broadest and most central v5 regression pattern in this set, even though many neighboring issues are only loosely related and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are DeepSeek/Qwen-adjacent loading/tokenizer failures, but they involve different models and different failure modes." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different concrete bugs; TRL embedding unpacking is not the same as the GraniteMoE invalid-method issue." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": false, + "reason": "Both describe non-persistent-buffer corruption in v5, but the wording suggests a related manifestation rather than a confidently identical report." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs-example/processor mismatch and quantization errors are not the same as the SigLIP2 embedding-quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "These are related v5 buffer-loading regressions, but the evidence is not strong enough to treat them as one confirmed duplicate." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Custom trainer signature mismatch and DeepSpeed ZeRO-3 loading IndexError are different code paths and different failures." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both touch quantization-related areas, but they are distinct incompatibilities with different error classes and causes." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": false, + "reason": "The titles point to the same Gemma4 quantized embedder area, but the packet does not provide enough certainty to merge them as a confirmed duplicate." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 3D position_ids / SDPA behavior are different bugs, even if both appear in generation paths." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "The tokenizer regressions are related, but one is a broad multi-model v5 issue and the other is a DeepSeek-Coder-specific symptom." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": false, + "reason": "They are close on the API surface, but the backend behavior and downstream breakage are described differently enough to keep separate." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "A model-quality regression and a generic tokenization-change report are not the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but zero probabilities and degraded text embeddings are distinct symptoms and not clearly one defect." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both fit the non-persistent-buffer family, but the meta->to_empty(cuda) report is a specific manifestation rather than a certain duplicate." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and Molmo tied-weights failure are different models and different root causes." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "These are both SigLIP2-related, but the reports focus on different aspects of behavior and implementation mismatch." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5 issues, but flash-attn position handling and CPU-offload rotary embedding incompatibility are different bugs." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and int4 OOM are both memory-adjacent, but not the same code-path problem." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and non-persistent buffer corruption are unrelated failures." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as an inability to load a specific model." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization and flash_attn import failure are unrelated bugs." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "They are both load failures, but for different models and different failure causes." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-shape training error and early-stopping metric selection are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but one is checkpointing/LoRA behavior and the other is Qwen3 MoE training memory usage." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code loading breakage is too broad to equate with missing fields in AutoConfig objects." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Logging noise and a model-loading failure do not share the same underlying bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FineGrainedFP8 failure are distinct model/runtime issues." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback logic are different subsystems and different failures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading and GLM5 are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing model class import and bitsandbytes Int8Params incompatibility are unrelated failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly plausible, but it overstates duplicate confidence. In the packet, every soft pair is marked deterministic_accept=false, yet the analyst flips several of them to accept=true (notably 43950\u219444534, 43644\u219443950, 43950\u219445902, 45920\u219446489, and 46899\u219446932). That is not conservative enough for this evaluator. The safest read is that these are related regression families or near-neighbors, not confirmed duplicates, so the canonical/best-issue language should be softened accordingly." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "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:44488", + "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:43881|issue:43883", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:46894|issue:46897", + "issue:45759|issue:46661", + "issue:43404|issue:43950", + "issue:43872|issue:46869", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488" + ], + "prepared_review_unit_hash": "7c44ff36bb25511792d57dd568ac093e69240a90f0c2a3d3fa7b882f9d72d0cd", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36189, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A few clear duplicate pairs appear, mostly around tokenizer/docs regressions and one shared training-loss bug; most other soft edges are only broad subsystem similarity and should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44291 is the clearest root-cause report: it names the unexpected `_is_hf_initialized` loading failure, gives the affected version range, and captures the generic bug better than the more specific manifestation in issue:43872.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the strongest canonical issue candidate because it is explicit, reproducible, and general enough to represent the `_is_hf_initialized` loading regression cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: MPS histogram/int support vs Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different load errors; only share a broad \"loading failed\" theme." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash and flash-attn2 fallback gating are unrelated code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regression vs a device mismatch in Gemma4; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different loader paths and symptoms: tokenizer mapping bug vs remote-code compatibility regression." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA, but one is an incompatibility to use a saved model and the other is a warning about tied embeddings." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch is a different failure from the device-map mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code breakage and Kimi tokenizer codec handling are separate problems." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but in different APIs with different bottlenecks." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Same family, but one is a tokenizer pre-tokenizer override regression and the other is incorrect tokenization output; not enough evidence they're the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale summarization/translation pipeline references after v5 removed those tasks." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same underlying training-loss double-shift bug; the titles describe the same pattern on different models." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different AutoModel loading regressions: missing `text_config` unwrap vs missing `config_class` on remote-code models." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying and non-persistent buffer corruption are distinct model-loading issues." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes `_is_hf_initialized` incompatibility is unrelated to YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same root cause: loading code passes `_is_hf_initialized` to constructors that do not accept it." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both touch remote-code models, but one is a general breakage and the other is a specific `config_class` attribute error." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "`whisper-large-v2` runtime failure and `_torch_extract_fbank_features()` are too vague to treat as the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both are DeepSpeed-related, but one is missing weight conversion and the other is gradient-averaging behavior." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient-checkpointing ineffectiveness in LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a remote-code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different errors and code paths: trainer `compute_loss` signature vs tensor mask shape mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading failures; one is a bad error message, the other is an outright tokenizer load break." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading failures." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen ZeRO-3 load failures, but the model variants and reported symptoms differ too much to merge confidently." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/SDPA fallback problem is unrelated to the flash_attention `s_aux=None` crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same exact mask/tensor shape-mismatch error signature, so these are duplicates." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video input regressions, but the affected models and failure modes are different." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading problems, but for different models and different symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted pairs are well-supported by matching titles/root-cause descriptions, especially 43827\u219444509, 43872\u219444291, 41093\u219444805, and 46894\u219446897. The rejected pairs are also framed cautiously and do not overclaim equivalence from broad subsystem similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "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: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:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:43950|issue:45834", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44910|issue:46858", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "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:42491|issue:43720", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "91138c5952011e14f89ef01d1348a74bc75325176fe2d992a51a82a4c9a72f0d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38070, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers v5 regression reports. I only see a few true duplicate pairs: custom model initialization, SigLIP2 bad outputs, Gemma4 4-bit multimodal quantization, and config-validation loading failures.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43632 is the broadest root-cause-style report in the set: it frames a general Transformers v5 initialization regression that can explain several downstream loading/custom-model failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43957 is the strongest standalone user-facing report: it describes a concrete model-loading regression on the meta device, names affected models, and gives a clear symptom pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Different bugs: DeepSpeed weight-shape training error vs. segmentation-map preprocessing failure." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failures: Qwen3.5 cache/group-type crash vs. NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading-related, but one is checkpoint incompatibility and the other is missing text-encoder weights; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support request vs. Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary embeddings, but they affect different models and distinct code paths." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Unrelated: Deepspeed ZeRO3/Bert index error vs. torch 2.4.1 compatibility issue." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different topics: GGUF architecture support vs. Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but one is batched track leakage and the other is empty-transcription handling." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different problems: FSDP2 shared_kv_states rebuild vs. device-map PLE mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different issues: ZeRO3/non-pretrained Bert index error vs. torch version incompatibility." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Loading/buffer regression vs. OCR long-input index error; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF support vs. missing Float8 storage type." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both are import/loading failures, but one is a missing class export and the other is meta-device materialization breakage." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different Qwen3-MoE FP8 failure vs. general meta-device loading regression." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Different cache bugs: packed-sequence position_ids misread vs. device-tensor seq-length arithmetic." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both are multimodal, but one is dtype mismatch in image preprocessing and the other is video StopIteration." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers 5.0 custom model initialization breaks, with one report highlighting Jupyter and the other the general case." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile failures on different models and code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated: Qwen3-VL video input failure vs. MPS histogram not implemented for Int." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different areas: 3D parallel script failure vs. GGUF architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated import error vs. Qwen3-MoE FP8 loading failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but one is compiled flex_attention on torch>=2.9 and the other is torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Same model family, but different bugs: video StopIteration vs. TRL SFT embedding unpacking." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different tokenizer implementations and model families." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: Gemma4 device-map mismatch vs. generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated config-mapping bug vs. Gemma4 forward device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 model-output regression: zero/garbage probabilities and nonsensical AutoModel/pipeline results." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different shape/indexing errors on different models and inputs." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal quantization bug: unsafe dtype casting in audio/vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "General v5 init-flag regression vs. OCR long-input index error." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Same class of regression: stricter config validation blocks model config loading in both reports." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading/compatibility bugs: Qwen3-MoE LoRA reuse across versions vs. BitNet packed-weight unpacking." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated ZeRO3 Bert failure vs. tokenizer-mapping-name add-new-model bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths and symptoms: ZeRO3 index error vs. tokenizer mapping generation issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The accepted pairs are plausible duplicates from the packet, and the rejected pairs are mostly conservative distinctions rather than overclaims. The summary also stays within the evidence and does not overstate certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "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:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:44488|issue:44991", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "bb55fcefc99ba3fed47ebdcf77dedffb4acea438870924bc99bc7a2d740b73cd", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster contains a few real duplicate subclusters, but most pairs are distinct bugs. The strongest true duplicates are the v5 non-persistent-buffer regression (43644 \u2194 44534), the ScandiBERT/sleng-bert loading failure (44451 \u2194 44488), and the training-loss double-shift bug (46897 \u2194 46901). The SigLIP2 pair (38175 \u2194 39692) should stay rejected: it is only a same-model-family resemblance, not the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "43644 is the cleanest representative of a confirmed duplicate subcluster: it states a concrete v5 regression and has a near-identical companion in 44534 with the same symptom and fix path.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best global representative because it cleanly names the underlying bug in a broad, clearly duplicated regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: quantization/offload loading failure vs Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: tokenizer-mapping edge case vs tensor/mask shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but different concrete problems: inference output regression vs documentation/example plus quantization errors." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 regression: non-persistent buffers being filled with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3/Qwen3-MoE related, but the concrete failures differ: device-map assert vs FP8 config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Related resize/load themes, but different models and broken paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated problems: Qwen3-MoE FP8 training vs Strix Halo mmap/OOM." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different flash-attention failure reports." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Same model-loading regression affecting two checkpoints; both report the model no longer loads correctly." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading is a different issue from Qwen3.5 TP-plan OOM/shape errors." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is composite-checkpoint loading and the other is from_config dtype propagation." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs incorrect visual-encoder save_pretrained keys." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading problems, but for different models and likely different tokenizer/model-conversion causes." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and no shared concrete failure path." + }, + { + "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 SigLIP2 family, but the first is docs/example errors while the second is an inference regression." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different issues: accelerate+deepspeed MoE weight conversion vs a GLM-4.7 model-loading test failure." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/offload, but the concrete problems differ: MoE training memory usage vs quantization offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Related resize/save concerns, but not the same model or the same broken embedding path." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different performance regressions: MoE training memory usage vs int4 quantization CUDA reserved memory/OOM." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models and different root causes." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume/max_steps logic is unrelated to SGD argument handling." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embedding resizing, but the affected models and broken paths differ." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: GLM5 issue vs sinq save/load corruption." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Same training-loss double-shift bug: both train against shifted labels instead of the intended labels tensor." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and are not the same concrete fix." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes in different components: chat generation vs serve/processor attribute error." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are save/load related, but extra_state handling and init_empty_weights argument handling are separate bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar resize_token_embeddings symptom, but different model families and different missing targets." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different triggering conditions and code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly grounded, but it overstates one subcluster: the summary calls the SigLIP2 pair a \u201cclearest true duplicate,\u201d while the soft verdict explicitly rejects 38175 \u2194 39692 and the packet only supports a loose same-family resemblance, not the same bug. Keep the summary aligned with the conservative pair decisions and avoid promoting rejected pairs to true duplicate clusters." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "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:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "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", + "issue:46894", + "issue:46901" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:36010|issue:39404", + "issue:44292|issue:44912", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:46894|issue:46901", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "83759f47204baa9d6b689c25e6e1cdc083a71caad814eadc02abc0e771531ef5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36140, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous overall, but it does contain multiple coherent duplicate subfamilies: the main `resize_token_embeddings` propagation bug, a smaller training-loss double-shift pair, and a near-match around `lm_head` tying. The earlier writeup was too absolute in calling the resize family the only meaningful duplicate pattern.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:45276` is still the best canonical issue for the largest and clearest family: `resize_token_embeddings` not propagating updated embeddings to downstream/output embeddings. It is the broadest, most concrete representative of that subcluster, with `issue:45292` and `issue:45335` as direct variants.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45276` is the best global issue representative because it anchors the biggest coherent duplicate family in the packet. The training-loss double-shift and `lm_head`-tying reports look like separate, smaller subclusters rather than a single better umbrella issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Similar loading/tokenizer surface area, but different models and failure modes; not clearly one bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and unrelated symptoms; no shared code-path bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA device-mapping assert vs embedding/token leakage are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: FSDP2 attention-state rebuild vs multimodal config unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report missing `lm_head` weight tying causing generation corruption; same underlying bug family." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory themed, but the concrete failure modes differ." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Different output-mapping bugs in different components; no clear shared fix." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` and Whisper pipeline regression are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both touch quantization, but the affected models and bugs are different." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific bugs: FSDP2 attention state vs CPU-offload rotary embedding." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Separate memory issues with different triggers and code paths." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio track leakage and device-mismatch during forward are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but they are distinct bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and Gemma4 attention KeyError are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and mmap/OOM are different failure modes." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Checkpoint loading bug vs broken example; related area, but not the same concrete defect." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` regression: downstream/output embeddings are not updated after resizing." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing issue and RLHF NaNs from SDPA fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config loading are different issues." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Serialization extra-state handling and mmap/OOM are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/from_pretrained, but permissions propagation and wrong-module loading are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer/mistral_common related, but the concrete behaviors differ." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 KeyError are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure and save_pretrained regression are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` family: resized embeddings fail to propagate to other embedding/output paths." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift pattern; same underlying labels-shift bug family." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; no clear shared bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is a bit too strong for the packet. In addition to the resize_token_embeddings family, the packet also contains another plausible duplicate family around training-loss double-shift (issue:46894 vs issue:46901), and there is a second near-match around lm_head tying (issue:43404 vs issue:43454). Because of that, the claim that this is the *only* coherent duplicate family / that everything else is mostly unrelated overstates the evidence. The soft-edge rejections are mostly conservative, but the 46894/46901 rejection in particular looks too dismissive given the matching bug pattern in the titles." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "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:46897", + "issue:46899" + ], + "soft_pairs": [ + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:39404|issue:46665", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:43299|issue:43931", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:45479|issue:46897", + "issue:44164|issue:46821" + ], + "prepared_review_unit_hash": "7f76e112f6966937b20cd3cee1ee9b85669704ff06880cef1378c142b6824bda", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38132, + "estimated_input_tokens": 9533, + "estimated_eval_tokens": 19322 + }, + "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 docs issues. None of the soft pairs look like safe duplicates; they share broad subsystem labels but not the same concrete bug or fix path.", + "confidence": 0.42, + "canonical_issue_reason": "If forced to pick one issue as an umbrella, issue 43611 is the broadest model-loading regression, but it still does not actually subsume the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the least specific and most central to the repeated v5 model-loading complaints, so it is the best weak canonical representative for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "One is a custom-model initialization regression; the other is a Trainer resume/max_steps accounting bug. Different code paths and fixes." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization failures are not the same as save/from_pretrained mishandling extra_state." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different failure mode from meta-device loading breakage." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression is not the same bug as a CodeLlama encode-decode space-loss regression." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are distinct tokenizer problems." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is too broad and not the same concrete autocast dtype mismatch bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is unrelated to a general tokenization-version change report." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation error are different failures." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline return_language regression is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve model loading, but one is about base_model_prefix handling and the other about notebook-defined custom models; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention torch-version breakage is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "A general torch compatibility complaint does not match a specific device-mapping forward-pass bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is not the same as an image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen models and a mask-shape IndexError are different concrete bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not evidence of the same PagedAttentionCache crash." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they target different deprecated/removed pipeline task mentions." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation failure are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs are not the same issue as ModelOutput key assignment for None-valued keys." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer method conflict and gguf_file failures in from_pretrained are separate loading paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver non-default-resolution classification." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are different model families and bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage is unrelated to mistral_common continue_final_message behavior." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state persistence and composite-config text_config unwrapping are distinct serialization/config bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as a tokenizer continue_final_message bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors are not the same as tokenizer loading failures for est-roberta." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but the affected models and failing code paths differ; not a safe duplicate." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device mismatch with auto device_map is different from unsafe dtype casting in multimodal embedders." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading problems, but one is a dev0 model-loading regression and the other is a weight-shape mismatch; not clearly the same fix." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss sequence-classification bug and ASR double-shift training-loss bug are different training targets and failure modes." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are not the same underlying issue." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and different loss-path symptoms; too weak to merge." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to a TimesFM window_size AttributeError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 10, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "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:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:39404|issue:44671", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:43541|issue:45084", + "issue:42175|issue:46178", + "issue:43582|issue:43632", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:44987|issue:44991", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "5d5b1452e41f3b622ce3860e3210f8aaa5aaad483e7466b25fa41441e9bb8e01", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are related only at a broad subsystem or version-regression level, not the same concrete bug. The only strong duplicate-like pair is the GGUF/from_pretrained loading regression.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43452 is the broadest and most general report of the GGUF/from_pretrained loading break, and issue:43482 looks like a model-specific manifestation of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best representative because it describes the underlying loading regression generically rather than only for one GGUF model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs: zero3/BertModel indexing versus flex_attention compilation on torch>=2.9." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different tokenizer/model-resolution paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: one cannot load a BERT model, the other is a Mistral regex patch crash." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Related to tokenizer loading, but one is repository tokenizer.json selection and the other is a DeepSeek-Coder-specific output regression." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Mistral tokenizer BPE-marker handling and Mistral3 lm_head tying are unrelated code paths." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model classes and failures: CLIP structure mismatch versus Sam3 text encoder weights not loading." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3MoE fine-grained FP8 loading." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language and CamemBERT masked-LM prediction issues are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image dtype mismatch is unrelated to the template-node compilation error." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is unrelated to PagedAttentionCache linear_attention failures." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch device placement, but XLNet CPU arange and Qwen3.5MoE CPU offload are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name failure and flex_attention compile failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity anomaly and runtime special-token post-processor update bug are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to PagedAttentionCache linear_attention crashes." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading failures, but with different models and no clear shared code-path." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization are adjacent v5 regressions, not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multimodal iterable dataset failures are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multiple-image dataset finetuning and Mistral-common continue_final_message handling are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Dynamo tracing grouped_mm failure is unrelated to the non-template-node compilation error." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend packaging omission and BACKENDS_MAPPING tensorflow_text error are different backend issues." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but one is a center-arg regression in LasrFeatureExtractor and the other is a separate _torch_extract_fbank_features issue." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper post-processing, but batch_decode skip_special_tokens and empty-transcription generation after align_special_tokens are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF/from_pretrained loading regression; 43482 looks like a specific model instance of the generic failure in 43452." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and failure to load cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model-specific tokenizer loading failures; no evidence of the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload dequantization loading and GGUF v5 loading failure are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and Mistral-common continue_final_message are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet titles. The only accepted duplicate-like pair, issue:43452 vs issue:43482, is a reasonable generic-vs-model-specific GGUF loading match. The rest of the rejections avoid overclaiming and stay at the level supported by the available evidence. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43089", + "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:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:44849|issue:45325", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:43883|issue:44991", + "issue:43792|issue:46869", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:44008|issue:46899", + "issue:42915|issue:44291", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:43632|issue:46821", + "issue:44991|issue:46315", + "issue:45216|issue:45357", + "issue:43531|issue:44877", + "issue:40444|issue:45325" + ], + "prepared_review_unit_hash": "83721c102e988734d77a8c7bff80339ebe0de76afcc82b864e3aa477778f261a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Possible thematic subclusters rather than confirmed duplicate clusters. The strongest theme is a broad Transformers v5 custom-model initialization regression, best anchored by issue:43646; the notebook-specific issue:43645 looks like a narrower manifestation. A separate Qwen VL/video-positioning theme appears, but the pair evidence is still only soft similarity and not duplicate-level proof.", + "confidence": 0.29, + "canonical_issue_reason": "issue:43646 is the broader custom-model initialization report, while issue:43645 is the narrower Jupyter-notebook-specific manifestation, so 43646 is the better canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the clearest broad representative of the custom-model initialization theme and is better suited as the cluster anchor than the notebook-specific follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different subsystems and failure modes: audio processor sampling-rate default vs MIMI batching/padding-mask behavior." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: custom model initialization vs non-persistent buffer serialization." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Only broad thematic overlap around model loading/init; notebook-specific custom model initialization and remote-code model_class.config_class errors are not concrete evidence of the same defect." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-related, but they describe different bugs: output_hidden_states handling vs still-image temporal position scaling in rope indexing." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise and a tokenizer regex crash are unrelated failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Jinja/template compilation error are different code paths and causes." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different models and mechanisms: MIMI padding-mask support vs DAC.from_latents / STE mismatch." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo and a tokenizer loading failure for another model are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a model-specific tying bug and the other is a serialization/device-dependent save issue." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length type mismatch are separate bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different problems: incorrect SigLIP2 outputs vs processor/model image-size mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different affected models and root causes; loading failure vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and token-count tracking are unrelated training issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 quantization dtype cast are different multimodal bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized argument error are separate initialization/config issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is not the same as the Mistral tokenizer backend_tokenizer crash." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are unrelated tokenizer/model-loading bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication and a model loading failure are different tokenizer issues." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache.get_seq_length type mismatch are not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "The packet only shows thematic Qwen VL similarity; video-input regression and still-image rope scaling are distinct symptom paths without concrete shared defect evidence." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage type are different compatibility issues." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer construction error and Qwen3 auto device mapping assert are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized flag breakage and TimesFM window_size attribute error are unrelated v5 regressions." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure for one model and slow convert_tokens_to_ids regression are different issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Related Qwen3.5 save_pretrained area, but checkpoint correctness and visual-encoder key serialization are not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and granite_speech strict-config loading failure are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to Qwen2.5-VL temporal position scaling." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The write-up is not conservative enough. The packet only supports broad thematic similarity, not duplicate-level evidence, for the two accepted pairs. In particular, issue:43645 vs issue:46661 and issue:44479 vs issue:45325 are both marked accept despite the packet giving only soft similarity and no concrete shared defect evidence; they should stay rejected. Also, the canonical anchor choice is a bit overstated: issue:43646 is the broader custom-model initialization report, while issue:43645 is the narrower notebook-specific one. Overall, the summary should be downgraded to \"possible thematic subclusters\" rather than confirmed duplicate clusters." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43716|issue:46899", + "issue:43296|issue:43531", + "issue:45812|issue:46491", + "issue:44220|issue:44683", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:44079|issue:45663", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:43482|issue:45538", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:44509|issue:46909", + "issue:43377|issue:45491" + ], + "prepared_review_unit_hash": "eb249ed966b54f4e5c5475ecc5819067765e2883907ef7c9561fd7c2892b7d00", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "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 mostly a grab-bag of unrelated bugs; only the AutoTokenizer/tokenizer.json regression pair looks like a likely duplicate. I\u2019d use the broad tokenizer issue as the best anchor and keep the rest separate.", + "confidence": 0.41, + "canonical_issue_reason": "issue:44462 is the broadest, most general tokenizer regression here and best matches the one plausible duplicate pair in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best global issue anchor because it is model-agnostic and captures the shared AutoTokenizer/tokenizer.json regression more cleanly than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different code paths." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy load warnings are unrelated problems." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal dtype issues, but one is an image-preprocessor mismatch and the other is a 4-bit audio/vision quantization cast bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama leading-space loss are different symptoms and likely different fixes." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Fbank extraction and compiled flex_attention are unrelated subsystems." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT loading are not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are distinct issues." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and AutoTokenizer ignoring tokenizer.json are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized handling and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen VL training, but multi-GPU training and iterable-dataset multi-image finetuning failures are different problems." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper load failure and Float8 storage lookup error do not describe the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage resolution are different failure modes." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable-dataset finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and Llama4Config pad_token_id are different model/config issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and add_special_tokens BOS/EOS behavior are related in theme but not clearly the same concrete bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized and non-persistent buffer junk are different Transformers v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and unexpected _is_hf_initialized arg are not the same issue." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow backend packaging, but one is missing TF in the torch extra and the other is an undefined backend from tensorboard-only installs; not clearly the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping crash and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU+CPU offload loading failure and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Both point to the same AutoTokenizer/tokenizer.json regression: repository tokenizer config is being ignored, causing wrong token IDs on Granite models." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and v5 non-persistent buffer initialization are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Removed pipeline docs and a broken DIA documentation example are both docs issues but not the same change." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder batching/padding-mask bug and Gemma3 NaN embeddings are different model-path failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is sufficiently grounded in the packet and stays mostly conservative: it treats the cluster as largely unrelated and only elevates one tokenizer-related pair as a plausible duplicate. The negative soft-edge verdicts are appropriately cautious. The 44462/45812 match is still somewhat inferential from titles alone, but not overstated enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 13, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43611|issue:43646", + "issue:43296|issue:46821", + "issue:43818|issue:46402", + "issue:44829|issue:45479", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:42175|issue:43296", + "issue:43493|issue:43994", + "issue:44265|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43828|issue:46821", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:43881|issue:44488", + "issue:41720|issue:45823" + ], + "prepared_review_unit_hash": "f34143294708becc6aa303538e54b367ffe98d604d67aaebc0dbd0452d4f1439", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36521, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only 2 soft pairs look like true duplicates: one SigLIP2 implementation/regression pair and one Qwen2.5-VL video/position-id regression pair. The rest are broad topical overlaps but describe different failures, models, or code paths.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report among the accepted duplicates: it pinpoints the wrong `get_rope_index` scaling for Qwen2.5-VL visual temporal positions, which subsumes the symptom-only report in issue:45381.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the strongest representative issue overall because it states the concrete bug mechanism and has the broadest explanatory value for the accepted Qwen2.5-VL duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers 5 regressions, but one is about `base_model_prefix` loading and the other about custom initialization; different failure modes and not one concrete bug." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Completely different models and errors: PaddleOCR-VL load failure vs TimesFM `window_size` AttributeError." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different architectures and bugs: Video-LLaVA tower/weight sharing vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training/pathology reports, but one is flash-attention-3 degeneracy and the other is a single-label loss edge case across classifiers." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: non-persistent buffer serialization junk vs `ModelOutput` key assignment behavior." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are vision-model issues, but one is Video-LLaVA tower/weights and the other is Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Unrelated packaging/backend issue vs a model-loading failure." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 model bug: both report incorrect/nonsensical outputs from the HF SigLIP2 implementation, one versus JAX and one in AutoModel/pipeline." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Export failure with `torch_compilable_check` is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL problems: finetuning with multi-image iterable datasets vs video input position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different bug classes: Qwen2.5-VL video/position-id scaling vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL visual position-id regression; one identifies the `get_rope_index` scaling bug, the other reports the downstream wrong `vision_position_ids` symptom." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied weights/lm_head, but one is a model-specific untied-head bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and failures: Qwen3Moe FP8 config vs Qwen2.5 GGUF loading under Transformers v5." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenization changes across Transformers versions." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch during resume is unrelated to Qwen2.5-VL position-id generation." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different loading problems: `init_empty_weights` argument incompatibility vs strict config rejection for `granite_speech`." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to `torch.export` failures from `torch_compilable_check`." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on GPT-OSS/WikiText and Whisper empty-transcription generation are unrelated symptoms and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are forward/regression bugs, but one is a Qwen video-input regression and the other is a Gemma4 device-map PLE mismatch." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings/past KV is unrelated to a Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset and progressive generation are entirely different bugs." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to a TimesFM `window_size` AttributeError." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL multi-image finetuning failures are different models and issues." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes are unrelated to export failures caused by `torch_compilable_check`." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying and Bamba-9B-v2 torch.compile SDPA issues are different model-specific bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different models; no shared bug mechanism." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different device-placement failures in different models; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are plausibly duplicate issues from the titles alone (SigLIP2 implementation discrepancy; Qwen2.5-VL video/position-id regression), and the rejected pairs are generally justified by clearly different models, failure modes, or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 14, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue: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:43377|issue:44610", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:46305|issue:46315", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:36331|issue:42915", + "issue:43526|issue:43883", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:43881|issue:44991", + "issue:43065|issue:46402", + "issue:44877|issue:44991", + "issue:26413|issue:28530", + "issue:41720|issue:42617", + "issue:44186|issue:45072", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "6fcc7a3cc7b7723cf73ba3ac60c075f5cf2f1d85a46621e8e2dde403fc9a8fc9", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36989, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous bug reports; I did not find any soft pair that looks like the same underlying issue, so all candidate duplicates are rejected. Among the set, the strongest standalone issue is the broad tokenizer regression in issue 45920.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is justified here because the items span unrelated bugs rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the clearest high-signal report: it describes a broad v5 tokenizer regression affecting multiple models with a concrete symptom and likely reproducible impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: MIMI batching/padding-mask behavior vs OmDet input-size mismatch." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different code paths: accelerate+deepspeed weight conversion vs missing gradient-checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion for a specific model while the other is wrong token IDs across several models; not the same concrete bug." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Unrelated functionality: sliding-window masking off-by-one vs tokenizer lookup performance regression." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer/BPE handling issue vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: tied-weight config bug causing bad generation vs bfloat16 dtype mismatch during inference." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Different model/runtime issues: device-map forward mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly on one model is not the same as LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different model classes and symptoms: MIMI padding-mask discrepancy vs Perceiver resolution handling." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: weight tying/generation corruption vs packed-weight unpacking during accelerate load." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both touch loading/memory, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated failures: 3d_parallel.py runtime issue vs Qwen3MoE FineGrainedFP8Config failure." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offload/quantization broadly, but the reported failure modes and likely code paths differ too much to treat as duplicates." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated config regressions: missing pad_token_idx vs improper text_config unwrapping." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Different lifecycle stages: Llava loading segfault vs sinq quantized model breakage after save/load." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and symptoms: CUDA assert under auto device mapping vs segfault during Llava Next loading." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API signature change vs inability to run a 3d_parallel script; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 CUDA reserved memory regression and the other is an apex RMSNorm leak; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different issues around Qwen-family models: device-mapping CUDA assert vs flash-attention generation failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is tied lm_head weight inconsistency and the other is incorrect visual encoder keys." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss-signature change vs MoE FP8 loading failure; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different components: BeitImageProcessorFast label reduction vs Molmo tied-weights attribute error." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "General tokenization/perplexity concerns, but the symptoms and APIs differ; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug is unrelated to tokenizer-version behavior." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: model loading for glm-4v-9b vs tokenizer loading for est-roberta." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weights." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading failure vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume/epoch iterator failure vs early stopping metric lookup; different training behaviors." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: CUDA assert during model loading vs a script execution problem." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched truncation vs dtype mismatch in inference; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload, but quantization offloading and mmap-on-Strix-Halo OOM are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 15, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "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" + ], + "soft_pairs": [ + "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:45685|issue:46821", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:36010|issue:42617", + "issue:42915|issue:43317", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:46821|issue:46869", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:36331|issue:41720", + "issue:42915|issue:46291", + "issue:44186|issue:44361", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:43425|issue:46821", + "issue:43526|issue:43881" + ], + "prepared_review_unit_hash": "94094240657ca8cae67e7f2c19db534c2c5e1aad717fb50c9fccc873b852cbe9", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues share only broad Transformers/model-loading themes, but not the same concrete bug or change. No soft pair is a safe duplicate merge candidate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45701 is the best anchor because it has the broadest scope and the most inbound references, so it most plausibly represents the cluster\u2019s general tokenization/regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most central issue to keep as the representative triage target; it is broad enough to absorb related discussion without overclaiming duplicate status.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both mention generation/cache behavior, but one is about beam-search cache reorder omissions across specific model families while the other is about static-cache seq-length arithmetic on non-CUDA backends; different failures and code paths." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "These are unrelated: SDPA/torch.compile failure in Bamba vs packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading; the other is a Trainer resume/max_steps calculation issue." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both touch tokenization-related regressions, but one is a specific processor/tokenizer API break in v4.57.5 and the other is a broad version-to-version tokenization change report; not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different components and symptoms: LayoutLMv2Tokenizer crashes on NER/padding, while OmDet-Turbo has an image-size mismatch between processor and model." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve device/runtime issues, but the model, mechanism, and failure mode differ completely." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram-on-Int in MoE code is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "One is a Transformers 5.0 custom-model initialization breakage; the other is an inconsistent from_pretrained-in-class behavior report. Similar area, but not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 conditional generation is unrelated to Qwen3.5 save_pretrained visual key serialization." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image preprocessing, but they are separate model-specific size/positional-encoding problems." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to device_map auto offload loading for a dequantized model." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache handling, but one is a serve-time KV indexing crash and the other is a seq-length tensor/device arithmetic issue in static cache prefill." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different serve/multimodal processor failures with different root causes and error signatures." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task crashes, but they concern different tokenizers and different code paths." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked-generation inconsistency under compiled forward is not the same bug as static-cache seq-length device tensor arithmetic." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only file permission propagation are unrelated save/load issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping CUDA assert in Qwen3 is unrelated to GPT-OSS MoE tensor-parallel not working." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Duplicate of the earlier cache/compiled-forward pair: same broad area, but distinct bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are separate model-specific failures." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature change and Qwen3 auto-device-map CUDA assert are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config model loading and kernels import/version-revision requirements are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Same as the earlier tokenizer pair: similar symptom class, but different tokenizers and root causes." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API mismatch for Gemma3TextConfig and rotary_pct reset on GPTNeoX reload are separate serialization/API bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b 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": 24, + "review_unit_index": 16, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:44387|issue:45701", + "issue:43540|issue:43782", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:44534|issue:46665", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43531|issue:45759", + "issue:45406|issue:45464", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43531|issue:46821", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:43531|issue:44589", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479" + ], + "prepared_review_unit_hash": "d993255db6252dbd2261ccd7fbcb7f015ae4922dc2b7fbb0f1d221bc4a9d700b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "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": "This cluster is heterogeneous: most items are distinct bug reports across unrelated subsystems, so none of the soft-similarity pairs look like true duplicates. If one issue must represent the cluster, the closest recurring theme is the Transformers v5 non-persistent-buffer regression.", + "confidence": 0.43, + "canonical_issue_reason": "issue:44534 is the clearest concrete regression in the set and best matches the recurring Transformers v5 buffer-loading bug theme; it is more representative than the other broadly similar version-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the strongest representative issue because it describes a specific, actionable v5 regression with likely broader impact; however, the cluster overall is not a single duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric resolution is unrelated to void segmentation-map processing." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer bugs, but one is slow/fast inconsistency and the other is a T5 special-tokens load error." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory growth is not the same bug as version-dependent tokenization changes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a video input ValueError and the other is a weight_only load failure." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 apex RMSNorm memory leak are unrelated failures." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation-map preprocessing does not match a BarkProcessor voice_preset issue." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both concern loading/offload infrastructure, but the failing mechanisms are different: CPU offload mismatch vs packed-weight unpacking." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is a different bug from inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs for removed pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device-mapping cuda assert and PEFT local-checkpoint loading are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model path warnings do not overlap with the undefined video-token counting bug." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Last-batch label truncation in gather_for_metrics is unrelated to SAM3 text+box behavior." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload/device mismatch and BigBirdTokenizer special-token registration are different bug classes." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with embeds/past keys are not the same defect." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset loading and Qwen3 auto device mapping crashes are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding-window failure is not the same as TimesFM window_size AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache seq-length tensor arithmetic." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is config unwrapping and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder keys on save_pretrained and missing text-encoder weights on load are different save/load bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "A specific model load failure for ScandiBERT is not the same as a tokenizer-loading regression for a different model." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "An optional post_init policy change is unrelated to num_labels propagation in Qwen3.5 configs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window handling and missing Float8 storage support are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk and inconsistent from_pretrained-in-class behavior are distinct issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to the ScandiBERT load failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failures and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 configs is unrelated to degenerate single-label classification loss." + } + ] + }, + "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": 24, + "review_unit_index": 17, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44368", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45507", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:43381|issue:43844", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:43381|issue:45704", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:44514|issue:44545", + "issue:43421|issue:43653", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:45507|issue:46858", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:45987|issue:46829", + "issue:43295|issue:45834" + ], + "prepared_review_unit_hash": "a5156ed720eb90f3f108563148bbf93222788f5c2650c797370977e8582c3e3d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37444, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers bug reports with overlapping tokenizer/processor themes, but only one clear duplicate pair stands out: the two Qwen2_5_VLProcessor.apply_chat_template crashes on batched input with padding=False. The rest are related by subsystem at best, not by the same concrete bug.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44514 is the earliest report in the only exact duplicate pair (44514/44545) and cleanly describes the concrete crash in Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the best representative because it matches its twin exactly and has the clearest canonical repro of the actual failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both are training/runtime problems, but they involve different mechanisms and code paths: eval-mode checkpointing vs ZeRO-3 gradient growth." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions in different areas: model loading failure vs PIL image processor torchvision dependency." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tie_word_embeddings during LoRA fine-tuning; the other is a save_pretrained regression for visual encoder keys." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal-related, but one is a SigLIP2 docs/model mismatch and quantization issue; the other is an OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different problems: Qwen3 device-mapping crash vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving models, but the concrete failures differ: PEFT local checkpoint loading vs quantized sinq save/load breakage." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenization/special-token issues, but one is runtime post-processor refresh and the other is custom token IDs lost after save/load." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated bugs: video processor padding calculation vs generation performance regression with FA2 and long context." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and symptoms: gradient checkpointing/eval mode vs T5 RMSNorm memory leak." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "No shared bug: T5 memory leak versus a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention HF_HUB_OFFLINE, but one is a generic cache-loading failure and the other is a specific model_info() call in _patch_mistral_regex; not the same concrete bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: SFT embedding unpacking vs evaluate() failing after train()." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different issues: unwrapping text_config for composite multimodal configs vs missing gradient-checkpointing support." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different loading/offloading problems: PEFT checkpoint loading versus quantization/offloading behavior." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate reports of the same crash in Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related tokenizer area, but not the same bug: runtime special-token post-processor updates vs BigBird mask token registration/empty decode." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a docs/example mismatch and quantization failure while the other is an implementation discrepancy against JAX." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated: Mamba2 cache correctness bug vs T5 decoder-input error message wording." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer bugs, but they are different concrete failures on different tokenizers and inputs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve fix_mistral_regex, but one is an AttributeError crash and the other is a Kimi-K2.5 regression with codec-handling/warning behavior; not clearly the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL issues: weight_only loading error vs wrong vision_position_ids for video input." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: segmentation-map processing vs GenerationMixin import error." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "Different model/code-path failures: GraniteMoEHybrid invalid method call vs cache.get_seq_length() tensor arithmetic issue." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different domains entirely: tokenizer regression vs hub list_repo_files revision forwarding." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Only a broad multimodal/quantization overlap; the specific bugs are different." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model-loading/math bugs: BitNet packed-weight unpacking vs DAC from_latents missing STE." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Different concrete failures in unrelated models: BigBirdTokenizer special-token registration vs BitNet accelerate loading." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different model heads and failure modes: hidden_states output misuse vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Different code paths: cache length return type vs classification output field mapping." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal processor issues, but they affect different models and failure modes (processor.tokenizer regression vs Kosmos2.5 OCR index error)." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate is issue:44514/issue:44545, and the rest are described conservatively as related-at-best rather than the same concrete bug. The soft-edge verdicts avoid overclaiming overlap and stay aligned with the issue titles/body themes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:44062|issue:44488", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:43596|issue:44220", + "issue:43611|issue:46665", + "issue:44008|issue:46858", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:41720|issue:44991", + "issue:45987|issue:46932", + "issue:43643|issue:44877", + "issue:43618|issue:43697", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:44448|issue:44671", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:34634|issue:36010", + "issue:45183|issue:45479", + "issue:43644|issue:43749" + ], + "prepared_review_unit_hash": "3a3401ffcc1b834622537187408bf2607d67820f5d358346a8cfc294fe3aecf0", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36262, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of unrelated bug reports across tokenizers, multimodal models, loading/config, and cache behavior. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "No true duplicate center is evident; issue #43749 is the strongest stand-alone representative because it is a concrete runtime bug with the most discussion and references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43749 is the best cluster representative: it is specific, reproducible, and appears to have the broadest impact/engagement among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken API conflict and the other is a model-loading failure; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "These are different code paths and symptoms: Bamba compile+SDPA versus an MLukeTokenizer AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but the failures are different models and different mechanisms; not the same concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position-id corruption is unrelated to a long-context FA2 performance regression." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel initialization error and fbank feature extraction issue do not share the same underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both touch loading behavior, but base_model_prefix breakage is distinct from inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision and StaticCache sequence-length tensor typing are separate issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes and Perceiver image-resolution failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC.from_latents forward mismatch are different components and bugs." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 CUDA assert with device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache.get_seq_length() type/shape bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config/loading, but missing fields from trust_remote_code and strict config rejection are distinct failures." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift in v5 are different issues." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation map handling in image processing is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Fbank feature extraction and add-new-model-like failing in TOKENIZER_MAPPING_NAMES are separate bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and Smollm3 RoPE layer dropping are different model bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DAC.from_latents mismatch do not share a code path." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both mention _patch_mistral_regex, but one is an offline hub lookup issue and the other is an attribute error on tokenizers.Tokenizer; not the same defect." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus output differences and CamemBERT masked-LM prediction errors are unrelated model-specific regressions." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation errors and Kosmos2.5 long-OCR index errors are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer issues." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are different subsystems and bugs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio_mel_mask collision are unrelated multimodal bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are separate issues with no shared concrete code path." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and degenerate zero-loss classification behavior are different problems." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are both loading-related but 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": 24, + "review_unit_index": 19, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:43388|issue:46032", + "issue:43825|issue:43994", + "issue:44479|issue:45834", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43540|issue:45381", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "b08df1f4b992f15c798666e79fdf47a58802c4d97531a36c429eb2ab6976b723", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35467, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated transformers bugs; the only plausible duplicate-like pair is the tokenizer inconsistency/additional-space case. The rest differ by model, subsystem, or failure mode.", + "confidence": 0.74, + "canonical_issue_reason": "issue:29159 is the broadest tokenizer-regression report in the small tokenizer-related slice and can represent the added-token spacing symptom in issue:28218; the rest of the cluster is too heterogeneous for a stronger global canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the best representative of the tokenizer-related subset, but it is not a good umbrella for the full mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Empty-transcription behavior after align_special_tokens is unrelated to long-OCR index errors." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and an MPS histogram TypeError are different code paths and failure classes." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are distinct loading/runtime bugs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Last-batch label truncation in gather_for_metrics is unrelated to Mamba2 use_cache correctness." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "An error-message wording issue is not the same bug as incorrect SigLIP2 outputs from AutoModel/pipeline." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and OCR long-input indexing error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is a different issue than generic dtype mismatches." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are different concrete problems." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote-code breakage, but one is about removing is_torch_fx_available and the other is broader regression reporting; not the same fixable bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates for modified special tokens and batch_decode skip_special_tokens handling are different tokenizer behaviors." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated model issues." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video-token mismatch in Qwen3.5-9B and T5 decoder-input validation messaging are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and pipelines import failing on kernels version requirements are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale model.config.dtype after from_config are different initialization issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Gemma 3n variable-name collision are not the same code-path problem." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and missing linear_attn TP plan entries are related only by model family, not by bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both point to tokenizer inconsistency around added-token handling; 29159 is the broader slow-vs-fast mismatch that can cover the extra-space symptom in 28218." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape indexing error and trainer.evaluate() failing after train() are different failures." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor/model image-size mismatch and dtype mismatch are separate issues." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected-argument errors stem from different loading mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3Omni video processing ValueError and Qwen2.5-VL vision_position_ids regression are different video-input bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect runtime error message, the other is stale docs referencing pipeline(); not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and a broad tokenization-change report are too different to merge." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Custom models in Jupyter notebooks and from_pretrained inside Python classes are different context/initialization issues." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset failure and CustomTrainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet: it treats the cluster as mostly heterogeneous and only groups the clearly related tokenizer pair (28218/29159). The soft-edge verdicts are conservative overall, and the rejection reasons track the issue titles without overstating a shared bug across unrelated model/subsystem failures." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 20, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:45372|issue:46326", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43329|issue:45600", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43526|issue:44554", + "issue:36010|issue:43645", + "issue:45084|issue:45538", + "issue:43819|issue:43927", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "f784058c245047c810c9c86a79835540b0422810d0c81c2830f4add5613acd7a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36024, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated Transformers bugs across import/loading, training, vision/audio processors, quantization, and model-specific regressions. None of the pairs look like the same underlying issue closely enough to deduplicate.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents this cluster; the items are largely unrelated. If forced to pick the broadest umbrella, #45020 ('Recent transformers versions break models using `remote_code`') is the most general, but it does not subsume the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best global issue candidate only because it is broad and central to a class of loading regressions, with some inbound references. It is still not a good canonical for the whole set because the cluster contains many distinct, model-specific or subsystem-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different problems: one is TensorFlow backend packaging, the other is a Mistral tokenizer regex/path crash." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge vision patch-embedder memory issue and the other is dtype casting for quantized embedders; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model internals, but one is unsafe sys.modules access and the other is a CLIP class structure inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both concern image processors and padding/patch counting, but they affect different models and different logic paths." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope indexing are separate model regressions." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and DAC latents/STE mismatch are different code paths and symptoms." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import dependency break and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex handling and Gemma4 processor missing _tokenizer are distinct failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA float16 AMP crash are different backend/device-specific bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error and remote_code loading breakages are not the same concrete defect." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile/SDPA failure is a model/runtime correctness bug, not a quantization loading fallback issue." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but for different causes and different models." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate+deepspeed and undefined video-token helper variables are separate issues." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A multimodal token counting bug and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are distinct model/processor bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "The first is a tied-weights warning bug in Qwen3-Next; the second is a tie_word_embeddings warning on Qwen3.5-27B. Related theme, but not the same defect." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue and an FP8 inference-on-B200 bug are not the same code-path problem." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import error and CustomTrainer.compute_loss signature breakage are unrelated APIs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom model initialization breakage do not share a concrete root cause." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer model_max_length issue are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents/STE mismatch and DiaConfig custom token ID persistence are different model-specific bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 empty tensor IndexError and trainer.evaluate() after train() are separate training workflow issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow missing from torch extra install and transformers.pipelines kernels dependency requirements are unrelated packaging problems." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning and Qwen3 MOE weight conversion with accelerate+deepspeed 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": 24, + "review_unit_index": 21, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43540", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43720|issue:44610", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:43329|issue:43450", + "issue:45459|issue:45803", + "issue:43329|issue:44479", + "issue:46421|issue:46424", + "issue:34567|issue:40990", + "issue:42915|issue:43742", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:29159|issue:34567", + "issue:43650|issue:43906", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:44568|issue:45356", + "issue:44987|issue:45538" + ], + "prepared_review_unit_hash": "5113945dc623abb8e4051b08852756a471bfbf365143730b72be67a2f6cf844e", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35354, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: it spans model loading, tokenizer, multimodal/video, quantization, cache, and offload regressions. None of the soft-paired items look like true duplicates of the same concrete bug/change, so I would not merge any pair.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43749 is the best single anchor because it is a concrete loading regression with strong discussion/inbound references, but the overall cluster is too mixed to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most representative/high-signal issue in this set, but only as a broad loading-regression anchor; it is not a true duplicate umbrella for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: packed-weight loading in BitNet vs processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: PEFT/local checkpoint loading vs Whisper processor batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific bugs: GLM-4.7 unit-test loading issue vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Different problem classes: documentation/example errors vs MXFP4 quantization fallback during model loading." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and components: zero probabilities in SigLIP2 vs image processor producing the wrong resolution for OmDet-Turbo." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different root causes: Qwen3 MOE weight conversion under accelerate/deepspeed vs GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs Whisper batch_decode ignoring skip_special_tokens; unrelated behavior." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model loading issues: MOE weight conversion failure vs VL-30B weight-shape mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "One is int4 quantization memory growth, the other is Sam3Video OOM; same symptom class but not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an undefined-token-count helper bug and the other is batched video processor output shape." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both hide errors during conversion, but one is protobuf decode error handling and the other is a bare except in Fuyu tensor conversion." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Shared video-regression theme, but different affected models and code paths; not the same underlying bug." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both concern cache configuration, but one is lazy init causing recompilation and the other is max_cache_length only being honored for Quantized Cache." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counting bug vs GPT-oss-20b high perplexity; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures: FineGrainedFP8Config on Qwen3Moe vs key error loading MobileLLM-125M." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/loading behavior, but FSDP CPU RAM efficient loading is not the same issue as disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights argument incompatibility is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful technical overlap: the first is an invalid/non-technical issue, the second is a reproduction of another transformers bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths; not safe to collapse." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Quantization/config loading failure vs AutoImageProcessor URL loading issue; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal/video problems: Qwen3OmniMoe video processing ValueError vs DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs lost on save/load is unrelated to MXFP4 quantization fallback during load." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Torch import error is unrelated to Bart generate decoder_attention_mask UnboundLocalError." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length overflow." + } + ] + }, + "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": 24, + "review_unit_index": 22, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:43454|issue:43577", + "issue:28282|issue:34689", + "issue:43525|issue:46291", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:44857|issue:46832", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45538|issue:46869", + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:44479|issue:46693", + "issue:43742|issue:44291", + "issue:42915|issue:43749", + "issue:44936|issue:46821", + "issue:24643|issue:29159", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:43577|issue:46512", + "issue:44987|issue:45907", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "9e3dc7a2f95e53ad2b596b362f85e067f2707ef4b0a438cb240232c6f2b1f718", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "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 regressions and model-specific bugs. None of the suggested soft pairs look like the same underlying issue, so I would not merge any of them.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45488 is the strongest representative: it is a concrete, high-activity v5 tokenizer regression with broad user impact and clear repros.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best global triage anchor because it is the most broadly scoped and well-described regression in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different models and different failure modes: untied lm_head weights vs dtype propagation staying float32." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading failures, but one is a missing PyTorch dependency error and the other is a model-specific loading regression." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated bugs: missing pad_token_id on Llama4Config vs kernels package revision/version handling." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different subsystems and symptoms: RT-DETR output mismatch vs Qwen3.5 save_pretrained key naming." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Completely unrelated: MacOS bus error in CLIP loading vs TrainerState token counter not updating." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different detection model crashes in different code paths; not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie in a specific model class and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility vs kernels revision/version requirement are unrelated dependency issues." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIP tokenizer max length bug is unrelated to YOLO multi-GPU device mapping failure." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different model/runtime failure vs tokenizer configuration constant; no shared code path." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend omission vs missing model export/import symbol; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError about PyTorch availability is unrelated to LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer regressions with different triggers; not enough evidence of one underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are distinct issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError on model loading vs unexpected _is_hf_initialized arg in init_empty_weights are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading breakage are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train lifecycle bug vs TimesFM window_size AttributeError; different APIs and code paths." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension training error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and broad tokenization-version behavior change are not the same concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype state, but one is incorrect model weights and the other is stale config metadata." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and missing PyTorch dependency ImportError are different problems." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-map CUDA assert and Qwen3OmniMoe video processing ValueError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen VL video inputs, but one is a broad regression and the other is a specific position-id bug; not clearly the same underlying change." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the affected tokenizer classes and root causes 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": 24, + "review_unit_index": 23, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46846" + ], + "soft_pairs": [ + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:43257|issue:43756", + "issue:43540|issue:44479", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43716|issue:46701", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:45672|issue:45674", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:43531|issue:44821", + "issue:43577|issue:45072", + "issue:43906|issue:46693", + "issue:44737|issue:46463", + "issue:24643|issue:29870", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:45663|issue:46846" + ], + "prepared_review_unit_hash": "b627bff811932b636b1b4320305de563ad8cdad84ab46376b71a5e43a7658d0f", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35541, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: trainer API regressions, tokenizer bugs, multimodal/model-loading failures, quantization issues, and distributed-training problems are all mixed together. There is no clear duplicate core, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a clear canonical representative; the items span unrelated subsystems and failure modes rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best fit for the cluster because there is no shared underlying problem to anchor on.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are Trainer-related, but one is a state counter bug and the other is a custom compute_loss signature incompatibility; different root causes." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both involve multimodal models, but they affect different models and different failures: a janus test regression vs Phi-4-multimodal loading." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver classification with interpolate_pos_encoding." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "One is an install/backends packaging issue; the other is a specific model load regression. Not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and different defects: DeepSpeed weight conversion vs Smollm3 RoPE layer loss." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-input regressions, but the affected models and likely code paths differ; not clearly one underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer issues, but the errors are unrelated: AddedToken kwargs conflict vs missing backend_tokenizer." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Completely different subsystems: init_empty_weights handling vs AutoImageProcessor URL loading." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different problems: PIL image processors requiring torchvision vs a Mistral regex patch crash." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different models and different mechanisms: RoPE layer dropping vs apply_rotary_pos_emb registration failure." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/position handling, but they are different models and distinct bugs." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated failures: Apple Silicon warmup TypeError vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures with different root causes; no shared code-path evidence." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal issues, but they concern different models and different breakages." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one drops BOS/EOS insertion while the other strips a leading space on round-trip." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Packaging/version pinning issue vs stale auto_mappings config reference; unrelated." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference problems, but one is a torch.finfo uint8 issue and the other is a skip-module exclusion logic bug." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No overlap beyond both being model-related issues; they target different reproductions and examples." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Different areas entirely: Gemma4 device placement vs T5 decoder input validation error messaging." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but different models and different inference paths; not the same concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction issue is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug and T5 decoder validation message are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Different failures: DeepSpeed training weight-shape RuntimeError vs Bart generate decoder_attention_mask initialization bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a gguf/auto model-tokenizer breakage and the other is a specific model load failure; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading problems affecting different models; no shared underlying defect." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different distributed-training bugs on different model families and different mechanisms." + } + ] + }, + "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": 24, + "review_unit_index": 24, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43697|issue:46829", + "issue:43540|issue:46693", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:28282|issue:32090", + "issue:46463|issue:46899", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:43526|issue:45479", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:44493|issue:46050", + "issue:41762|issue:44936", + "issue:44361|issue:44442", + "issue:43761|issue:46829", + "issue:43688|issue:43749", + "issue:43452|issue:44843", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "64bd7454a10f200eb5a4b1d36c6838596096cc4ca917a7fc90e37296a775a9d5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated bug reports from different model families/subsystems. The only strong duplicate-like pair is the tied-weights serialization regression pair (#44466 / #45005); the rest should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "#44466 is the clearest, most concrete report of the tied-weights serialization regression (device-dependent lm_head.weight behavior in v5/main), while #45005 is a broader description of the same underlying issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#44466 has the strongest bug report quality for canonicalization: specific regression framing, concrete symptom, and a focused code-path around tied-weight serialization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different failure modes: RT-DETR output drift vs VideoPrism hidden_states mis-population." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated problems: Qwen3OmniMoe video input validation vs a FlashAttention performance regression." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve model/tokenizer regressions, but they target different behaviors: save_pretrained key serialization vs wrong token IDs during AutoTokenizer load." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both mention RoPE-related config handling, but one is silent reload/default fallback and the other is a TypeError in validation; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different issues: missing PyTorch import vs a Trainer GPU broadcast TypeError." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different subsystems and symptoms: T5 decoder-input validation messaging vs Gemma4 quantized multimodal embedding dtype casting." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement bug and flash_attention s_aux=None AttributeError are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different models: RT-DETR output changes vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the single-label-classification zero-loss problem." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is not the same as Perceiver interpolation/flexible-resolution failure." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field issues, but one is AutoConfig with trust_remote_code and the other is a model-specific strict-field omission; not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Same underlying tied-weights serialization regression in v5: both describe incorrect handling of tied lm_head/translation-model weights during save/load." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting vs T5 decoder validation messaging are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading index error and trainer.evaluate() after train are different training/runtime failures." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizers and different failure points: MLukeTokenizer task AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern hidden_states, but one returns None despite request and the other mislabels outputs in a different model; not the same code-path bug." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both mention AutoTokenizer/from_pretrained, but gguf_file support breakage and unconditional model_info() in offline mode are distinct issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token registration/decoding bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities regression is unrelated to processor.tokenizer access / image-to-tokenizer regression in v4.57.5." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents vs forward mismatch is a model correctness bug; Whisper batch_decode skip_special_tokens handling is a tokenizer/processor API bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor dependency import failure and Windows ROCm torch.distributed import/type issue are unrelated environment problems." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedders dtype-cast issue are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regression reports, but one is about processor/tokenizer access and image passing, while the other is Kimi tokenizer codec/regex handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The only duplicate-like match that is clearly supported by the titles is issue:44466 / issue:45005 around tied-weights serialization in v5. The rest of the pairwise rejections are appropriately cautious and do not overclaim sameness from superficial similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 25, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:29159|issue:33357", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:45542|issue:46178", + "issue:43531|issue:43742", + "issue:42898|issue:46491", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43452|issue:43577", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:43688|issue:45440", + "issue:44821|issue:46821", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44734|issue:46612", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "4cae980c9272dd5e419b5cf95e7c043f009fe650f5d5654f018ed98310b9aad2", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35560, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a loose mix of unrelated transformer bugs/regressions; none of the soft pairs look like safe duplicates, so no pair is accepted.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical issue is appropriate: the set spans different subsystems (tokenizers, generation, loading, quantization, backend availability, model-specific regressions) and the paired items do not collapse to one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue had to stand in as a representative, #29159 is the broadest user-facing report, but it still only covers a tokenizer inconsistency and does not represent the rest of the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS CLIP bus error; clearly different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special-token handling, but they affect different tokenizers and different behavior (mask token decode vs BOS/EOS insertion)." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU RAM efficient loading are unrelated code paths." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend availability, but one is tensorboard/TensorFlow absence and the other is an invalid tensorflow_text backend name." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key-error loading are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is a leading-space round-trip bug in CodeLlama." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and an apex RMSNorm memory leak are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer loading and Sam3 text-encoder weight loading are unrelated model-specific issues." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but the offline hub lookup bug and the est-roberta tokenizer regression are different causes." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failures and Blip2 dtype propagation are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration and DiaConfig token-id persistence are distinct serialization/tokenizer issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different cache/generation bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization and DeepseekV3MoE divergence do not describe the same change or bug." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression and num_labels propagation are unrelated Qwen3.5 issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 mixed-length sliding-window embeddings and the other is classification-head NaNs after checkout/init." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question and AutoProcessor kwargs forwarding are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and different symptoms; no shared underlying bug." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error vs Qwen2-VL multi-GPU training are different problems." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization inconsistency and sinq quantized save/load breakage are distinct persistence bugs." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache tensor-indexing crash in serve and beam-search cache reorder omission across models are different generation bugs." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness and FA2 long-context performance regression are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field loading failure in BeitForSemanticSegmentation and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking during accelerate loading are different model-loading issues." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention generation bug are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "MPS attention correctness on A800 and compiled chunked generation are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 26, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:43611|issue:46846", + "issue:43643|issue:44561", + "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43504|issue:44610", + "issue:43606|issue:43927", + "issue:43262|issue:43295", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:44568|issue:46489", + "issue:46209|issue:46710", + "issue:43646|issue:44466" + ], + "prepared_review_unit_hash": "629ab75fdc2ff9f36c4369f9c2b28a94fc829c06a1ee9d4b58cefa9380140cce", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are related only at a very broad level: many are Transformers v5 regressions or tokenizer/model-loading bugs, but they affect different code paths and are not duplicates of one another. I found no soft pair that looks like the same underlying bug or mergeable change.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s apparent theme: Transformers 5.0 breakages around custom model initialization and related model-loading regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best fits as the cluster representative because it is general, central to the v5 regression theme, and not narrowly tied to one model family or edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both mention loading issues, but one is a base_model_prefix regression and the other is a Qwen3.5 tensor-parallel planning/OOM problem; different bugs and code paths." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both are trust_remote_code-related regressions, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available breaking remote models; distinct failures." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only failure is unrelated to a FA2 long-context generation performance regression." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "One is packed-weight unpacking during accelerate loading; the other is DiaConfig custom token IDs being lost on save/load. Different model subsystems." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a CustomTrainer compute_loss signature change are unrelated training issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "These both involve model behavior differences, but one is an embedding dtype regression and the other is auxiliary loss normalization; not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading failure and OmDet-Turbo processor image-size mismatch affect different model families and different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig token ID persistence and generation index errors." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-passing regression are different processor behaviors." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline error-message support mismatch are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading failure and MLukeTokenizer task AttributeError are different code paths and failure types." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and MIN_PEFT_VERSION being bumped too early are unrelated release/load issues." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Batched Qwen2_5_VLProcessor chat template crash and assistant tool-call content crash are both chat-template related but different edge cases and inputs." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness with differing head dims is unrelated to Trainer import conflicts caused by datasets." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are different hardware/backend issues." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription after align_special_tokens are unrelated model/config bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Llama4 missing pad_token_id and StableLm missing pad_token_idx are similar in shape but affect different config fields and model families." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and failure to load vesteinn/ScandiBERT are separate loading problems with no clear shared root cause." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch under device_map=auto and sinq quantization save/load breakage are unrelated model execution vs serialization issues." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space bug and MacOS bus error on a CLIP model are entirely different problems." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored in text_kwargs are different processor/pipeline bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated tokenizer vs attention/backend issues." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and gradient blow-up with HfDeepSpeedConfig + ZeRO-3 are different numerical/optimization issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs example errors and processor.tokenizer/image-passing regression are both processor-related but not the same bug or fix." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate and gradient increase under ZeRO-3 are different training-time regressions." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "mdeberta add_special_tokens BOS/EOS regression and DeepSeek-Coder tokenizer BPE-marker regression are different tokenizer behaviors." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 and accuracy regression after upgrading Transformers are unrelated hardware/backend vs model-quality regressions." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head.weight serialization are separate v5 regressions with different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 27, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44568|issue:45812", + "issue:33357|issue:33666", + "issue:44488|issue:44843", + "issue:43278|issue:43701", + "issue:44849|issue:46209", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:45245|issue:46710", + "issue:46399|issue:46846", + "issue:46821|issue:46832", + "issue:43606|issue:44112", + "issue:43334|issue:45759", + "issue:43334|issue:43572", + "issue:43504|issue:43653", + "issue:44589|issue:45520", + "issue:45072|issue:46832", + "issue:43572|issue:44291", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:45200|issue:45229" + ], + "prepared_review_unit_hash": "8da0f9bd71b3e4b03aa37679f8ed86774a3f68afa02177098dc3cc2f4cd3fabb", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated transformer/model-loading bugs, so no soft pair should be merged; I\u2019d use the broad Granite tokenizer regression as the closest representative issue. No PRs were provided.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45812 is the broadest, most clearly regression-shaped issue in the set: it describes a silent v4\u2192v5 tokenizer break affecting all Granite models and has the strongest external impact signal among the issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best single issue to represent the cluster because it is concrete, version-linked, and broadly applicable; the other issues are mostly model-specific or unrelated failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different models and symptoms: mdeberta-v3 special-token handling vs Granite tokenizer ID regression." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated problems: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a specific model load failure and the other is an offline-mode regression in a Mistral regex patch." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch during eval is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is a different code path from FP8 inference failure on B200." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus test failure and an unmet PEFT version requirement are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Saving/loading custom token IDs causing generation IndexError is different from MLuke tokenizer task-time AttributeError." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading failure in BEiT is unrelated to Bark CPU-offload device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a Qwen2.5-VL class and missing Float8 storage are different failures." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states behavior in Qwen3.5 is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MOE loading, but one is accelerate/deepspeed weight conversion and the other is a transformers-dev model-loading breakage." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models is not the same as the CLIP text-model structure change." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category cardinality error is a distinct bug from an accuracy regression after upgrade." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing decorator for apply_rotary_pos_emb is a different issue than missing linear_attn TP-plan entries causing OOM/shape errors." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size attribute access and RT-DETR feature-level mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is a text_config unwrapping issue." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL loading failure is unrelated to StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Missing Float8 storage and a Python 3.13 flash_attn KeyError are separate compatibility issues." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference are unrelated to RT-DETR forward feature-count errors." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and unexpected _is_hf_initialized in init_empty_weights are different version-compatibility bugs." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a cache-length limitation for quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig in GLM-5 is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior differs from save/load breakage in sinq-quantized models." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only fine-tuning defaults for Gemma 4 are unrelated to Gemma4 multi-GPU inference OOM." + } + ] + }, + "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": 24, + "review_unit_index": 28, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43696", + "issue:43701", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "issue:44869|issue:46752", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:28218|issue:34567", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:45406|issue:46121", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610" + ], + "prepared_review_unit_hash": "904fc3f5e9e6990ccae5046070c8436a2d9776e1fc13e818951ccaccd2ea80e3", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35864, + "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 highly heterogeneous: most pairs share only broad subsystem vocabulary (tokenizers, processors, attention, serve, multimodal models) but do not describe the same concrete bug. I would triage it around the processor/tokenizer regression issue, but I would not merge any of the suggested soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43295 is the best hub in the soft-similarity graph and the most representative user-facing regression around processor/tokenizer behavior. It also has the strongest overlap with other processor-related reports in this set, even though the candidates are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the strongest single issue to represent the cluster because it is recent, concrete, and sits at the center of the processor/tokenizer-related soft links. It is the closest thing to a unifying bug among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family and inference context, but one is CUDA OOM and the other is a device-mapping mismatch; different failures and different fixes." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash vs empty-chat-template IndexError are unrelated code paths." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "One is a SigLIP2 quality/regression report and the other is a position-id key warning affecting many models; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less-model crash vs sinq save/load breakage are different issues in different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job state reporting are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency is unrelated to a NoneType broadcast error in Trainer." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Path-trailing-slash import warning and GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing bug and TrainerState token counter bug are different tokenizer/training-state problems." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen flash-attention generation failure and DiffusionGemma pipeline failure are different model/code paths." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation error and Python 3.13 flash_attn import key error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is about a dummy Conv2d design choice and the other is a memory overflow report." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and flex_attention import version checking are different bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated model issues." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve/runtime bugs, but one is a multimodal continuous-batching crash and the other is KV-cache continuation indexing; not the same failure." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert on A800 with auto device mapping vs accuracy regression after upgrade are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are distinct issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash in serve and rope-parameter list type error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Mistral3 lm_head tying bug and DeepSeek accuracy regression are different model correctness issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processors, but one is a tokenizer/processor API regression and the other is a batched video-shape bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less crash and multimodal config unwrapping are different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import symbol error and meta-device loading breakage are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and Gemma4 text-only mm_token_type_ids defaulting are unrelated multimodal issues." + }, + { + "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/padding crash and return_tensors being ignored are different tokenizer API bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-map forward mismatch and return_tensors handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo input-size mismatch are both processor-related but describe different concrete failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46821", + "issue:46894", + "issue:46899" + ], + "soft_pairs": [ + "issue:43572|issue:46821", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:37428|issue:43824", + "issue:39692|issue:46192", + "issue:43232|issue:44849", + "issue:44466|issue:45127", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:45381|issue:46209", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:45200|issue:46899" + ], + "prepared_review_unit_hash": "336f8bdcff7d10ddcdc7b00281bd4917272c0477dbb2865928c925be5b3355e4", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36170, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: tokenizer quirks, generation bugs, multimodal processor regressions, import errors, and training/runtime issues. I don\u2019t see any soft pair that clearly describes the same underlying bug or change, so I reject all soft edges.", + "confidence": 0.42, + "canonical_issue_reason": "There is no single obvious duplicate family spanning the cluster. If a representative anchor is needed, issue 43950 is the broadest framework-level regression among the candidates (a core from_pretrained corruption bug).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best standalone canonical candidate because it is a core loading regression with silent corruption, making it broader and more actionable than the more model-specific or documentation-oriented issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both are configuration/attribute problems, but they affect different components and different missing fields; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "One is a torch.compile/SDPA model failure and the other is a ZeRO-3 gradient issue; different code paths and symptoms." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting and device_map PLE mismatch are distinct forward-path bugs." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate decoder_attention_mask initialization and Flash Attention 2 test failures are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "These are separate import/backend lookup failures involving different backends and modules." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch shape handling and Qwen2-57B tensor-parallel OOM are different problems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "A missing config attribute versus a model-loading failure for a different repo; not the same underlying issue." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "An MPS attention correctness bug and a tokenizer codec regression are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy do not share the same code path." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different ImportErrors from different symbols; no evidence of a shared root cause." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example issues are not the same as silently ignored return_tensors behavior." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 hidden-states behavior." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is serialization inconsistency and the other is LoRA merge collapse; different concrete bugs." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "A processor/tokenizer API regression is not the same as the SigLIP2 HF-vs-JAX discrepancy." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template-related, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and FP8 B200 inference are unrelated issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a GraniteSpeech CI test failure are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "A dtype change between train/eval and MoE training memory inefficiency are different problems." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are distinct behaviors." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU placement in XLNet positional encoding and CohereASR double-shift training loss are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text model structure inconsistency are different regressions." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import failure and a detokenization bug are not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and a Qwen2.5-VL import error share only a broad model-family context, not a bug." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading breaks and stale config.dtype after from_config are different lifecycle bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and batched video shape handling are unrelated processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech-model failures with different failure modes; not one concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and unsafe dtype casts in multimodal embedders are different 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": 24, + "review_unit_index": 30, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44995", + "issue:45083", + "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:46932" + ], + "soft_pairs": [ + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:43334|issue:43525", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:44479|issue:46192", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:43827|issue:43901", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:45759|issue:46285", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:46424|issue:46858", + "issue:44995|issue:46858", + "issue:43606|issue:45083", + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:28282|issue:33357", + "issue:37428|issue:43425", + "issue:43611|issue:44466" + ], + "prepared_review_unit_hash": "8b0e2f902605f3e38920579a5d6058a5372fd7f634a2e71a6c1bcec291105851", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35854, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose bag of unrelated transformer bugs, regressions, and docs/CI issues. None of the soft-linked pairs appear to be the same underlying defect or change, so there is no good canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but they describe different failures: missing default mm_token_type_ids vs dtype casting for quantized embedders." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and paged-generate stale warning are separate generate-path issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but on different config classes and model families; not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated model/runtime problems." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is a model implementation bug, while GraniteSpeech is a stale CI device-override test." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression in Qwen multimodal models and return_tensors being ignored are different API/code paths." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids handling and Qwen2.5-VL rope-index scaling are separate multimodal bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/backend failures: cudaErrorAssert on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they concern different pipeline docs and different deprecated behaviors." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve missing utilities, but they are different symbols with different breakages and affected models." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Tuple-label dropping in gather_for_metrics and BeitImageProcessorFast reduce_labels are different label-processing bugs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text-model structure inconsistency are different architectural issues." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and float16/CUDA loss crash are different bugs." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Max-cache-length handling and static-cache seq-length tensor arithmetic are distinct cache issues." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Stale indexer cache on second forward is unrelated to device-tensor seq-length arithmetic in static cache." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config and TimesFM window_size AttributeError are different configuration bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in feature extraction and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory cleanup are different model/runtime issues." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are separate problems." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and GraniteSpeech stale override test are not the same code-path bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError and MacOS bus error on a CLIP model are unrelated environment/model failures." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-attention helper import and Torch 2.10 incompatibility are different versioning issues." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "base_model_prefix loading break and lm_head.weight serialization inconsistency are separate model-loading/serialization 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": 24, + "review_unit_index": 31, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46170", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:29127|issue:32090", + "issue:43335|issue:44112", + "issue:44514|issue:44521", + "issue:43720|issue:44112", + "issue:45290|issue:46326", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:34689|issue:35141", + "issue:45127|issue:45245", + "issue:43819|issue:44493", + "issue:46431|issue:46566", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:43606|issue:44857", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:43701|issue:45083", + "issue:44617|issue:46697" + ], + "prepared_review_unit_hash": "f4771eee44c98543189d8be62cd516224a6bf6cd417c4bf53451c0a759bd188d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous with several unrelated issue pairs. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained issues; the rest should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45310 is the cleanest canonical issue because it is the earlier of the exact duplicate pair and captures the same Qwen3.5 MoE from_pretrained failure as 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best global issue anchor: it is a true duplicate target, has a precise title, and is the only pair in this set that clearly represents the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different problems: Pegasus output parity vs Qwen3 recurrent-state reset in a modular file; no shared concrete bug path." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and failures: SwitchTransformers config construction vs Beit pretrained loading with a legacy field." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import-related, but the causes and platforms differ: flash_attn KeyError on Python 3.13 vs Windows/ROCm torch.distributed dependency issues." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated bugs: Python 3.13 IndentationError in DebertaV2 import vs qwen3_omni_moe helper length behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different symptoms and subsystems: embedding dtype drift during eval vs pipeline translation warning messaging." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different models and code paths: SwitchTransformers config vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error domains: LayoutLMv3 box validation messaging vs Trainer/_gpu_broadcast_one NoneType handling." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared bug: SwitchTransformers sparse layer creation vs GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is a batched padding=False crash and the other is incorrect assistant_masks for multimodal inputs; not the same concrete bug." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/runtime failures: unpacking packed BitNet weights during accelerate loading vs GraniteSpeech device override test staleness." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one crashes on tool-call assistant messages with no content while the other is a mistral_common continue_final_message tokenizer bug." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different failures in different places: flash_attention integration s_aux=None crash vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading-related, but one is a path-with-trailing-slash import warning and the other is a GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and modules: _flash_supports_window_size vs HybridCache." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different model-loading issues: Llama 3.2 Vision breakage vs embedding reinitialization after resize when tie_word_embedding is False." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated: LoRA merge collapse with extended vocab vs category-count limit RuntimeError." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC from_latents mismatch due to missing STE vs unexpected key with position id across many models." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different subsystems and symptoms: missing chat template on a processor vs DiffusionGemma weights staying on meta with device_map=auto." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure is unrelated to FineWeb SLM training not starting." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention output discrepancies, but they affect different models/tokenizers and are not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate: same title, same Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: CPU offload device mismatch in bark-small CI vs LwDetrImageLoss float16 AMP CUDA crash." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to Trainer NoneType broadcast errors." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Different import-utils issues: protobuf decode-error masking tokenizer errors vs missing is_falcon_mamba_ssm_available helper." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 example/documentation failures are unrelated to widespread position-id key warnings." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Different image/video model issues: Sam3Video CUDA OOM vs Swin2SR over-padding when size_divisor already matches." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted duplicate pair is clearly supported by the packet: issue:45310 and issue:45478 have identical titles and matching Qwen3.5 MoE from_pretrained failure descriptions. The other soft-edge rejections are stated cautiously and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 32, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43873", + "issue:43927", + "issue:43976", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:44857|issue:45072", + "issue:44360|issue:44561", + "issue:29942|issue:35141", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:43278|issue:43329", + "issue:45920|issue:46192", + "issue:29870|issue:32090", + "issue:44448|issue:44977", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:29870|issue:33290", + "issue:45290|issue:46655", + "issue:44857|issue:45588", + "issue:32090|issue:33290", + "issue:37428|issue:42175", + "issue:44561|issue:44779", + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:43976|issue:45440" + ], + "prepared_review_unit_hash": "542a9ba9ceaa8a8c4fd28f30c49674f9790c0e36a45206df7d54e2440bd1a9a0", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36551, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most candidate pairs are unrelated bug reports from different subsystems and should not be merged as duplicates. If a single issue must act as a cluster anchor, the broad tokenizer regression report is the strongest general triage candidate, but it does not actually subsume the rest.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45920 is the broadest high-signal regression in the set, with multiple affected models and inbound references, so it is the best general anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 has the widest impact and clearest regression framing, making it the most suitable standalone issue to keep visible in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different failures in different code paths: LasrFeatureExtractor argument handling vs Gemma4 PLE device placement." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are unrelated symptoms and subsystems." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local path import warning and tensor-parallel OOM on Qwen2.5 are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA issue in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA crash in LwDetr loss and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different problems." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and trust_remote_code breakage from API removal are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and post_init embedding reinitialization are separate model-loading/training issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 zero probabilities and unexpected key/position-id warnings are not the same underlying defect." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are distinct." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 evaluation dtype change is unrelated to undefined video-token helper variables." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizer APIs, but one is wrong token IDs across models while the other is a return_tensors keyword handling bug; not the same concrete issue." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3.5 flash-attention generation failure are different model-specific regressions." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template/tool-call crash and Qwen2.5-VL video position-id bug are unrelated multimodal issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert issue and torch.jit GeneratorExp limitation on ViT export are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost after save/load and wrong custom module loaded after save_pretrained are related to persistence, but they are different concrete bugs." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset failure and BeitImageProcessorFast reduce_labels bug do not share the same code path." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/import error and missing-decorator crash in Qwen3.5 kernels are separate issues." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype mismatch and gradient checkpointing being disabled in eval mode are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generate-time decoder mask bug and deepspeed Adafactor OOM are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and SmolVLM video padding bug are different multimodal failures." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP loss crash and flash_attention s_aux=None AttributeError are not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and deepspeed Adafactor OOM are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention utility import error and missing TensorFlow backend in a torch install are not duplicates." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer regression are different v5 regressions." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache/compile behavior, but one is spurious recompilation on chunked prefill while the other is a device-tensor seq-length arithmetic bug; not the same fix." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading bug and Gemma4 multi-GPU OOM are distinct memory-management issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression and DeepseekV3MoE divergence from remote implementation 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": 24, + "review_unit_index": 33, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:44568|issue:45491", + "issue:44871|issue:44977", + "issue:41720|issue:45229", + "issue:29127|issue:34567", + "issue:45588|issue:45823", + "issue:33357|issue:39692", + "issue:43381|issue:43701", + "issue:43278|issue:43575", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:43653|issue:44743", + "issue:29870|issue:34689", + "issue:45372|issue:45588", + "issue:43756|issue:45440", + "issue:42915|issue:42994", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:43653|issue:44442", + "issue:45459|issue:45712", + "issue:44265|issue:45198", + "issue:45491|issue:46693", + "issue:45372|issue:45406" + ], + "prepared_review_unit_hash": "c2f0156410065a23f22ee0fdf0e05e0860a182f0573939a77536ec9c640a38b0", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36373, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of closed/open issue reports rather than a tight duplicate cluster. The soft pairs are mostly near-misses across different models, symptoms, or code paths; none looks like the same underlying bug/change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the broadest, most active, and most generally framed report in the set (quantization/offloading behavior), while most other items are narrow, unrelated regressions or documentation/example failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is open, discussion-heavy, and describes a reusable underlying product bug rather than a one-off model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is output parity and the other is tied-weight serialization; different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading behavior are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one TypeError are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and GPU NaNs from sliding-window attention are unrelated failures." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs Qwen3.5 flash-attention generation; different models and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are separate runtime issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs/example errors are not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume checkpoint key mismatch are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in evaluate and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and stale warning text are different bug classes." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except error swallowing bug in Fuyu are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization fail involve different components." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to the Wav2Vec2 failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-validation list handling are distinct code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen recurrent state reset are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder mask bug and Llama 3.2 Vision loading breakage are different model-specific problems." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency failure and flash_attention s_aux crash are separate issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are unrelated model implementations." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure during load and quantized model saving failure are different stages of quantization." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in an extractor and Qwen video-input regression are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer special-token bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors from protobuf handling and leftover dummy classes are not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export compatibility and Wav2Vec2 save/tokenization failures are different problems." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings and FA2 long-context performance regression are related only loosely by attention, not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and serve-side missing _tokenizer attribute are different concrete 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": 24, + "review_unit_index": 34, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:43065|issue:43994", + "issue:43412|issue:45588", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:45440|issue:45593", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:45372|issue:45459", + "issue:29127|issue:35141", + "issue:43421|issue:45491", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:44464|issue:45584", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43994|issue:46369", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:43526|issue:44186", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:46121|issue:46399", + "issue:45250|issue:46640", + "issue:43334|issue:43531", + "issue:43381|issue:43873", + "issue:45588|issue:45600" + ], + "prepared_review_unit_hash": "de15c49489a91877015b6d37c798cb7627e6da4b8bf1ec0f9c670bce5fdfa25b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36432, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most pairs share only broad Transformer/modeling vocabulary, not the same underlying bug or change. No PRs are present. The only loose thematic overlap is a small Flash Attention 2 subgroup, but even there the titles point to different problems.", + "confidence": 0.95, + "canonical_issue_reason": "If a single issue must be chosen, issue:46640 is the broadest Flash Attention 2-related umbrella, but the collection is too mixed for it to be a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46640 is the most umbrella-like issue in the set, but it only fits a narrow Flash Attention 2 theme and does not represent the majority of items well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different problems: Sam3PixelDecoder dummy Conv2d vs SigLIP2 bad outputs on AutoModel/pipeline." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes and components: executorch export guard/erfinv vs flash_attention s_aux=None crash." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated: LayoutLMv3 box validation message clarity vs CLIP model bus error on macOS." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is not the same as RT-DETR memory not being released." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Different bugs: category-limit RuntimeError vs stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different models and behavior: DeepseekV3MoE divergence vs D-FINE auxiliary losses disabled." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM while loading Qwen2-57B with tensor parallelism is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning has nothing to do with gradient checkpointing in eval mode." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer/import issues: mistral_common ReasoningEffort import vs protobuf decode-error handling." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity is unrelated to token embedding resize reinitialization behavior." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is wrong decoder type in v5 and the other ignores tokenizer.json; distinct issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": 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"right": "issue:43441", + "accept": false, + "reason": "Weight-tying in Mistral3ForConditionalGeneration is a different bug from Ministral-3 FlashAttention failures." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Missing load-balancing loss and a CohereASR double-shift training loss bug are not the same underlying change." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collisions for trust_remote_code are unrelated to max_cache_length only applying to quantized cache." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Swallowing exceptions in FuyuBatchFeature.convert_to_tensors is unrelated to Windows/ROCm torch.distributed import problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + 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"issue:46369", + "issue:46640", + "issue:46832", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43504|issue:45698", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43388|issue:43688", + "issue:44792|issue:44977", + "issue:43065|issue:44617", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "issue:43572|issue:46178", + "issue:43352|issue:46640", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:35141|issue:42490", + "issue:43827|issue:43994", + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:45072|issue:46932" + ], + "prepared_review_unit_hash": "befd21b1d1feee70cf219978893103981b803cd98fe687f03ede59e7bd6248c2", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34321, + "estimated_input_tokens": 8581, + "estimated_eval_tokens": 17418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues span many unrelated subsystems and bug types; the suggested soft pairs are mostly keyword similarity rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different failures: OmDet-Turbo input sizing vs SAM3 LiteText memory overflow; no shared code-path." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated content: a placeholder issue versus a Gemma tokenizer/pipeline roundtrip bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and regressions: CLIPVision hidden-states vs Qwen video-input behavior." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different issues: legacy config field loading for BEIT vs wrong custom module resolution after save/load." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both touch multimodal Qwen, but one is a video-input ValueError and the other is chat-template batching; different code paths." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/import problems: TensorFlow backend detection vs missing import_utils helper." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training bugs: metric gathering label truncation vs auxiliary loss normalization." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific problems: janus image-generation test vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer concern is unrelated to Sam3Video OOM behavior." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated: janus test failure vs auto_mappings stale config references." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both involve embeddings, but one is LoRA merge collapse and the other is missing multimodal token-type defaults." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Separate configuration/import issues: StableLm pad token field vs tensorflow_text backend registration." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Specific model unsupported Flash Attention 2 warning vs a generic flash-attention issue; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is chunked prefill cache missing and the other is recurrent-state reset with seq_len>1." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different pipeline/model bugs: processor selection for video-classification vs missing encoder output attribute." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading failures: local dataset script issue vs multimodal model load regression." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Unrelated config/runtime bugs: junk non-persistent buffers vs rotary_pct reloading behavior." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model config bugs: missing pad_token_id vs sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different code paths: serve KV-cache indexing crash vs Gemma4 processor missing tokenizer attribute." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different concerns entirely: embedding reinitialization vs local-path import warning." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is docs drift after pipeline removals; the other is a model correctness issue involving AutoModel/pipeline." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different runtime bugs: category-cardinality error vs static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Distinct model failures: Whisper timestamp decode edge case vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different dtype issues in different model families; 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": 24, + "review_unit_index": 38, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46897" + ], + "soft_pairs": [ + "issue:45632|issue:46617", + "issue:46082|issue:46697", + "issue:44855|issue:45588", + "issue:43673|issue:46421", + "issue:44242|issue:46897", + "issue:43931|issue:44060", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:45381|issue:46655", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:44112|issue:45600" + ], + "prepared_review_unit_hash": "ab5f8e4bc3ad2702258f13b12af463d24749330c77a394b547fe69b283869d00", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs are only loosely similar by subsystem or wording, not the same concrete bug/change. I would not merge any of the soft edges as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the broadest, most centrally referenced regression in the set, but there is no strong duplicate cluster here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code/cache loading, but one is a leaf-directory cache collision and the other is a FileNotFoundError; not the same bug." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated models and failure modes: LlamaConfig head_dim validation vs image over-padding." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error is unrelated to flash_attention sink handling." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache state and the other is spurious recompilation; different symptoms and likely different fixes." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Different models and different training-loss bugs; only a vague pattern match." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both are Qwen3-family issues, but model shape loading and tied-weight warning are distinct code paths." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder mask bug is unrelated to token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Generic buffer initialization junk vs GPTNeoX config reload regression are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to a Python 3.13 IndentationError." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning for num_return_sequences and Whisper empty-transcription crash are unrelated generation issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure is unrelated to loading a local dataset in an example script." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nested-list behavior and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init handling in patchtsmixer is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are different problems." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and category-count limits are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and serve KV-cache indexing crash do not share the same underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "A SwitchTransformers config bug and an example script dataset-loading issue are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and local dataset loading failure are not the same issue." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/tied embeddings collapse and Qwen3.5 visual encoder save keys are distinct bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled forward inconsistency and a stale generate warning are different code-path problems." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related regressions, but they affect different models and different preprocessing logic." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizer regressions, but the second is a specific gap in a prior fix and not clearly the exact same bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "CUDA OOM in Sam3Video and memory overflow in Sam3-LiteText are different model/runtime issues." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in GraniteSpeech and Sam3LiteText auto_mappings are separate breakages." + } + ] + }, + "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": 24, + "review_unit_index": 39, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46506", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:44462|issue:45907", + "issue:44737|issue:45803", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:45632|issue:46234", + "issue:43643|issue:44496", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:32090|issue:35141", + "issue:43531|issue:45600", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:44295|issue:46506" + ], + "prepared_review_unit_hash": "4410de6f1876e9e08c036014f83ba999ad4b88a4b28b53c986571264a03bce8c", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues; the only loose thematic overlap is around `apply_chat_template`/multimodal input handling, but the soft pairs do not look like true duplicates. No PRs are present.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44521 is the closest anchor for the only recurring theme here (`apply_chat_template` with multimodal inputs) and has the strongest discussion/inbound activity among the related-looking issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most representative issue to keep at cluster level because it is broader, active, and connected to the shared chat-template/multimodal surface area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both mention `apply_chat_template`, but one is about assistant tool-call messages with no content and the other is an empty-list `IndexError`; different failure modes and likely different fixes." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image processors and different bugs (`reduce_labels` vs over-padding); only the broad preprocessing area overlaps." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is tokenizer loading behavior, the other is repo file listing/revision forwarding; not the same code path." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and Fuyu exception handling are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Separate model-specific resize-token-embeddings bug vs Whisper empty-transcription generation bug; no shared concrete defect." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems and failure mechanisms: Qwen3OmniMoe video input processing vs serve KV-cache continuation indexing." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant-mask generation in chat templates and the other is wrong `vision_position_ids` for Qwen2.5-VL video inputs; too different to merge." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the TensorFlow backend packaging issue." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline `top_k` output-shape regression and BART decoder attention mask bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache internals, but one is a missing cache in v5 chunked prefill and the other is a device-tensor arithmetic bug in static cache under `torch.compile`; not the same fix." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; no evidence of the same underlying bug." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "`trust_remote_code` cache-path collision and missing import-utils availability helper are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading issues, but one loses fields with `trust_remote_code` while the other rejects a config without `model_type`; not the same defect." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and unsafe `sys.modules` access are not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Distinct model-loading problems with different root causes and targets." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 model loading." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "General dependency/backend packaging complaint vs a separate dependency issue; no concrete shared code path." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention model support and token-embedding resize reinitialization are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config validation, but one is `head_dim` acceptance and the other is rope-validation list handling; separate fixes." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal chat-template assistant masks are different surfaces." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing-import symbols for different APIs; not the same underlying issue." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in a generation model and checkpoint save correctness are different regression classes." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast error and embedding reinitialization bug are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and stale auto-mapping references are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing exported names in different modules with no shared root cause." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug and notebook syntax error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position-ids buffer handling and CPU/CUDA result divergence are different 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": 24, + "review_unit_index": 40, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43976|issue:44987", + "issue:43582|issue:46932", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:43479|issue:45375", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:44521|issue:46693", + "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43299|issue:45216", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901" + ], + "prepared_review_unit_hash": "57438f2f92f9629fce07f612ead2341f59b17f33b58b125d7be32b4c9954767a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36897, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span unrelated bugs in configs, tokenizers, cache behavior, docs, and hardware/version-specific regressions. Similarity is mostly superficial (shared subsystem names or model families), not the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the reports are heterogeneous and do not describe one shared bug.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "issue:43295 is the clearest, most actionable report with a concrete regression and reproducible behavior, so it is the best representative if one must be chosen.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated problems: one is an unclear data-related issue, the other is a specific fbank feature extraction bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a GenerationMixin chunked-prefill cache regression and the other is cache length handling for quantized cache only." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Different failure modes: Python version support vs loading a specific model checkpoint." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Both touch platform-specific behavior, but one is an Apple Silicon allocator TypeError and the other is Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different APIs and code paths: processor/tokenizer multimodal regression vs resize_token_embeddings not propagating to decoder embeddings." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different models and symptoms: helper length calculation in qwen3_omni_moe vs CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to a speech feature extraction bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "One is an unrecognized-model config problem; the other is an image-processor dependency regression." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "One is a BEiT image processor label bug; the other is outdated pipeline docs text." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but they are different concrete bugs: compilation failure on torch>=2.9 vs a wrong version check for AuxRequest import." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different regressions: dequantized model saving vs FlashAttention failure during Ministral-3 loading." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model behaviors: gradient checkpointing in eval mode vs D-FINE auxiliary losses with denoising off." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs drift in a text pipeline is not the same as a model-loading config error." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-generation behavior and ANSI color handling are unrelated subsystems." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is default initialization when None is passed and the other is a missing field dropped by strict config handling." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python compatibility issue is not the same as a generic dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different model 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transformers is not the same as a torch-version incompatibility." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Different symptoms and scope: multimodal assistant masks vs FA2 long-context performance regression." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Tokenizer-embedding resizing bug and Whisper empty-transcription bug are unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "A final-partial-batch flag bug is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Different edge cases in different pipelines: span decoding top-k bounds vs empty chat-template input." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both concern Qwen multimodal models, but one breaks loading and the other breaks save_pretrained checkpoint output." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model/config bugs: LlamaConfig head_dim validation vs a missing decorator for apply_rotary_pos_emb registration." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated dependency complaints: generic transformers dependency issue vs an unreleased minimum PEFT version bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 tokenizer/processor regressions, but they affect different model families and different behaviors." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but one is a broken example with runtime errors and the other is stale parameter docs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + 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cross-model impact, but overall the cluster is too heterogeneous for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44779 is the most central, user-facing regression among the set, and it is the closest to a reusable duplicate target for nearby tokenizer-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Both mention optimizer-related behavior, but one is about SGD args being ignored and the other about a LoRA warning in Qwen3.5; different code paths and fixes." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained checkpoint serialization are unrelated bugs." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is LlamaConfig validation for head_dim, the other is stale config.dtype after from_config; 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regressions are different failures in different subsystems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.x multimodal models, but one is MoE loading and the other is incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization inconsistency and Gemma4 embedding resize behavior are different model-save/model-resize bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are unrelated model-specific failures." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating and Gemma4 mm_token_type_ids defaults are distinct functional bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor lookup regression and Gemma4 PLE device mismatch are not the same problem." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A low-content placeholder issue cannot be the same as an FP8 inference failure on B200." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json being ignored and a Mistral regex patch crash are both tokenizer-related but not the same concrete defect." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and Llama4Config pad_token_id access are unrelated config bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights TypeError have no shared underlying code path." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and TensorBoard-without-TensorFlow backend errors are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError and D-FINE auxiliary-loss behavior are different subsystems." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer patching and hub list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index errors are different model-specific issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both are Deepspeed/optimizer-related, but one is OOM with Adafactor while the other is double optimizer stepping." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations handling and a mistral_common import breakage are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape leakage in loading_report and Qwen3.5 variable-length position_ids support are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are distinct quantization pipeline bugs." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding and variable-length position_ids handling are 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": 24, + "review_unit_index": 42, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "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:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397", + "issue:43673|issue:43761", + "issue:43901|issue:43994", + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43824|issue:43976", + "issue:42796|issue:43441", + "issue:43525|issue:43881", + "issue:46291|issue:46399", + "issue:45542|issue:45800", + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:41628|issue:43976", + "issue:45083|issue:46851", + "issue:44246|issue:44496", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45103|issue:46399" + ], + "prepared_review_unit_hash": "f1be90f6cd04375c587dccfa1f4dab1163dae67699323bbd5fe45fe0e66155a5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36129, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All listed soft pairs look like adjacent-but-distinct issues rather than true duplicates. The strongest standalone issue is the Qwen2.5-VL import failure report, but there are no PRs in this cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43824 is the highest-signal report: it names a precise missing export, has external references, and describes a concrete import failure path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the best representative issue overall because it is specific, actionable, and clearly tied to a reproducible code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: missing files on processor save vs a performance regression in data filtering after upgrade." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated model-specific bug reports: one about missing `rms_norm_eps`, the other about `torch.split()` behavior in a different component." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance failures, but they target different files and failures: CI references vs dummy-class leakage." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend install issue vs Python version compatibility regression; not the same underlying bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and failure modes: CamemBERT masked LM predictions vs Deepseek tokenizer output." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save artifact problem vs `from_pretrained` load failure with ZeRO-3; no shared concrete code-path." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked prefill cache issue is unrelated to CLIPVisionModel hidden-states output behavior." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for a pipeline flag vs incorrect model/pipeline results for SigLIP2; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A documentation inconsistency is unrelated to intermittent import latency." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and an ESM2 model breakage are different issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL export vs Python-version incompatibility; no shared fix." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention failure for Ministral are separate problems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing config attribute on Llama4 vs GLM-4V loading failure; different models and code paths." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel import dependency/versioning issue vs missing decorator registration for rotary embedding; distinct failures." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend packaging issue vs torch/transformers version incompatibility; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config field on one model is unrelated to `trust_remote_code` dropping fields in AutoConfig." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "PyTorch storage object lookup failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal-color output leakage is unrelated to a wrong docstring." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position IDs, but they affect different models and different computations; too broad to treat as one bug." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug vs missing-vision-backend image-processor error are different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing `AutoImageProcessor` import and Python-version support issue are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "A helper-length computation bug in qwen3_omni_moe is not the same as Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized model/config loading failure are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to TensorFlow backend packaging." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config metadata mismatch is unrelated to Gemma4 ZeRO-3 loading." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration crash and variable-length position_ids bug are different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utils is unrelated to a stale warning in paged generate." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crash under future annotations is unrelated to Qwen3.5 kernel registration." + } + ] + }, + "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": 24, + "review_unit_index": 43, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:46614|issue:46665", + "issue:45072|issue:46829", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44451|issue:46752", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:36246|issue:42757", + "issue:43257|issue:45137", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:45003|issue:45561", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:45375|issue:45759", + "issue:44162|issue:45200", + "issue:43262|issue:44246", + "issue:44479|issue:46655" + ], + "prepared_review_unit_hash": "f87c9b6dd9d2b0f8dcc91467bba4fe50aabd3a77e2fd85cf422e66bff333d356", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35478, + "estimated_input_tokens": 8870, + "estimated_eval_tokens": 17996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs share only a broad subsystem or model family, not the same concrete bug. I found no safe duplicate merges among the soft edges.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video processing vs empty-list apply_chat_template crash." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Different failures: stale espeak backend state vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Both concern inference outputs, but one is a bf16 dtype mismatch and the other is wrong hidden_states assignment." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Same broad Qwen3-MoE area, but different variants and symptoms; not clearly one underlying loading bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is not the same as Qwen3.5 chat crashes." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Different issues in different paths: flash_attention sink handling vs variable-length position_ids." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "MoE load-balancing loss omission is unrelated to Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but in different models and triggered by different flags." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different bugs: position_ids buffer access vs gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code output formatting is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access is not the same as the TimesFM window_size AttributeError." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Tokenizer offline-cache behavior differs from AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different problems: Bamba torch.compile SDPA failure vs CPU/CUDA output drift in PPDocLayoutV3." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model load failure for ScandiBERT is unrelated to empty-list chat templating." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are distinct." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as sys.modules access." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependencies." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is not the same as a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Importing Qwen2_5_VLImageProcessor and HybridCache are separate missing-export problems." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and audio fbank extraction are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist file races are different concurrency/loading bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config is unrelated to sys.modules access." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but Qwen3OmniMoe input validation and SmolVLM padding math are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch composite Qwen configs, but one is a missing field being dropped and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MoE load-balancing loss are different features." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video inputs, but they affect different models and different failure mechanisms." + } + ] + }, + "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": 24, + "review_unit_index": 44, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:42886", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45600", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:45137|issue:45600", + "issue:45292|issue:45584", + "issue:43295|issue:45292", + "issue:44877|issue:45375", + "issue:44466|issue:45335", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:43352|issue:45250", + "issue:44368|issue:44977", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:43475|issue:43540" + ], + "prepared_review_unit_hash": "94206f4a7cad7077dc4824d5bb91fcb3a2421d60f66a337c3a4055eed1f4b2d7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35165, + "estimated_input_tokens": 8792, + "estimated_eval_tokens": 17840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: the soft pairs share broad subsystem vocabulary (Qwen, strict config, embeddings, tokenizer, etc.) but not the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "No pair looks like a true duplicate; if a single issue must anchor the cluster, issue 44479 is the strongest representative because it describes a broad, version-specific regression affecting multiple Qwen video-input variants with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most representative global issue: it is concrete, impactful, and scoped as a regression across several closely related models rather than a narrow edge case or auxiliary failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both mention Qwen3.5 rotary/attention internals, but one is CPU-offload compatibility for text rotary embedding and the other is a kernel registration error; different failure paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "These are unrelated: one is a position_ids buffer access error, the other is a general performance slowdown after upgrading Transformers." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "One is a missing attribute on Sam3VisionEncoderOutput; the other is a memory overflow on sam3-litetext. Different bugs and code paths." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque exhaustion is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not updating output embeddings is a model-weight sync issue; Whisper empty-transcription failure is a generation/token alignment bug." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor/tokenizer regression and token-embedding resizing are different problems with no shared code-path evidence." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but one blocks loading granite_speech while the other silently drops a missing field in Qwen3_5MoeVisionConfig; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied/resize embedding behavior, but one is inconsistent serialization of lm_head.weight and the other is resize_token_embeddings not propagating to decoder.embed_tokens in T5Gemma." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for Qwen2_5_VLImageProcessor and a DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission in MoE routing is not the same as an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "save_pretrained missing files and AutoProcessor failing when a vision backend is absent are different lifecycle stages and failure causes." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Both are preprocessing-loss style issues, but one is a Beit fast processor label reduction bug and the other is a Florence2 double-shift training-loss bug." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A loading failure on transformers>=5.1.0 and tokenizer error masking when protobuf is missing are distinct issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe on transformers 5.0 and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow not reporting failed jobs do not share a code path." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class handling is unrelated to Qwen3.5 variable-length position_ids support." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on RT-DETR deletion and a MaskGenerationPipeline partial-batch bug are different pipeline behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 being broken are not the same underlying defect." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Both mention label/loss shifting, but they are separate model implementations and do not show the same concrete bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A Qwen video-input regression and a Windows/ROCm distributed import error are completely different failure modes." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One says NemotronHForCausalLM does not support Flash Attention 2.0 yet; the other is a generic Flash Attention 2.0 issue, with no evidence they are the same bug." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-word-embeddings warning and a Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and Windows/ROCm torch.distributed import errors have no common code path." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "A missing output attribute in Sam3 video encoding and a Qwen3OmniMoe video-input ValueError are different model 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": 24, + "review_unit_index": 45, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46851", + "issue:46858" + ], + "soft_pairs": [ + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44995|issue:45200", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44297|issue:44623", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:28282|issue:30990", + "issue:45375|issue:45478", + "issue:44188|issue:46851" + ], + "prepared_review_unit_hash": "bdcf6ab459cc4fb1fe5e157a7eac26c5957ca8bf05f27b16dab2c60156fedd1d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36830, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A grab bag of mostly unrelated Transformers v5 regression tickets and model-specific bugs. The soft-similarity pairs share broad themes, but none look like the same concrete defect or mergeable PR.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43646 is the broadest, most representative user-facing v5 regression in the set; it captures the cluster\u2019s general theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44623 is a clean, concrete API regression report and a strong representative issue for this cluster of save/load failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different failures: ZeRO/from_pretrained initialization vs duplicate optimizer stepping under deepspeed." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM 3 area, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated bugs: Windows/ROCm import dependency issue vs RT-DETR forward shape mismatch." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading failure and accuracy regression are different code-paths and different symptoms." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are stale warning complaints, but they concern different configs and different warnings." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache return-type bug vs LlamaConfig validation; not the same defect." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Second-forward crash in GlmMoeDsa and Gemma fine-tuning token IDs are distinct issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile does not match a Gemma pipeline roundtrip issue." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API rejection is a different bug from the Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Gemma roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Compile-time attention divergence vs cache lazy initialization recompilation are different mechanisms." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash and flash-attention s_aux=None AttributeError are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support error has nothing to do with missing chat templates." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation handling and cache seq-length tensor arithmetic are separate bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM 3 decoder construction and MaskGenerationPipeline batching are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and performance slowdown after upgrade are different regressions." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Bad results from AutoModel/pipeline and missing vision backend detection are not the same failure." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Related save_pretrained area, but tokenizer_class metadata mismatch is distinct from missing processor files." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file loss and double optimizer stepping are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention crash on Ministral-3 and empty-list chat template IndexError are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM 3 vision output field and trust_remote_code config field loss are not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized saving failure and GGUF loading failure are separate model I/O problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import error and Sentence Transformers hanging on load are different issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing strict config field and a v5.4.0 from_pretrained failure on Qwen3.5 Moe are related by model family only, not the same defect." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to variable-length position_ids handling in Qwen3.5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 46, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43525", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:43475|issue:46821", + "issue:43232|issue:43673", + "issue:44964|issue:45137", + "issue:44869|issue:45356", + "issue:39692|issue:46726", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:46463|issue:46877", + "issue:43986|issue:46726", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:43723|issue:46326", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:43784|issue:46399", + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:42673|issue:43704", + "issue:44222|issue:45310" + ], + "prepared_review_unit_hash": "0c85474418513c5ce5392c069bbcd55e32e03b6cb1d34b9716bb1ffc20d2f5e4", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36406, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; only the Qwen3ForCausalLM VRAM leak reports are a clear duplicate. Most other soft matches are broad similarity matches around imports, tokenizers, or generation APIs but describe different concrete failures and should not be merged.", + "confidence": 0.87, + "canonical_issue_reason": "issue:42673 is the clearest canonical report: it is a concrete, well-scoped VRAM leak bug and is an exact duplicate of issue:43704 by title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue to anchor the cluster because it is the only exact duplicate pair here and has the fuller discussion/activity footprint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different models and different AttributeErrors; no evidence they share the same code path." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is about sync_gpus/_update_model_kwargs and the other about chunked_prefill cache handling; not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated failures: model loading for Phi-4-multimodal versus a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different models and different failure modes; not duplicate evidence." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "One is a SigLIP2 doc example/model-processor mismatch; the other is an AutoProcessor backend-missing error." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import problems, but for different symbols/modules; too broad to be the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Likely related Qwen3.5/Moe loading issues, but one is a generic from_pretrained error and the other is a specific missing config field; not enough to treat as the same bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "A decoder-input validation error and an auto_docstring import-time logging issue are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Video AutoProcessor missing torchvision handling is unrelated to the SigLIP2 documentation/quantization issue." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring mismatch versus a Qwen3.5 variable-length input runtime bug; different problem domains." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report versus a specific gemma-4 ZeRO3 loading issue; no concrete overlap." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility bug and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior with mistral_common are distinct failures." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-initialization compatibility are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache handling and attention-kernel divergence under torch.compile are separate code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel wrong outputs are different issues." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are not the same defect." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration crash are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3.5 infinite-loop image bug are different failures." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss versus auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE and auto_docstring import-time logging are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different public APIs and likely different fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate public API regressions." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma pipeline roundtrip bug and DiffusionGemmaGenerationOutput pipeline failure are related only by model family, not by exact bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex crash and auto_docstring future-annotations crash are unrelated AttributeErrors." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype drift in evaluation and a ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen MoE variants and different symptoms; too broad to be the same concrete issue." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same VRAM leak symptom for Qwen3ForCausalLM in multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained bug and Qwen3.5 MoE from_pretrained error are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical choice is supported by the exact title duplicate between issue:42673 and issue:43704, and the rest of the soft-edge rejections stay appropriately cautious given only loose topical similarity in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 47, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:42994|issue:43824", + "issue:42831|issue:44222", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:44625|issue:46877", + "issue:39692|issue:46909", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:27957|issue:30333", + "issue:42898|issue:43295" + ], + "prepared_review_unit_hash": "fe9d2f6a32e86493f00c96374aef8e26a13b0c13aeea3bd0f7be527e8dbab173", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: tokenizer regressions, multimodal/model-loading bugs, training/runtime issues, docs problems, and packaging/import failures. None of the soft pairs look like the same underlying bug or change, so no duplicate merge is warranted.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure vs missing Qwen2_5_VLForConditionalGeneration import; unrelated bugs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 vs FP8 save_pretrained failure for MoE; different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained preset loading bug vs pytest-xdist file race; unrelated subsystems." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Captured_info.txt race in tests vs stale auto_mappings config references; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug vs janus image generation test failure; not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in install extra vs nonexistent image_utils import; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config error vs test file race; no overlap beyond being closed issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs image_utils import problem; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT minimum version bump vs auto_docstring stdout diagnostics; different maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs vs OOM with Adafactor/Deepspeed; both training-related but distinct bugs." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformers loading stall vs embedding resize/reinit bug; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior vs missing BOS/EOS on add_special_tokens." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue vs leftover dummy classes in repo checks; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Phi4 multimodal config default initialization vs VideoPrism output field mix-up; different model families and bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor.save_pretrained files vs Qwen3.5 MoE from_pretrained error; not the same defect." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction bug vs partial-batch pipeline bookkeeping bug; unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak with multiple dataloader threads vs FA2 long-context performance regression; different symptoms and causes." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup spacing and the other is wrong Granite token IDs; distinct bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default handling vs Whisper word timestamp decode crash; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer v5 loading issue vs add_special_tokens BOS/EOS regression; same area, different concrete behavior." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs docs parameter name mismatch; unrelated documentation problems." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs docstring lint stdout noise; different areas." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "SigLIP2 example with model/processor mismatch vs DIA doc example broken; both docs, but not the same example or bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Two tokenizer regressions, but different models and symptoms; not mergeable as one fix." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults vs ModelOutput key assignment bug; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import error in sentence-transformers due to missing nn vs missing Qwen2_5_VLForConditionalGeneration import; unrelated imports." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash vs auto_docstring future-annotations crash; different code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper in GLM46V processor vs InternVL2 meta-init incompatibility; different multimodal loading bugs." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "FA2 support for XLMRoberta vs MLflow reporting after failed training; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup regression vs processor.tokenizer/image handling regression; different API breakages." + } + ] + }, + "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": 24, + "review_unit_index": 48, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43122", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46614", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:42796|issue:43723", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44190|issue:46082" + ], + "prepared_review_unit_hash": "8b732b145c35d938a68f826195219ac2eaeab777e7ce84f2ef40ab78c27897e1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35832, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose semantic cluster of unrelated Transformers issues; most are model-, tokenizer-, config-, or tooling-specific regressions that only share generic language around imports, loading, or v5 behavior. No soft pair looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43723 is the closest thing to a cluster center because it is a broad core-loading regression report ('AutoTokenizer.from_pretrained in v5') rather than a very narrow model-specific or documentation-only bug. That said, the cluster does not contain a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the most generally reusable representative among these reports; it targets a common API path and is easier to triage as a canonical reference than the narrower, more specialized issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different models and different failure modes: vitpose model breakage vs Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated subsystems: MLflow job-finalization reporting vs Llama 3.2 vision model loading regression." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete bugs differ: global clean_up_tokenization_spaces behavior vs Kimi-K2.5 codec/warning handling." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "No shared code-path problem: position_ids buffer access vs optimizer stepping twice under deepspeed." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both involve example scripts, but they are different scripts and different bugs (multi-label classification output vs local dataset loading)." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Release/version requirement mismatch is unrelated to dummy class cleanup in dummy_pt_objects.py." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Different training-stack issues: MLflow reporting on failure vs CustomTrainer compute_loss signature change." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is a missing PyTorch dependency." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is tokenizer config metadata mismatch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer behavior bug and documentation typo are not the same underlying change." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Same general model family, but different concrete bugs: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different issues in different code paths: Pegasus output regression vs AttentionInterface registration semantics." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports/dummy objects, but one is a missing import from image_utils and the other is stale dummy class leakage." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE-marker handling and the other is loading AutoTokenizer in v5; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Numerical discrepancy reports, but they concern different attention mechanisms and different root causes." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy loss from FineGrainedFP8 is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and double optimizer steps are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both involve saving models, but one is FP8 MoE save_pretrained behavior and the other is a question about shard size defaults." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization with None and non-persistent buffer junk are different bugs in different mechanisms." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "An API behavior change in AttentionInterface is too broad to be the same as a specific model accuracy regression." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction and GLM-5 RoPE implementation are not the same code-path problem." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages: transformers vs huggingface_hub." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save-pretrained metadata mismatch is not the same bug as a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related regressions, but they are distinct: PretrainedConfig type checking vs LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation issue are different failure modes." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Phonemizer backend state bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Repeated pair; still not the same underlying bug: FP8 MoE save_pretrained vs shard-size default question." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression across versions is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example-script dataset loading bug and LlamaConfig validation bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 49, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43644", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46909" + ], + "soft_pairs": [ + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:43475|issue:46305", + "issue:30990|issue:38175", + "issue:46305|issue:46655", + "issue:46209|issue:46431", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:45092|issue:45357", + "issue:44263|issue:44373", + "issue:42907|issue:46050", + "issue:46369|issue:46909", + "issue:42831|issue:45310", + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:41628|issue:43824", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:44188|issue:44373" + ], + "prepared_review_unit_hash": "575e796a5ce885d4f52d7a68e154c1651e7f6e54943ef425f6cd43ec26a7664b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35956, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, quantization, cache, attention, and documentation issues across different models and code paths. None of the soft-linked pairs look like the same underlying bug, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are unrelated enough that the soft links appear to be false positives rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate: none of these issues is a clear representative of a duplicate group, since the cluster does not cohere around one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: a torch.split/indexer issue versus a remote-code/meta-initialization compatibility issue." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Unrelated code paths: generation kwargs after sync_gpus versus cache max_cache_length handling." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation internals and a Kosmos2.5 OCR index error are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different models and failures: missing SAM3 vision encoder attribute versus MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Both are model-related, but one is loading hang and the other is zero probabilities in a different model." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the specific off-by-one mask bug and padding-calculation bug are different." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to missing chat template support in a processor." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Different serialization problems: reading position_ids after buffer registration versus save_pretrained missing files." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Completely different logic errors: torch.split return values versus a missing ReLU in a DSA indexer." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: meta-init incompatibility for InternVL2 versus wrong visual encoder keys on Qwen3.5 save_pretrained." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexing bug versus a docstring typo; not the same underlying issue." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load of quantized models, but they affect different quantization paths and failure modes." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "A SAM3 LiteText memory overflow is unrelated to a broken documentation example for DIA." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 zero probabilities versus Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are sequence-positioning bugs, but they occur in different models and mechanics; not the same code-path issue." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "An API request acceptance issue and a Gemma4Processor attribute error are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue and a padding performance issue are not duplicates." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Importing transformers.onnx and XLMRoberta Flash Attention 2 are unrelated problems." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both involve training quality, but one is Flash Attention 3 degeneracy and the other is NaNs after checkout/init; different causes." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to a streaming mask off-by-one bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "A missing rms_norm_eps in MLA layernorm is not the same as a remote-code/meta-init incompatibility." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different failures in different models: SigLIP2 zero probabilities versus Qwen3-VL-Moe bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A model-type/config mismatch warning and a missing text-encoder weight load are related only by SAM3 naming, not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and an infinite loop on a specific Qwen3.5 image are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing module import and tokenizer spacing behavior are different classes of issues." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but offset_mapping and add_special_tokens/BOS-EOS handling are distinct." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are separate tokenizer issues." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and a Sentence Transformers load hang are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline cache loading and quantized model saving are different subsystems and bugs." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring issue for position_ids." + } + ] + }, + "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": 24, + "review_unit_index": 50, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46369", + "issue:46762", + "issue:46909" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:46172|issue:46762", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:22355|issue:29159" + ], + "prepared_review_unit_hash": "56c0662aa75d428e617159bf550e359392fa0a9efef0e79dbb663c839f1b2ca0", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36467, + "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 set of unrelated Transformers regressions across imports, tokenizers, generation, multimodal, and model-specific paths. None of the soft pairs look like true duplicates of the same underlying bug/change, so I would keep them separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45278 is the broadest and most representative triage anchor here: it captures a widespread import-regression theme, while the other issues are narrower model- or API-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue representative because it is the most umbrella-like user-facing regression and can serve as the cluster's main reference point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import failures, but one is a specific missing symbol from huggingface_hub and the other is a broad v5 import-regression report; not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3 problems: a model-type/config warning versus a memory overflow when loading sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg handling and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Ministral BPE-marker bug and the other is a version-to-version tokenization change; different root causes." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and a DIA documentation example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to a broken documentation example." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang and a MacOS bus error in CLIP are different failure modes and likely different fixes." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model saving and pipeline-parallel LLM output corruption are distinct runtime paths." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to loading Phi-4 multimodal instruct." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "A tokenizer offset-mapping bug is not the same as an inability to load a specific model." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and pipeline-parallel output correctness are different issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and tokenizer_config class mismatches are separate save/load bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI env command and an import-time NameError in sentence-transformers are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings API guidance and a torch.split return-value issue in GlmMoeDsaIndexer do not share a code path." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different model implementation bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model-saving failure and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-V4 dtype/transpose behavior and Minimax MSA numerical differences are different attention/math issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers and stale auto_mappings entries for Sam3LiteText configs are separate breakages." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific AutoImageProcessor import error is not the same underlying bug as a broad set of import errors after upgrade." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback behavior and AutoProcessor cached_file kwarg propagation are different failure points." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong tokenizer offset mappings and zero assistant masks in multimodal templates are distinct tokenizer/template bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs and apply_chat_template tool-call crashes are different API paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both touch SAM3, but one is a config/model-type mismatch warning and the other is a missing attribute in vision encoder output." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Version-related tokenization differences and multimodal assistant-mask generation are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are unrelated model internals." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading and tokenizer_class metadata mismatches are separate problems." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 51, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:43116|issue:45200", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43116|issue:43493", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:44610|issue:46909", + "issue:45083|issue:45446" + ], + "prepared_review_unit_hash": "338db466e34638615685215b17b2d4de5638929da9506f33cf99ecb37434693c", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35707, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs mostly share broad themes like tokenizers, imports, or Qwen3.5, but they do not look like the same concrete bug/change. I would not collapse any of the provided soft edges.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 save/load behavior, but one is a bad save_pretrained checkpoint and the other is a from_pretrained load error for Qwen3.5-MoE; different failing paths." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-VL-Moe bug vs a position_ids buffer access error." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different models and different code paths (offset mapping vs phonemizer backend state)." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad MoE area, but one is a Qwen3-VL-Moe issue and the other is FP8 save_pretrained behavior; not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different features: example script multi-label outputs vs Gemma 4 text-only fine-tuning defaults." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different models and different symptoms." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is an eval-time dtype change, the other is incorrect output under pipeline parallelism; no shared concrete failure." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and classification example output failure are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different removed/renamed symbols and unrelated call sites." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package/backend install coverage and Python 3.14 load failure are different problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3.5 image infinite-loop bug are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention kernel divergence is unrelated to a padding performance issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a docs parameter-name mismatch; the other is import-time lint output pollution." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "A bad GenerationConfig validation report is not the same as a RoPE implementation discussion." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "v5 tokenization cleanup changes and stale phonemizer language state are different bugs." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific layer_type_validation import failure is not the same as a broad report of many import errors after upgrade." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression and NaNs in classification heads are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support problem and a PyTorch version check bug are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but they describe different models and different load-time failures." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification script output bug and SigLIP2 discrepancy are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak with multiple dataloader threads is unrelated to dtype mismatch failures in CI." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is about wrong visual encoder keys on save_pretrained and the other is a from_pretrained error for MoE." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter mismatch are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are different bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-length helper behavior and an AuxRequest version-check bug do not share the same code path." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 backend settings and a missing image-processor method are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor/model input-size mismatch and a broken documentation example are 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": 1, + "component_count": 24, + "review_unit_index": 52, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:43992|issue:44704", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:44263|issue:46762", + "issue:45092|issue:46762", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44410|issue:45310", + "issue:45341|issue:45561" + ], + "prepared_review_unit_hash": "006f4f682d2a7883f21740a0443b5fb3ee352aa2f4d7b71ebaddb1c1d5c5e224", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35814, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity group of mostly unrelated Transformers v5 issues (tokenizers, generation, attention backends, model loading, and testing utils). None of the soft pairs look like the same underlying bug or change, so no duplicate merges should be made.", + "confidence": 0.91, + "canonical_issue_reason": "No pair is close enough to be a true duplicate; if one issue must be kept as the anchor, issue 42673 is one of the clearer, well-scoped runtime bugs in the set, but it is not actually representative of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42673 is the strongest standalone issue in the cluster: concrete repro, clear impact (VRAM leak), and good discussion activity. Still, it is not a duplicate target for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer-argument bug vs trainer post-train/evaluate failure; different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field bugs, but for different models and different output objects; not the same concrete fix." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label result bug vs pipeline translation error-message issue; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression vs accuracy regression on a specific model; too broad and not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing weight in UMT5 encoder loading vs AutoProcessor kwargs forwarding; different loading layers." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Phonemizer backend cache bug vs empty-list chat template IndexError; unrelated features." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GLM-MoE stale indexer cache crash vs Swin2SR padding overrun; different subsystems." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request for GPT-2 flash-attn support vs a generic flash-attention issue; not the same change." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return handling in one model vs numerical-difference attention discrepancy in another; different bugs." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code/meta-init incompatibility vs attention numerical mismatch; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline API vs PyTorch version check in flex_attention; unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading while the other is offset_mapping for Qwen3; not the same concrete issue." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption vs generation cache missing during chunked prefill; different training/inference paths." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose breakage vs Ministral flash-attention failure; unrelated models and failures." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3 loading vs BPE-marker tokenizer bug; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale num_return_sequences warning; different generation bugs." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked-prefill cache regression vs sequence feature extractor padding performance issue; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init arg during meta-init vs PretrainedConfig type-checking breakage; both v5-related but distinct." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in dataloader-thread usage vs incorrect video padding; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage vs empty-list chat template crash; different APIs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump problem vs PyTorch version gate bug; not duplicates." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling vs flash_attention sink-less AttributeError; different code paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "State serialization inconsistency vs NaNs after checkout/init; not the same underlying bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT-2 attention scaling ignored vs Gemma4 bidirectional mask bug; same area, different fix." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs DeepSeek tokenizer regression; both tokenizer issues but different models and likely different root causes." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig vs flash-attention generation failure in Qwen3.5; too different to merge." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3next projections vs Qwen3.5 MoE from_pretrained error; related family but not the same bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Generic testing_utils bug vs xdist race on captured_info.txt; distinct defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 53, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "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:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46894" + ], + "soft_pairs": [ + "issue:45071|issue:46512", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:38617|issue:41628", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:44261|issue:46762", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43208|issue:46894", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:44483|issue:45464", + "issue:43097|issue:44493" + ], + "prepared_review_unit_hash": "4997c7059ed1f3d85210be100889bc1d0af1dba4eaef60f4f0ec4c098ae84087", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35357, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is dominated by superficially similar Transformers bug reports, but the soft pairs mostly describe different failure modes, models, or code paths. I found no convincing duplicates to merge.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config/type handling, but one is about PreTrainedConfig type checking in v5.4 while the other is about dtype state after from_config; different bugs and fixes." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utility doc/behavior bug versus a SequenceFeatureExtractor.pad performance issue; no shared code-path problem." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One reports wrong batched video processor output shape, the other a missing torchvision dependency crash in AutoProcessor loading; different failure modes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash Attention 3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are unrelated defects." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling versus a Mistral regex patch crash; both touch loading, but not the same underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-class warning for SAM3 tracker/video mismatch is unrelated to a MobileLLM key error on load." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug do not describe the same change or code path." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression versus a noisy logging message; no shared defect." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and a padding performance issue are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and an unsupported backend mapping error are not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size default behavior and a Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig handling versus missing model_type config.json loading are distinct code paths." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision behavior are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug and FP8 inference failure on B200 are different subsystems." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "One is a config epsilon mismatch causing precision drift; the other is a numerical difference in Minimax attention implementation." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "API settings guidance versus trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error are different model-loading/model-definition problems." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import and broad import errors after upgrade are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import-name regression and a fbank feature extraction bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and duplicated optimizer.step under deepspeed are different optimizer issues." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug do not share the same code path." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenization changes in v5, but one is wrong decoder type and the other is differing tokenization output; too broad to be the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value bug in an indexer is not the same as a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic chat/completions request rejection and streaming inference failure on a specific Qwen model are different endpoint/model issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are unrelated regression symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 54, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46752", + "issue:46897" + ], + "soft_pairs": [ + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:42222|issue:45542", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:44038|issue:44410", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:43208|issue:46897", + "issue:43064|issue:44315", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752" + ], + "prepared_review_unit_hash": "4a037742314b2ec4c5d3b65ff19ca9ffa70189e2b9fb2410235d7bf1503aa61a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37634, + "estimated_input_tokens": 9409, + "estimated_eval_tokens": 19074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of superficially similar Transformers regressions (imports, model loading, multimodal processors, training bugs) rather than one duplicate bug. I would not merge any of the soft-edge pairs.", + "confidence": 0.2, + "canonical_issue_reason": "No single canonical issue stands out: the items span different code paths and bug classes, so they do not collapse into one underlying defect.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:43986 is the clearest representative user-facing regression here: a specific crash in AutoProcessor video-model loading with a clear dependency-triggered code path.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Different bugs: missing GenerationMixin cache in chunked prefill vs a testing_utils issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3next, but one is a weight-shape loading mismatch and the other is missing layer projections; not the same defect." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and a TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking in PretrainedConfig is unrelated to the TensorFlow backend import issue." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated issues: save_pretrained shard size question vs Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is XLM-RoBERTa support and the other is a model that explicitly does not support it; not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model-specific bugs: missing image-patch helper vs MLA RMS norm epsilon precision issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek/GLM internals and different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU complaint is unrelated to the DeepSeek-V4 tensor transpose bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL related, but the concrete problems differ: loading shape mismatch vs a broader version-specific failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but one is unsupported inference in Ministral-3 and the other is degenerate training with flash_attention_3." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time bfloat16 warning is not the same bug as BLIP2 dtype remaining float32." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removal of a config helper and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are different issues." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor video loading crash is unrelated to testing_utils." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm epsilon precision issue and GLM-5 RoPE implementation are different model bugs." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop generation on one image is not the same as memory overflow in sam3-litetext." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and physical-intelligence/fast loading failure are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and testing_utils bug are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related failures with different failing functions and symptoms." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE remote-vs-native divergence is broader and different from a specific DeepSeek-V4 tensor operation bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config removal and flash_attention.py crashing on s_aux=None are different defects." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is missing attention projections and the other is a config field dropped by @strict." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash and mistral_common ReasoningEffort import error are different dependency regressions." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe failure and qwen3next missing projections are different problems." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "tie_embeddings removal and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different symbols from different packages and likely different fixes." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training bugs and Florence2 training-loss double-shift bug are unrelated model-specific defects." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT is a different training bug from Liger Kernel not being applied with model_init." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but padding calculation and num_frames semantics are different bugs." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template crashing on an empty list 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": 24, + "review_unit_index": 55, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "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:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:38617|issue:44351", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43352|issue:43976", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:36683|issue:43582", + "issue:44222|issue:45478", + "issue:44380|issue:45479", + "issue:42175|issue:46365" + ], + "prepared_review_unit_hash": "af5f51156187654a82a7fbf1026deda301e41dc09182979d8fb7589f925a5de3", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37413, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are distinct bug reports across unrelated subsystems, and none of the soft-similarity pairs look like safe duplicates. If a single issue must anchor the cluster, the quantization/offloading report is the most active and broadly representative, but only weakly so.", + "confidence": 0.27, + "canonical_issue_reason": "issue:43873 has the strongest discussion signal and inbound references, and it is a broad, actively reported runtime problem that can serve as the least-bad anchor for this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is open, well-discussed, and thematically broad compared with the other items, so it is the most suitable representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek, but one is a tensor dtype/transpose bug and the other is an accuracy regression after a version upgrade; different code paths and failure modes." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test due to missing seeding and a noisy logging message are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "One is an AddedToken keyword conflict, the other is a tokenizer-mapping None assumption; different tokenizer bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed v5 config API and a quantization/offloading bug are not the same underlying issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different parts of the package." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch warning on bfloat16 compilation and a TimesFM AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback logic and a pipeline failure for DiffusionGemmaGenerationOutput are different problems." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and a missing embed token weight during UMT5 loading are distinct loader bugs." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluate-after-train failure and an import conflict with datasets are different failure modes." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and an auto-docstring crash from future annotations are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Both involve backend/runtime behavior, but one ignores attention scaling while the other causes recompilation from cache lazy init." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and an invalid tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A missing torchvision dependency path and a notebook syntax error are not duplicates." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and an infinite loop on a specific Qwen3_5 image are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "A model-save bug and a pipeline serialization bug both touch saving, but they are different object types and code paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An error-message wording issue for pipeline translation support is unrelated to pipeline save_pretrained behavior." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A warning about bfloat16 precision and a Bamba torch.compile SDPA failure are not the same bug." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes and a noisy logging message are unrelated repository hygiene issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings affecting different config fields; not the same underlying defect." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs for small models and a Bamba compile/SDPA failure are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "A model-specific Flash Attention limitation and a Python-version compatibility issue are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weights on load and a question about default shard size are not duplicates." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention/backends, but one is a model support limitation and the other is backend behavior ignoring a config parameter." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not clearly match the same bug." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor operation bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed API and a noisy log message are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure and a Trainer import conflict are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling being ignored and AttentionInterface.register changing registered-function behavior are different attention-stack issues." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and a Trainer import conflict are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "A missing config attribute and an Apple Silicon TypeError in allocator warmup are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/Qwen, but one is about FP8 save_pretrained and the other is a from_pretrained error; different code paths." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Backend attention scaling and a zero-loss classification bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Missing TensorFlow in a torch extra install and a Trainer import conflict after uninstalling datasets are unrelated dependency issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 56, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46369", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:43208|issue:43526", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:42994|issue:44655", + "issue:44038|issue:44230", + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:44483|issue:46369", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:43208|issue:46829", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43010|issue:45278", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "e37a7c797ff02933efcd1997fa3faa02326cd30db4b822d8ab7f6bd1320f3c3a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37304, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports. The only likely duplicate soft edge is the CLIP v5 regression around missing vision-model outputs; the rest differ in model, API surface, or failure mode.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43761 is the clearest representative of the CLIP regression: it names the exact code path (`CLIPVisionModel.forward`) and the missing output behavior under `output_hidden_states=True`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the best single issue to anchor this small CLIP duplicate cluster because it is specific, reproducible, and points to the concrete forward-path regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages (`huggingface_hub` vs `transformers`); not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different failures: distributed optimizer state corruption vs attention scaling being ignored in specific backends." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Both mention warnings, but one is a path-loading import warning and the other is a PyTorch precision warning during compile." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is an API request validation problem; the other is a chat-template crash on batched input." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression vs GPT-2 attention scaling behavior; different model families and code paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/load paths: missing `layer_type_validation` export vs local-files-only network requests." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a Smollm3 layer-selection bug and the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression in output assembly: missing vision-model outputs/fields in forward pass." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Different save_pretrained failures affecting different object types (quantized models vs Pipeline objects)." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a v5/Qwen3-VL-Moe bug report and the other is fp8 inference support; not the same concrete issue." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "One is a Qwen3VL-Moe loading regression, the other is a load failure when state_dict keys are sorted; insufficiently specific and likely different causes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different removed symbols from different dependencies." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs inability to import Trainer due to a datasets conflict." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize bug vs Gemma4 attention-mask construction bug; different behaviors and fixes." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat-completions request rejection and SAM memory overflow are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model-loading/base_model_prefix regression vs Pipeline save_pretrained failure; different code paths." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unsupported Flash Attention for Nemotron vs invalid GenerationConfig for GLM-5; different errors." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different attribute-missing bugs in different models (Gemma3Config vs SAM3 vision output)." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Running compiled Python files failing is unrelated to auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving/loading, but one is pipeline serialization and the other is quantized-model roundtrip corruption." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute bug and `patchtsmixer` post_init validation are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version/platform compatibility complaints, but for different Python versions and failure modes." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Config propagation for Qwen3.5 is unrelated to Gemma4 attention-mask behavior." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted-state_dict load issue and a Qwen3.5 save_pretrained regression are different problems." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "One is bidirectional-attention mask construction, the other is Llama head_dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression vs Qwen3.5 checkpoint saving corruption; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute bugs in different model configs." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers vs VideoPrism output field mix-up are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation/attribute issues, but for different models and fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generation UnboundLocalError and tensor-parallel training bug are different subsystems and failure modes." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/no_grad decorator issue and broad import-error report after upgrade are not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer state bug vs cache-strategy typo; no underlying overlap." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are generally conservative. The one accepted CLIP pair is plausibly the same forward-output regression family, while the rest are appropriately rejected as different bugs, APIs, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 57, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43867|issue:45375", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "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:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43824|issue:46617" + ], + "prepared_review_unit_hash": "2d16ee41972670553f1fd024548f0369a5326a8ea7df7ffb9442b28708358566", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36078, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports centered on loading/import/version-regression issues. None of the soft pairs look like true duplicates, so I reject all of them.", + "confidence": 0.77, + "canonical_issue_reason": "issue:33453 is the broadest representative of the cluster\u2019s recurring loading-regression theme (tokenizer/model reload problems under newer versions).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the most generic and representative issue title here, making it the best anchor for a heterogeneous loading-regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different missing-field/load failures (UMT5 encoder weight vs Qwen3.5 MoE from_pretrained)." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a Trainer import failure involving datasets." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug is a different code path from tokenizer-loading regression." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is Python 3.14 import failure and the other is PretrainedConfig type checking; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-Python-file errors are unrelated to the DebertaV2 Python 3.13 torch.jit.script parsing issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict sorting load error and Gemma pipeline roundtrip failure are different problems." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to the FSDP2/PEFT optimizer-state bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is seed flakiness and the other is an xdist file race; different root causes." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load error does not match the missing vision-config field issue." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "No_grad decoration on cache/layer updates is unrelated to the broad 'breaks too many models' report." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star cleanup/performance work is not the same as intermittent slow import reports." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP-related OOM on model load are distinct failures." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decoration issue is unrelated to the Python version compatibility problem." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init validation are unrelated model-specific issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict ordering load failure is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "These are separate Qwen/encoder loading errors with different missing data and models." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency import error is not a tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but one is missing attentions assignment and the other is class-structure drift; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to loading Phi-4 multimodal model." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test seed flakiness and GraniteSpeech stale device override are different CI issues." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed-setting test failures are unrelated to stale auto_mappings references." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior in v5 is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline loading making API requests is unrelated to AddedToken special-argument duplication." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are load-related regressions, but one is tokenizer loading and the other is checkpoint reload after upgrade; not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug is unrelated to missing tensor-parallel plan metadata." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VL import and trust_remote_code cache FileNotFoundError are different failure modes." + } + ] + }, + "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": 24, + "review_unit_index": 58, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:44387|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:42548|issue:44351", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44315|issue:46209", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "65c17b629c68a2a1a31d9f5f28fc5ba1c024e37d8b1b9f7dd55b556668343960", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 37993, + "estimated_input_tokens": 9499, + "estimated_eval_tokens": 19254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes unrelated bug reports, import errors, docs issues, and model-specific regressions. I found no soft pair that is clearly the same underlying issue/change, so all candidate duplicates are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43576 is the closest thing to a center only because it appears in multiple weak similarity links, but it is still a specific v5 CLI regression and not a strong canonical for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the least-bad representative among the set due to repeated soft matches, but the cluster is too mixed for it to be a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 breakage, but one is an int4 quantization memory/OOM regression and the other is a checkpoint reload incompatibility; different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API calls and GLM RoPE implementation are unrelated bugs." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "One is a missing image-processor method causing token accounting failure; the other is a cache FileNotFoundError for trust_remote_code loading." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken env command and an AttentionInterface.register behavior change are different features and failure modes." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad decoration and Sam3PixelDecoder's dummy Conv2d are unrelated changes." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tokenizer loading regressions." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-Moe-related, but tensor-parallel plan omission and from_pretrained loading failure are distinct issues." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and data filtering slowdown after upgrade are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and a missing vision-config field are different model/config problems." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformers loading hang and forward() doc confusion are unrelated." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "A video num_frames semantic inconsistency and an AutoProcessor backend-missing error are different problems." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache code, but one is about no_grad on update() and the other about sync_gpus handling in _update_model_kwargs_for_generation." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network behavior and an unrelated 'racoon' issue do not match." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "API requests despite local_files_only and FP8 save_pretrained are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and 'racoon' are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different symbols; no evidence of a single underlying export breakage." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Failed-job MLflow reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL-Moe loading regression and generic v4.57-to-v5 reload failure are not the same concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generate() UnboundLocalError and forward() documentation confusion are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and PretrainedConfig type checking are different issues." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading regression are separate loading failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol import and broken transformers env CLI are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application in model_init and a ReLU omission in DSA indexer are different code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL export are unrelated import/CLI problems." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap between 'racoon' and Gemma-4 audio positional encoding." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and 'racoon' are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different issues." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video attribute error and trust_remote_code cache FileNotFoundError are unrelated loading bugs." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but kwargs passthrough and attention-interface usage are distinct concrete problems." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init behavior and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained on moe and FP8 inference support for qwen3-vl/qwen3.5 moe are different tasks." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import PreTrainedModel are separate export/import failures." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and video num_frames semantics 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": 24, + "review_unit_index": 59, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44230|issue:46095", + "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:44492|issue:46328", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "5e4ec899703165fccb37dfc89d93b283cc8bd5c10849e2030f40c0066010a6e1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39106, + "estimated_input_tokens": 9777, + "estimated_eval_tokens": 19810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: most items are unrelated model-specific bugs, import/load regressions, or version-mismatch reports. I found no strong duplicate pairs worth merging.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45850 is the broadest and most central report in the set, capturing the general \"v5 breaks many models\" regression theme that several other reports loosely orbit.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best single representative issue for this noisy cluster, but it is still very vague and not a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression vs a cache-strategy typo; related vocabulary only, not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs broad v5 breakage complaint; different symptoms and likely different code paths." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading problem vs TensorBoard/TensorFlow backend import error; different subsystems." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor.save_pretrained file-loss bug vs a generic bug report with no matching failure mode." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer discussion vs SmolVLM video num_frames semantics; unrelated topics." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import behavior, but one is lazy loading and the other is unsafe sys.modules access; not the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-family failures: one is a Qwen3-VL-Moe bug, the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issue vs PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but one is a bbox-output problem and the other is an infinite-loop-on-image bug; different concrete failures." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * usage vs missing GenerationMixin cache in chunked_prefill; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env command vs checkpoint reload regression after upgrade; different features." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Model-specific missing pad_token_id vs broad v5 breakage report; not a single concrete duplicate." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Model-specific missing pad_token_idx vs broad v5 breakage report; too vague to be the same bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/load problems, but one is general checkpoint reload failure and the other is remote-code/meta-init incompatibility; different causes." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo vs broad v5 regression complaint; not the same underlying issue." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade vs broad \"too many models break\" report; overlap is too broad to treat as duplicate." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings warning vs cache-strategy typo; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs Liger Kernel not applied with model_init; different bugs." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance regression vs inability to import a specific Qwen3_5 module; shared import wording only." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs weight-conversion-script question; not the same change." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import takes long sometimes vs lazy loading not working properly; related area, but not enough evidence of one concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Integration-test seeding problem vs scheduler kwargs being ignored; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env command issue vs scheduler kwargs regression; no shared code path." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error vs Qwen3-VL bounding-box hallucination; different model issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility report vs Qwen3-VL bbox output bug; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression; different components." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report; no duplicate evidence." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad numpy/list conversion issue; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save vs generic bug report; not a duplicate." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs scheduler kwargs ignored; both mention kwargs, but on different APIs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "General import slowdown vs cannot import HybridCache; similar symptom, different underlying failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance issue vs a small testing_utils bug; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support regression vs broad v5 breakage complaint; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility vs specific module import failure; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox output bug vs Qwen3.5 MoE from_pretrained error; different model paths." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation issue vs tied-weight-key AttributeError; different code paths." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; one is docs, the other is runtime behavior." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy loading issue; different features and failure modes." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application bug vs flash_attention_3 degenerate training; unrelated training/runtime problems." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding calculation; different processors and 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": 24, + "review_unit_index": 60, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45468|issue:46894", + "issue:45230|issue:45310", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43519|issue:43704", + "issue:43298|issue:46095", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:28348|issue:43352", + "issue:44230|issue:44623", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "c1cce356c560ddbc654dc7cad481372648656938855384ae155a73a8614bd05d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39627, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity matches across unrelated Transformer issues; no soft edge is strong enough to treat as a duplicate or same-change pair. The most concrete anchor is the Gemma-4 audio positional encoding report.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45468 is the most concrete and central report in the set, with the strongest tie to other model-specific similarity matches and enough detail to serve as the cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45468 is the clearest actionable standalone bug report in the cluster: specific component, reproducible behavior, and active discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different bugs in different subsystems: DSA indexer/ReLU vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "One is a lazy-loading problem; the other is a scheduler kwarg propagation bug." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different models and failure modes: Gemma-4 audio encoding vs CohereASR training-loss shifting." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "45230 is too generic to prove the same underlying bug as the specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Different code paths: the env command vs an import failure for a specific model class." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated model math issues: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both touch saving-related code, but one is pipeline save_pretrained and the other is tied-weight-key handling." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "No shared code-path; timestamp calculation and scheduler kwargs are separate concerns." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup performance issue vs a VRAM leak in Qwen3ForCausalLM are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same bug as model loading failing for Llama 3.2 Vision." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific bugs with no shared failing code path." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are deepseek-v4 related, but one is gating logic and the other is a tensor transpose issue." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Distinct implementation areas: RoPE math vs audio relative positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings issue and VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Offline-loading network leakage vs Qwen3VL timestamp math are separate bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 breakage complaint does not match a specific Qwen3_5 import error." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and missing processor save files are different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return semantics in a GLM indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "No common underlying code path between Qwen3VL processor math and VRAM leakage." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different change requests." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support for Nemotron and a Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache export and missing Qwen3_5ForCausalLM export are different symbols and likely different causes." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is a broad regression report and the other a specific decoder-type mismatch; not enough to merge." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a vague generic report." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs propagation and a nonsense/unemployment issue are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies does not match the unrelated placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue cannot be matched to a broad complaint about v5 breakages." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat-template tool-call crashing are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading is not the same as the missing layer_type_validation import error." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in a config is unrelated to tied-weight-key attribute handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a config bug, not tied-weight-key crashing." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different support gaps." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL/MoE support request and processor save-pretrained missing files are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder mask bug and slow checkpoint loading are separate issues." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on training failure is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow loading and tensor-parallel training bug are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Model loading performance and documentation confusion are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 and a from_pretrained import error are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching and FP8 support are unrelated feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated implementation 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": 24, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "7b2ee3e371b1e682705c0db04cb2ac808ab613a27f44a96d44451f1400a900a6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1846, + "serialized_chars": 957673, + "estimated_input_tokens": 239419, + "estimated_eval_tokens": 479094 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates of one another; they span unrelated models and bugs (normalization, loss kwargs, tokenizer regex warnings, expert gating, attention interface, etc.). All soft-similarity links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: this set is heterogeneous and does not form a single duplicate bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the items describe different underlying problems in different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a type-hint mistake in ModernBERT config; the other is a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and missing kwargs propagation to loss calculation are different failure modes." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding is unrelated to RoFormer's attention-interface implementation issue." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "These affect different subsystems: Mask2Former loss masking vs tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value and RoFormer attention interface do not describe the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing use of ignore_value is unrelated to a typo in a quantization operation name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function and a wrong type hint in config are separate issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and a quantization-operation typo are unrelated code changes." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm RMS-norm question and ModernBERT norm_eps type hint are different model/config concerns." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT config typing are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 24, + "review_unit_index": 1, + "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": "d8f65d2c36de5313e6a37b644443113be12f49c5d960ecad943626d5e783942c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are about unrelated topics: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word timestamps. This is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the items are unrelated feature requests/questions rather than the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and problems: truncation strategy in tokenization vs extracting word-level time offsets in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: truncation-from-beginning option vs ReduceLROnPlateau-like learning-rate scheduling." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Completely different functionality: LR scheduler behavior vs Wav2Vec2 timestamp offsets; 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": 3, + "component_count": 24, + "review_unit_index": 1, + "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": "d24a3da6d27b5d50861d38c77f2318d4117b66e75fb33b03c6b0e8392d695e49", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates: one is about Tapas tokenization mismatch, one about an authentication/error-message problem for private model downloads, and one about failure to load bert-base-uncased. The only overlap is a broad similarity around model/tokenizer loading, but they describe different failure modes and likely different fixes.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #16618 is the broadest and most user-facing of the three, centered on an actual model-load failure; the others are narrower or about a different subsystem (tokenization vs. auth/error messaging).", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue because it captures the generic model-loading symptom more directly than the others and is the most likely to be reused as a reference point for related load failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a tokenizer/parity issue, while 'Can't load the model for bert-base-uncased' is a model-loading failure; they do not look like the same underlying bug or the same fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about a bad error message when downloading a private model without login, which is an authentication/error-reporting issue, not the same underlying problem as failing to load bert-base-uncased." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "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": "2fe60beceb37ed22a00c474d88661a18e6958a51e66adfd0871a933f0c6f7c4f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They are separate feature requests in the same broad area, so the soft match should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue here; the issues target different features and different code paths (Flash Attention 2 vs GGUF support).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:26350 is the better representative thread only because it has higher discussion activity and more traction, but it is not a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities: Flash Attention 2 architecture support versus GGUF architecture support. Same broad subsystem, but not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 24, + "review_unit_index": 1, + "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": "57a5c0ede16021af9ea9beab905ac8b2bf848d8f9845cd5c4198ab3b267c9f24", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are not true duplicates: the Turkish, Spanish, and Romanian translation requests are separate language-specific issues. The only clear duplicate subgroups are the three identical placeholder i18n template issues, and the two identical Thai-titled issues.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43834 is the oldest of the identical placeholder translation-template issues and is the best representative of that duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the clearest representative of the template-duplicate subgroup; the other concrete language requests are distinct tasks, not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation requests; same i18n theme is too broad to make them duplicates." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish translation request vs generic placeholder translation issue; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Turkish docs translation request is distinct from the placeholder template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian), so separate issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish), so not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is not the same as the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request vs placeholder template issue; too different to merge." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian), so separate tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request vs generic placeholder issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs placeholder template issue; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is separate from the placeholder translation-template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different content entirely; this is a Romanian docs request, not the Thai-titled issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different content entirely; this is a Romanian docs request, not the Thai-titled issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder i18n translation issue; titles/template are effectively identical." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder i18n translation issue; no distinguishing details indicate separate tasks." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "The placeholder translation-template issue and the Thai-titled issue are not the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "The placeholder translation-template issue and the Thai-titled issue are not the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and likely different content; not the same duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder translation-template issue; effectively identical report." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation template vs Thai-titled issue; too different to be duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder translation template vs Thai-titled issue; too different to be duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-language titles/content; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder translation issue vs Thai-titled issue; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-language titles/content; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai-titled issue reports with matching content; likely exact duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles/content; no evidence they describe the same task." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles/content; no evidence they describe the same task." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and grounded in the packet. The three placeholder i18n template issues share the same title and are plausibly the same report cluster, with 43834 correctly chosen as the oldest representative. The Thai-titled pair (46222/46226) has identical titles and matching body lengths, so treating them as duplicates is supported. The language-specific Turkish, Spanish, and Romanian issues are reasonably kept separate based on their distinct titles. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-19", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "05e6e39bd301f2dacf782e016f09d8fe5aff1b805112619e2613f920ec250693", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24673, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24673, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose bag of distinct model-request issues (vision, BERT variants, audio/TTS/ASR, OCR, etc.). The soft edges are title/body similarity only; none look like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "Pick issue 36879 ('Add RF-DETR model') as the cleanest generic model-add request exemplar, but it does not duplicate the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36879 is the most canonical representative of the cluster\u2019s general 'add a model' pattern; the other issues are different models or modalities, so none are better duplicate representatives.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matcher vs MiniCPM3 architecture request: different model families and different implementation surfaces." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2: unrelated model additions, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support: different models and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model: both are model requests, but for different concrete models and code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR vs DEIMv2 are distinct vision model requests, not a duplicate report." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR model vs LFM2.5 Audio 1.5B: different domains and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs weight-sparse transformer: unrelated architectures and change scopes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model vs Qwen3-ASR support: different models and different modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS support: unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR: different model families and different code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer: not the same model or feature." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio 1.5B: unrelated text vs audio model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR model vs NeoBERT: separate model-addition requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT models: both are model additions, but for different architectures." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture vs Qwen3-ASR support: different models and modalities." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs weight-sparse transformer: not the same underlying change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture vs ModernVBERT models: different model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support: unrelated request scopes." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS support: distinct model requests, not duplicates." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR support: different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS: unrelated additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE: related naming, but not the same concrete model or change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS support: different model classes and modalities." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE vs 'Mirko Privitera' is unrelated; the latter is not the same kind of model request." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS support vs Qwen3-ASR support: same product line, but different concrete capabilities and implementation." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs weight-sparse transformer: unrelated code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support vs Voxtral-4B-TTS-2603: both audio-related, but different models and integration work." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support vs DeepSeek-OCR2: different modalities and model families." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support vs LFM2.5 Audio 1.5B: audio-related, but separate model requests with different changes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support vs EUPE: unrelated model types and implementation surfaces." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs weight-sparse transformer: different tasks and code paths." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B vs SAM3-LiteText: different modality and model request." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B vs SWA+sink option for Granite models: one is a new audio model, the other is a model option change." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE: different model families and different changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support vs Voxtral TTS support: both speech-related, but not the same concrete fix." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS support: unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support vs DeepSeek-OCR2: different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE vs TIPSv2: both vision-language related, but distinct model requests and implementation work." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models vs 'Mirko Privitera' are unrelated; this is not the same underlying issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs 'Mirko Privitera' are unrelated; no duplicate relationship." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 24, + "review_unit_index": 1, + "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": "f333b8ca1a15ab91f3cefd8308d79051954f78682ed0de620b154aee06cca1c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster looks spurious: one item is a docs request to add Pruna, while the other is an unrelated Vision RoPE refactor. They do not describe the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the more substantive technical change request; #38740 is a separate documentation enhancement and not a duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and code paths: documentation about adding Pruna versus a Vision RoPE refactor. No evidence they refer to 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": 8, + "component_count": 24, + "review_unit_index": 1, + "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": "f255f8c9c9a1ef2690deab972265aff5696ec2d9dcfdc3b289b0cee396555de5", + "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 are not duplicates: one is about set block decoding, the other is a request for DeepSeek v3.2 support. They describe different product concerns with no shared code-path evidence.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43037 is the more concrete user-facing request (model support), but it is not the same underlying problem as 41084.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the better standalone issue because it is specific and actionable, whereas 41084 is a separate decoding-related topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different subjects: decoding behavior versus adding support for a specific model version. No evidence they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 24, + "review_unit_index": 1, + "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": "51613b6e0dd5e01bad415b5aa4c4a8cf5502db4344edee3ba448717522ef573b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss / FLCE, while the other is a feature request to integrate TiledMLP for lower memory use. They share only the general 'Tiled' naming.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request, but it is not the same underlying problem as 41826.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different components and goals: FLCE flag handling in `from_pretrained()` versus adding TiledMLP for memory reduction. Shared wording is too superficial to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 24, + "review_unit_index": 1, + "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": "ee31896ff54927a65d8f2406812394f94d3c5d2d5ef7acfec3b327720b85a3a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct Trainer-related issues: one about making `remove_unused_column` more customizable, and one about FLOPS estimation for custom trainers. They do not appear to describe the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43598 is the broader, more central Trainer configurability topic and is more likely to serve as the representative issue for this small cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 has the clearer, more general problem statement; #43600 is a narrower metric-estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different problems: one is about `remove_unused_column` behavior/customization, the other about estimating FLOPS for custom trainers. They share the Trainer subsystem but not the same code-path 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": 24, + "review_unit_index": 1, + "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": "80c4bdb724446888f07f1575f267e7723cf865f1791a83fc98d3de194f88ab00", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They involve different model families and different heads/tasks.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical duplicate issue here; 43684 targets Qwen3-Omni registration for generic generation classes, while 44405 targets Qwen3.5 sequence-classification support.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single representative is needed, 43684 is the broader model-registration request, but it should not be treated as the same bug as 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying change requests: Qwen3-Omni AutoModel registration vs Qwen3.5 AutoModelForSequenceClassification support. Different model/config and different task head, so 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": 12, + "component_count": 24, + "review_unit_index": 1, + "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": "7d177203338554097955ce32940d13d2c926ce8450c69998d2a4a5a653bd28ee", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issue 43835 looks unrelated to the three \"huggingface \" reports and should stay separate. Issues 43845, 43846, and 43859 are likely same-title duplicates, but the evidence is thin and mostly title-based; 43845 is the best canonical representative because it is the earliest of that set.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43845 is the earliest of the likely duplicate \"huggingface \" reports and is the best representative of that same-title cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue candidate because it is the earliest among the likely same-title duplicates and has no distinguishing detail against the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body-level evidence tying \"Fett\" to the \"huggingface \" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared concrete bug description." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared concrete bug description." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and similarly sparse bodies; likely the same report despite limited detail." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title with no distinguishing body evidence; likely the same report, though the evidence is weaker than for the nearer pair." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title with no distinguishing body evidence; likely the same report, though the evidence is weaker than for the nearer pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The 43835 rejections are conservative, but the duplicate claims among 43845/43846/43859 are a bit overconfident. All three have the same title, so a duplicate hypothesis is plausible, but the reasons overstate the evidence by citing 'close creation time' for 43859, which is ~10 hours later than 43845/43846. The summary should stay weaker (e.g. 'likely same-title duplicates') unless there is body-level evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "2f060cb42bcf4e21a8e0a01d737d46db95a36545011ce8c2fff3672056b10c5d", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like unrelated low-signal/spam issues rather than true duplicates. A few items share the same placeholder title, but there is no substantive bug or change description tying them together, so all soft duplicate candidates are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44418 is the least obviously spammy and the most representative generic issue title in the set, so it is the best available anchor if a canonical item must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the strongest representative of this cluster because it is at least a plausible issue title, unlike the explicit '' entries and the promotional post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder title, but no body, targets, or code context; identical spam-like titles are not enough to prove the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just '' placeholders with no substantive details, so there is no evidence they report the same bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is explicit spam and the other is a generic documentation suggestion; they do not describe the same problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Explicit spam vs. a promotional-sounding post; no shared underlying issue is evident." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion vs. spam placeholder; no concrete overlap in problem statement." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These are not the same bug/change; one is a documentation suggestion and the other is spam-like filler." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical placeholder titles alone are insufficient; there is no body or code-path evidence that they refer to the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. promotional post; no meaningful shared defect or requested change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No substantive overlap beyond being low-signal issues; they do not appear to be the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 24, + "review_unit_index": 1, + "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": "08dd66447ed965c6d9303865afc0c1c345ed651cd1b87e6447344392718d6fb0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have the same title and very similar bodies, so they appear to be duplicate reports of the same topic. Issue #45145 is the better canonical choice because it already has an inbound reference.", + "confidence": 0.97, + "canonical_issue_reason": "#45145 is the stronger canonical issue because it has the same title/body topic as #45151 and already has an inbound reference, suggesting it is the one others point to.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate for the cluster: it is effectively the same report as #45151 and has slightly more linkage/visibility.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and highly similar issue content; these look like duplicate reports of the same underlying request/topic." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues share the exact same title, have close body lengths, and the packet marks them with soft similarity evidence. Choosing #45145 as canonical because it has an inbound reference is also supported. The soft-edge acceptance is reasonable and conservative enough here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 24, + "review_unit_index": 1, + "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": "2b26e89bc7d4079aedef045ca67b6866847782267f6043561a5072fc507efbf8", + "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": "These two closed issues look like unrelated, content-free entries (personal names plus dates) rather than duplicates of the same bug or request. There is no substantive evidence to cluster them together.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: both issues are unrelated and lack any actionable technical content, body text, or links.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative; both are effectively empty and appear unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names/dates with no body, filenames, targets, or discussion evidence; they do not appear to describe the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 24, + "review_unit_index": 1, + "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": "faffbc0fba5303c8715480b0cfd0719e6e31923bdf4f48d9fa707ed87b5f34d0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both empty, closed, and appear to be unrelated personal-name/date entries rather than duplicate bug reports. There is no substantive evidence that they describe the same problem.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue has any body, references, or technical context; if one must be chosen, #45764 is marginally earlier, but neither is a meaningful canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this cluster is a good canonical because both are content-free and do not describe a reproducible bug or request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity is present (names/dates in titles); there is no indication they refer to 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": 24, + "review_unit_index": 1, + "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": "b67a7a374b9ffdd96acb5e92842760b887c877ab1fd095b4be16c7f55b81ec40", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair is a false positive: one issue requests a new Qwen token-classification/value-model class, while the other asks for FP8 training support. They concern different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more concrete, self-contained request and the better representative item in this pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is specific and actionable; it names an explicit model class and use case, unlike the broader FP8 training request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Not the same underlying bug or feature: token classification/value-model support vs FP8 training support. No shared targets, filenames, or code-path evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 24, + "review_unit_index": 1, + "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": "73c1f85821afe7192a7dcdb304a2cd93bf018c6f859ae27047501f30c7b37b40", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear exact-duplicate issue pairs: 45870/45871 and 45872/45873. The remaining issue 45869 is a different dataset-promo topic, and the cross-pair finance/DataForge matches are only superficial similarity, not the same underlying request.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset bundle promo versus an example/tutorial about financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869/45870; only broad finance wording overlaps, not the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and effectively the same body; this looks like an exact duplicate issue pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but one is an example issue and the other is about a scraping service; not the same concrete request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Superficially related by theme, but the artifacts describe different content and should not be merged." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same mismatch as 45870/45872; shared finance keywords are not enough." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying ask; not the same bug/change." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and body shape; this is an exact duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, so calling them duplicates is reasonable, while 45869 is clearly a different dataset-promo topic. The non-duplicate pair verdicts are also appropriately conservative and do not overclaim beyond the visible evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "review_unit_index": 1, + "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": "e4e34aeac53d1047d98300682262f5f0be0b15872c9ed324ae1901311184b226", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention/Qwen3.5, but they describe different failures: one is an `early_initialization` shape corruption leading to a runtime shape error, the other is a `KeyError: 'linear_attention'` on Qwen3.5. Similar area, but not enough evidence they are the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear duplicate canonical: these look like adjacent static-cache failures in the same subsystem, but the reported exceptions and failure modes differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both concern static cache and linear attention, but one is a shape-corruption/runtime-shape error during early initialization while the other is a `KeyError` for `linear_attention` in Qwen3.5; they do not clearly describe 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": 21, + "component_count": 24, + "review_unit_index": 1, + "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": "63020bee6bdad8e293203edb593e0d68acee2625aadca172fe5466e0e0ab4c88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to be duplicates based on identical titles, equal body length, and a strong soft-similarity signal. The open issue is the better surviving tracker.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is still open and already has inbound references, making it the more useful place to track the bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue overall because it matches the same reported problem and is the open ticket most suitable for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical titles, equal body length, and the provided soft-similarity evidence support these as the same issue. The packet does not include the bodies themselves, so the verdict is based only on the available signals." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is plausible, but the writeup overstates the evidence. The packet shows identical titles, equal body length, and a soft-similarity signal, but it does not provide the issue bodies themselves, so saying the body is identical is not grounded here. Please keep the duplicate verdict more conservative and base it only on the evidence provided." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "review_unit_index": 1, + "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": "990ba39420ca4d8c71453f2aecee17f8980ae58ab5525af3f9feaff26fa457ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different failure modes in training: one is a tensor shape mismatch during object detection training, the other is an out-of-memory problem after several epochs in RT-DETR v2. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue 46657 is the better representative only because it describes a concrete, actionable training error; however, the two issues are not the same bug, so there is no true canonical duplicate here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying symptoms and likely different root causes: tensor size mismatch vs memory exhaustion. They share a training context, but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 24, + "review_unit_index": 1, + "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": "7e6633f17fd2d39078f68984ac61a268a5958cbbf1bb77e98aeca5cfee57629f", + "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 are not duplicates: one is a ZeRO-3/zero.Init partitioning problem causing OOM during multi-GPU model load, while the other is a 4-bit + device_map/max_memory routing bug that incorrectly sends modules to CPU and raises ValueError. They affect different code paths and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different subsystems and failure modes: ZeRO-3 composite submodule partitioning vs 4-bit device_map/max_memory dispatch to CPU. No evidence they stem from 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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-3", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46940|issue:46948" + ], + "prepared_review_unit_hash": "2cf29596efbc2e49b0cede2f4c66b337b96c4ed1a49321d83a289e18064826b0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2808, + "estimated_input_tokens": 702, + "estimated_eval_tokens": 1660 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2808, + "estimated_input_tokens": 702, + "estimated_eval_tokens": 1660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three near-identical daily triage issues for Serge integration failures, but the differing dates strongly suggest separate reports rather than duplicates. I would keep them distinct and not cluster-merge them.", + "confidence": 0.93, + "canonical_issue_reason": "issue:46906 is the best representative because it is the earliest in the set and has the strongest discussion/inbound reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the most visible and well-referenced of the three, making it the most useful cluster representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same template/title pattern, but the date change indicates a separate daily triage issue rather than the same underlying report." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "These appear to be consecutive daily triage issues; similarity is from the standardized title, not shared bug identity." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Both are date-stamped triage entries for different days, so they should not be treated 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": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "eb69da3ec10d765a56fa420c0d0f9d0fa9cfe18a9710ba85f97a8f730bf68861", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are VibeVoice-related, but they are different changes: #40546 implements the base VibeVoice model, while #42781 adds VibeVoice Realtime plus acoustic tokenizer support and other follow-on wiring. Shared filenames alone aren\u2019t enough to treat them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#42781 is the broader, later follow-on PR and is the better representative of the VibeVoice work, but it is not a duplicate of #40546.", + "best_issue_reason": null, + "best_pr_reason": "#42781 is the best single PR to represent the cluster because it contains the more complete VibeVoice integration and extends the initial implementation rather than repeating it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: #40546 is the base VibeVoice implementation, while #42781 adds realtime behavior and acoustic tokenizer/model wiring. They overlap on shared model files but do not appear to be the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "05703f1aba5d4d50eb012da1742c6659f571adc532bd86c3faac4b2f673cad85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated feature additions in different model families (TimesFM covariates vs. DINOv3 image classification), so they are not duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests touch different models, different files, and different code paths, so they cannot represent the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for this cluster: 40755 is a TimesFM forecasting enhancement, while 41224 is a DINOv3 classification feature; neither can stand in for the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features for different models: TimesFM covariate forecasting vs. DINOv3 image classification. No shared bug or change path, and they would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "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:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "29591647ba533a1a2ce8d99bb587a5762fce8bd9221ae2a27620a5b59876cb04", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34786, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34786, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated pull requests were grouped by superficial similarity. The only true duplicate/change overlap is the pair of `fixed_cross_entropy` kwargs PRs; everything else targets different subsystems or different features.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate pair: it has the explicit issue link, more discussion/review activity, and the same `cross_entropy` fix as 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall match in the cluster because it is the only accepted duplicate pair member and the more complete implementation of that change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer missing-methods work vs. MobileLLM model addition; different code paths and goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API addition vs. Executorch dynamic-shape export test; unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor/auto-loading robustness work vs. new MobileLLM model support; not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs. MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix vs. Mistral4 model/test changes; different bug and subsystem." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test vs. Mistral4 test/model work; no shared underlying change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test vs. model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support vs. config resolution fix; different problem." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs. Falcon output-collection refactor; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model implementation PR vs. meta skill/docs/tooling PR; not the same artifact or bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs. model-creation skill/meta changes; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor vs. Mistral4 tests/model changes; different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work vs. CLIP-like `layrnorm` spelling fix across conversion/model files; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests/model changes vs. chat parsing/serve overhaul; completely different functionality." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 model/test updates vs. TDT loss kernel integration; different feature area." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes vs. config resolution fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Concrete model/test changes vs. a model-creation skill draft; not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM implementation vs. model-creation skill/meta tooling; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `fixed_cross_entropy` to forward supported `cross_entropy` kwargs for the same issue and same function, so they are duplicate implementations of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted pair, 43251/43254, clearly targets the same `fixed_cross_entropy` kwargs bug in the same file and is plausibly mergeable into one bugfix PR. The rest of the pairwise rejections are consistent with the diffs and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "b76197698319c9dafb63bb65acc85e9e763ceca7b9e22d2ee4558cffa6f6b10c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two broad workflow-maintenance PRs overlap on several GitHub Actions files, but they target different upgrade sets and different concerns: one is for Node 24 compatibility, the other updates Docker build actions to newer releases. They are related in theme but not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the cleaner canonical representative because its goal is explicit and cohesive: upgrading workflow actions for Node 24 compatibility across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best standalone PR for this cluster because it has the clearest, most specific purpose and broadest coherent action-version refresh; 42976 is a separate Docker-action upgrade.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: both are workflow dependency bumps, but they change different action families and solve different upgrade targets. Shared filenames only show overlapping CI surface, not the same concrete bug or one mergeable change set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "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": "7c265557ed8ecd816815e7e510ac760354484b2843d47463ac2940cf70807c7d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are distinct model-addition changes (ViT NEPA, Molmo, CTSM, Step3p7). They share generic registry/docs boilerplate in auto mappings and the toctree, but they target different model directories and code paths, so none should be merged as 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:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs Molmo. Shared files are only common docs/auto-registry plumbing, not the same underlying bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "These add different models (ViT NEPA and CTSM) with different model-specific files and behaviors; overlap is limited to shared registration/docs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions. Similar filenames reflect broad framework wiring, not a common concrete code-path fix." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model implementations. Despite overlapping auto-mapping/docs changes, they are not the same change and could not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "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": "33fe807409d19d9a66b6abc1ced6e4cb1eebe9d7385c764e9286e9188a4fbd97", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated open PRs that happen to share superficial similarity. The only true duplicate-like pair is the two YOLOS fixes, both tied to the same device-mismatch issue; the rest should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46886 is the better canonical representative: it has the clearest title, an explicit issue target (46869), and the patch directly addresses the YOLOS device_map mismatch in the model code.", + "best_issue_reason": null, + "best_pr_reason": "PR #46886 is the strongest overall choice because it is the most specific and complete fix for the shared YOLOS bug, while #46922 looks like an alternate/partial variant on the same issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different changes; both are test-related but not the same bug or mergeable fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenization work is unrelated to the FP8 dequantization fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decoding/tests and generation/watermarking validation are unrelated changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/test PR and YOLOS model fix do not target the same underlying problem." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Both touch tests, but they fix unrelated issues in different subsystems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "A noisy test-only PR and a model-loading/FP8 dequant PR are not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test edits and generation watermarking validation are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Test placeholder edits are unrelated to the YOLOS device-mismatch fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/model loading changes are unrelated to Phimoe CI/test-environment fixes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths: FP8 quantization handling versus generation config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared concrete bug; FP8 dequant work is unrelated to YOLOS device placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe integration-test CI fixes are different problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "These PRs address unrelated generation/validation versus YOLOS device-map behavior." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory/device-map test infrastructure is unrelated to the YOLOS model fix." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device_mismatch with device_map=\"auto\" on the same file and same issue target, and could plausibly be merged into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft edge is conservative: PRs 46886 and 46922 share the same YOLOS file and explicit issue target, so they plausibly represent mergeable fixes for the same bug. The other pairwise rejections are also appropriately conservative because the remaining PRs touch clearly different subsystems and do not look mergeable into one bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43451-18", + "nodes": [ + "pull_request:43451", + "pull_request:45144", + "pull_request:46180", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46895", + "pull_request:46903", + "pull_request:46912", + "pull_request:46935", + "pull_request:46953", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46964" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:46836", + "pull_request:43451|pull_request:46196", + "pull_request:43451|pull_request:46957", + "pull_request:43451|pull_request:46953", + "pull_request:43451|pull_request:46891", + "pull_request:45144|pull_request:46912", + "pull_request:45144|pull_request:46196", + "pull_request:43451|pull_request:45144", + "pull_request:45144|pull_request:46707", + "pull_request:45144|pull_request:46658", + "pull_request:46180|pull_request:46658", + "pull_request:46196|pull_request:46957", + "pull_request:46196|pull_request:46836", + "pull_request:46196|pull_request:46953", + "pull_request:46196|pull_request:46891", + "pull_request:46658|pull_request:46836", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:46707", + "pull_request:46658|pull_request:46957", + "pull_request:46658|pull_request:46891", + "pull_request:46707|pull_request:46953", + "pull_request:43451|pull_request:46707", + "pull_request:46707|pull_request:46891", + "pull_request:46707|pull_request:46836", + "pull_request:46707|pull_request:46957", + "pull_request:46836|pull_request:46957", + "pull_request:46836|pull_request:46891", + "pull_request:46891|pull_request:46957", + "pull_request:46891|pull_request:46953", + "pull_request:46903|pull_request:46958", + "pull_request:46658|pull_request:46903", + "pull_request:46903|pull_request:46964", + "pull_request:46912|pull_request:46957", + "pull_request:43451|pull_request:46912", + "pull_request:46891|pull_request:46912", + "pull_request:46836|pull_request:46912", + "pull_request:46707|pull_request:46912", + "pull_request:46935|pull_request:46957", + "pull_request:46891|pull_request:46935", + "pull_request:43451|pull_request:46935", + "pull_request:46935|pull_request:46961", + "pull_request:46935|pull_request:46953", + "pull_request:46953|pull_request:46957", + "pull_request:46836|pull_request:46953", + "pull_request:46954|pull_request:46961", + "pull_request:46891|pull_request:46954", + "pull_request:43451|pull_request:46954", + "pull_request:46954|pull_request:46957", + "pull_request:46953|pull_request:46954", + "pull_request:46958|pull_request:46961", + "pull_request:46957|pull_request:46958", + "pull_request:46891|pull_request:46958", + "pull_request:43451|pull_request:46958", + "pull_request:46957|pull_request:46961", + "pull_request:46891|pull_request:46961", + "pull_request:43451|pull_request:46961", + "pull_request:46953|pull_request:46961", + "pull_request:46836|pull_request:46961", + "pull_request:46891|pull_request:46964", + "pull_request:43451|pull_request:46964", + "pull_request:46836|pull_request:46964", + "pull_request:46658|pull_request:46964", + "pull_request:46707|pull_request:46964", + "pull_request:46895|pull_request:46958" + ], + "prepared_review_unit_hash": "9dadb764b532c9a64faa6d1b3569b5db22d0e09052c06072d044045546fb3edd", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 64, + "serialized_chars": 68740, + "estimated_input_tokens": 17185, + "estimated_eval_tokens": 34626 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 64, + "serialized_chars": 68740, + "estimated_input_tokens": 17185, + "estimated_eval_tokens": 34626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a false-positive grouping of unrelated PRs that share broad patterns like model additions, infrastructure tweaks, or test-only changes. The only clear duplicate-like pair is the two CohereASR training-loss fixes, which target the same bug and code path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46895 is the clearest representative of the only true duplicate pair: it fixes the CohereASR double-shift training-loss bug directly and has an explicit issue link.", + "best_issue_reason": null, + "best_pr_reason": "PR #46895 is the best overall representative because it is a concrete, self-contained fix for the shared CohereASR loss-shift bug and is easier to anchor as the canonical duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions: Molmo2 vs Unlimited OCR; same docs/auto-mapping pattern is too broad." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch; unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Molmo2 model addition vs generation/FP8 optimization; no shared bug or code path." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46953", + "accept": false, + "reason": "Molmo2 model addition vs RMSNorm dtype cleanup; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46891", + "accept": false, + "reason": "Model addition vs CI workflow tweak; not the same change." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46912", + "accept": false, + "reason": "MiMo model addition vs RoPE test expansion; unrelated." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46196", + "accept": false, + "reason": "MiMo model addition vs wav2vec2 SDPA dispatch; different subsystems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45144", + "accept": false, + "reason": "Different model additions (Molmo2 vs Xiaomi MiMo-V2); same broad category only." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46707", + "accept": false, + "reason": "MiMo model addition vs native FSDP2 integration; unrelated changes." + }, + { + "left": "pull_request:45144", + "right": "pull_request:46658", + "accept": false, + "reason": "Different model additions: MiMo-V2 vs Step-3.7-Flash." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46658", + "accept": false, + "reason": "Fun-ASR-Nano model addition vs Step-3.7-Flash model work; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46957", + "accept": false, + "reason": "SDPA dispatch changes for audio models vs FP8 generation optimization; different bugs." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46836", + "accept": false, + "reason": "wav2vec2 SDPA dispatch vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46953", + "accept": false, + "reason": "wav2vec2 SDPA dispatch vs removing a default dtype in fused norm modules; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46891", + "accept": false, + "reason": "Audio-model SDPA support vs CI workflow changes; not the same change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7-Flash model work vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 vs Step-3.7-Flash are different model additions." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46707", + "accept": false, + "reason": "Step-3.7-Flash model conversion work vs FSDP2 infrastructure; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46957", + "accept": false, + "reason": "Step-3.7-Flash model code vs FP8 decode optimization; no shared concrete bug." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46891", + "accept": false, + "reason": "Step-3.7-Flash model work vs PEFT CI workflow changes; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46953", + "accept": false, + "reason": "FSDP2 migration vs default-dtype removal in norms; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Model addition vs FSDP2 distributed-module migration; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46891", + "accept": false, + "reason": "FSDP2 migration vs CI-only PEFT integration changes; different scope." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "FSDP2 migration vs OCR model addition; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46957", + "accept": false, + "reason": "FSDP2 migration vs generation/FP8 optimization; different code paths." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", + "accept": false, + "reason": "Unlimited OCR model addition vs FP8 decode optimization; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46891", + "accept": false, + "reason": "OCR model addition vs CI workflow tweak; not duplicates." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46957", + "accept": false, + "reason": "CI workflow edits vs generation/FP8 optimization; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46953", + "accept": false, + "reason": "CI workflow change vs norm dtype cleanup; different concerns." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Both touch CohereASR, but #46903 is a broader multi-model loss-shift fix and not the same concrete change as the CohereASR-only bug fix." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46903", + "accept": false, + "reason": "Step-3.7-Flash model work vs CohereASR/PPFormulaNet loss-shift fix; unrelated." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46964", + "accept": false, + "reason": "Training-loss shift fixes vs quantized PEFT validation; different bugs." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "RoPE tests vs FP8 decode optimization; test coverage is not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Model addition vs RoPE test improvements; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46912", + "accept": false, + "reason": "CI workflow vs RoPE tests; different changes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "OCR model addition vs RoPE test changes; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46912", + "accept": false, + "reason": "FSDP2 migration vs RoPE tests; unrelated." + }, + { + "left": "pull_request:46935", + "right": "pull_request:46957", + "accept": false, + "reason": "Trackio callback fix vs FP8 generation optimization; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46935", + "accept": false, + "reason": "CI workflow change vs Trackio callback fix; different code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46935", + "accept": false, + "reason": "Model addition vs Trackio callback fix; unrelated." + }, + { + "left": "pull_request:46935", + "right": "pull_request:46961", + "accept": false, + "reason": "Trackio callback bug vs Serge branch normalization workflow; unrelated." + }, + { + "left": "pull_request:46935", + "right": "pull_request:46953", + "accept": false, + "reason": "Trackio callback fix vs dtype cleanup in fused norms; unrelated." + }, + { + "left": "pull_request:46953", + "right": "pull_request:46957", + "accept": false, + "reason": "RMSNorm dtype cleanup vs FP8 decode optimization; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46953", + "accept": false, + "reason": "OCR model addition vs dtype cleanup; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest v9 compatibility fix vs workflow normalization for Serge branches; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46954", + "accept": false, + "reason": "CI workflow tweak vs Pytest v9 fix; different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46954", + "accept": false, + "reason": "Model addition vs Pytest v9 compatibility fix; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46957", + "accept": false, + "reason": "Pytest compatibility fix vs FP8 generation optimization; unrelated." + }, + { + "left": "pull_request:46953", + "right": "pull_request:46954", + "accept": false, + "reason": "Different fixes: dtype removal in norms vs Pytest v9 compatibility." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss fix vs Serge workflow normalization; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46958", + "accept": false, + "reason": "FP8 generation optimization vs CohereASR loss-shift bug; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46958", + "accept": false, + "reason": "CI workflow tweak vs CohereASR loss fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46958", + "accept": false, + "reason": "Model addition vs CohereASR training-loss fix; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46964", + "accept": false, + "reason": "Unlimited OCR model addition vs PEFT quantized-training validation; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46964", + "accept": false, + "reason": "Step-3.7-Flash model work vs PEFT quantized-training validation; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46964", + "accept": false, + "reason": "FSDP2 migration vs PEFT quantized-training validation; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug, same file set, and the fixes are alternative implementations of the same code-path correction." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. It correctly treats most pairs as unrelated broad-similarity false positives and only elevates the CohereASR pair that is explicitly tied to the same issue target and same file area. The soft-edge rejects are appropriately cautious; no pair is overstated as a duplicate beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "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": "b5d4b8fc877b1251284d0831b31d44832644b9a7f3a3901735b4a9bd99297fe2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated \"don't merge\" test PRs: one tweaks setup/versioning and a Vit test, one changes CI/comment-workflow plumbing across several files, and one flips a security-gate workflow trigger. There is no same underlying bug or change cluster here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the three PRs target different code paths and workflows, so none is a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "If one representative PR must be chosen, #43532 is the broadest and most consequential change set, but it is still not a duplicate match for the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: #43488 is about setup/dependency/version and a test file, while #46747 only changes a security-gate workflow trigger. Same broad repo, not the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They share only a test filename, but the actual edits are unrelated: #43488 adjusts setup/versioning and test scaffolding, while #43532 rewires multiple workflows and helper utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are workflow-related, but they modify different CI paths and problems: #43532 changes comment/self-scheduled/slack handling, while #46747 changes PR security-gate triggering. Not mergeable as one 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": 10, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "d3887a07c42c8a7631df309b136ffe2e59a50c4a48aaf3ad6d63f3c46910cb39", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate pipeline-addition PRs: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share framework plumbing and docs patterns, but they target different tasks/models and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two pull requests implement different segmentation pipelines with different task scopes and model integrations.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other. If forced to pick a representative, 43613 is broader in model coverage, but it is not a better canonical for 43612 because the underlying feature is different.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: they add different concrete pipelines (concept segmentation vs visual segmentation) with different filenames, docs, and model hookups. Shared infrastructure changes are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "ff33b0dc7ff009c73c0b4f162f07c8604dc539a04fc188c869ada04868d584cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in `trainer.py` that both improve custom-trainer extensibility, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not duplicates or mergeable into one PR as-is.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate trainer enhancements affecting different behavior (`training_step` loss scaling vs column-filter signature inspection).", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the clearest self-contained behavior change, but neither PR should be treated as a duplicate of the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `src/transformers/trainer.py`, but they fix different concerns: 43651 changes loss scaling during gradient accumulation, while 43663 extracts signature-column logic for filtering. Different code paths, no shared concrete bug, and they would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "8f02cbf8c7fa0b660658e75954a17ec354e43c1c06a052ded8af553de92f1778", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests touch the same CLI file and both mention TypeAdapter, but they fix different runtime/type-annotation issues. The tighter, more bug-specific PR is the pydantic-optional guard; the other is a broader annotation cleanup.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more precise representative: it directly guards `TypeAdapter` behind `TYPE_CHECKING` and quotes the annotation, matching the reported no-pydantic NameError scenario more closely than the broader typing cleanup in 43656.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best single artifact in the cluster because it targets a concrete runtime failure path with a minimal, focused fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar `TypeAdapter` wording, but the fixes are not the same underlying change: 43656 is a broader future-annotations/type-hint cleanup, while 43842 specifically handles `TypeAdapter` when pydantic is absent. Too different to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request: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" + ], + "prepared_review_unit_hash": "4d4ba6923136013b3581d2d6fbac4db8b8fb29cecb5f0759a662f98fbf48f4ac", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75094, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly separate model-specific refactors under the same output-tracing initiative. The only clear duplicate groups are the GPT-Neo pair and the GPT-J/CodeGen trio; most other pairs share only the same broad tracking issue or decorator pattern.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "44066 is the strongest representative of the duplicate family: it is explicitly tied to #43979, covers the broad GPT-J/CodeGen refactor, and has the most central scope among the GPT-J-related PRs.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the best global representative of this cluster because it is broad, explicitly issue-linked, and sits at the center of the only real duplicate subgroup in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths; only the standardized output-tracing theme overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures (CVT/FNet vs DeBERTa); same refactor pattern is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path; they look like overlapping implementations of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-family refactor versus EfficientNet; different model-specific changes." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet versus GPT-J/CodeGen; unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; same initiative, but not the same underlying bug/change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; too broad a similarity to treat as duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing on the same files and appear to be the same refactor in different PRs." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same theme, different model code." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; unrelated model changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; no same code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; different model-specific implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; unrelated models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; not the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen; unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; same broad topic only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; different models and behavior." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; not a duplicate." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 versus MGP-STR; different model-specific refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM; unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; same pattern, different concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; not the same bug or patch." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet versus Flaubert/XLM; different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet versus Segformer; only shared output-tracing refactor language." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; different model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT versus ImageGPT; unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet versus LongT5; no shared code path." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer versus LongT5; same initiative, different models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer versus GPT-J/CodeGen; unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer versus VisualBert; different model code." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert versus Flaubert/XLM; not the same underlying fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert versus LongT5; different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 versus MPT; different model-specific output handling." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet versus LongT5; unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet versus GPT-Neo; not duplicates." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44074", + "accept": false, + "reason": "MPT versus TextNet; different model code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet versus SpeechT5; same tracking theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet versus LongT5; unrelated refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet versus Segformer; different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert versus MPT; no shared code path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert versus VisualBert; unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert versus GPT-Neo; different implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet versus Flaubert/XLM; not the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert versus DeBERTa; different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa versus TextNet; unrelated model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa versus SpeechT5; same pattern only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa versus VITS; unrelated concrete implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same code path and could plausibly be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both appear to be GPT-J output-tracing refactors with overlapping file scope; same underlying change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; shared issue tag is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus RegNet/ResNet-family; different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet versus SpeechT5; unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa versus VITS; different code paths and model families." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: it correctly identifies the GPT-Neo pair and the GPT-J/CodeGen subgroup as the only clear duplicate-like clusters, and it treats the rest conservatively as same-initiative but different model-specific refactors. The accepted soft-edge pairs are mergeable as single bugfix PRs, and the rejected pairs avoid overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 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:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "419929bace3d0a62292aa3fc03fdff0487271047e412b43bbcc8a4e71f72192d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all part of a broad wave of model-specific refactors to standardized output tracing/capture, but they target different architectures and code paths. They are related by technique, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern: it explicitly updates output tracing with both capture_outputs and can_return_tuple in a typical model implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best overall exemplar of the cluster\u2019s theme because its title and diff most directly reflect the standardized output-capture migration, while still being a concrete single-model change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-capture refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different concrete code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model-specific refactors; 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same broad refactor theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations (univnet vs codegen); not the same underlying bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures (upernet vs codegen); similar output-tracing cleanup, but not duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths (vision_text_dual_encoder vs codegen); too broad to merge as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families (depth_anything/prompt_depth_anything vs vision_encoder_decoder); same pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (depth_anything/prompt_depth_anything vs speech_encoder_decoder); not one concrete bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths (depth_anything/prompt_depth_anything vs superpoint); only structurally similar." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (depth_anything/prompt_depth_anything vs rwkv); same refactor pattern, not duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths (depth_anything/prompt_depth_anything vs DPR); not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (vision_encoder_decoder vs rwkv); similar tracing refactor only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different code paths (vision_encoder_decoder vs speech_encoder_decoder); not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (vision_encoder_decoder vs superpoint); same theme, different change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths (vision_encoder_decoder vs DPR); not a single duplicate PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (speech_encoder_decoder vs superpoint); only similar refactor style." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (speech_encoder_decoder vs rwkv); not the same bug or change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths (speech_encoder_decoder vs DPR); too different to merge as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations (superpoint vs rwkv); same output-tracing theme only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families (superpoint vs DPR); not the same concrete fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths (rwkv vs DPR); similar refactor pattern, not duplicate 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": 16, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "389c98f57f59e33993d8f0cde2e079ca1692cd971cb56e2575429c6486502ec0", + "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 pull requests are both model-addition PRs, but they target different models and different code paths, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR #44662 adds PenguinVL, while PR #45401 adds Voxtral TTS; they are unrelated model implementations.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for this cluster because the PRs address different model families rather than the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: these are different model implementations (PenguinVL vs Voxtral TTS) with distinct architecture, files, and generated APIs; they do not appear to fix or add the same underlying 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": 17, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "6c13d5646f2d92a82ec739c9eb7d691efb317ff1c4a185ba999a69262ec12556", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one is an experimental workflow edit to change PR handling, and the other is a CI branch/test routing change plus an unrelated temporary code tweak. They do not appear to fix the same underlying problem or implement the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different code paths and intents: PR 44965 rewrites the PR documentation workflow into a draft-conversion workflow, while PR 46845 changes PR CI branch routing and includes an unrelated modeling_utils temp edit. They are not the same bug/change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "57b7f969f1b3e6d211e581ae7ddf84baa1decbe71aec776221f74dc13333f7dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are related but not duplicates: PR 44979 introduces a generic Module Fusion API, while PR 45363 uses KernelConfig to implement a specific n-to-1 kernel fusion workflow across integrations/modeling code. They target different layers and can plausibly land independently.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the cleaner canonical representative for the cluster because it defines the underlying fusion API and test coverage, whereas PR 45363 is a higher-level feature that appears to build on that foundation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different scope and code paths: 44979 adds a new generic module fusion API, while 45363 wires KernelConfig into existing model/integration code for a specific n-to-1 kernel fusion feature. They are related, but not the same underlying change 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": 19, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "37250eb3ebaca16fc79e1194887b631e447d191d39bd9ce86664eaa8249dc5ef", + "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 address the same Mistral regex patch bug in the same file and target the same issue; 45317 is the more complete version because it adds tests as well as the code fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical representative: it fixes the same AttributeError as 45086, targets the same issue, and also includes a test update, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster because it contains the same concrete fix as 45086 plus validation coverage, so it is the strongest single PR to keep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs modify the same Mistral pre-tokenizer code path to fix the same AttributeError under the same issue target, so they are duplicates of 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": 20, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "19379c36ad33fe2beb66d317058f3ab9b0f8b6b682ae5d0976619706c4954b14", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH refactor efforts, but they are not duplicates: one PR focuses on inheritance/conversion mapping for NemotronH to GraniteMoeHybrid-style handling, while the other expands NemotronH into separate dense/sparse model families with docs and auto-mapping changes.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader and more complete NemotronH redesign, introducing the dense/sparse split and updating docs and auto-mappings. PR #45115 looks like a narrower preparatory refactor around inheritance/conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative for the cluster because it covers the larger architectural change and the resulting model/API surface changes, whereas #45115 is only a partial implementation of the same area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They touch overlapping NemotronH files, but the concrete changes differ: #45115 is a conversion/inheritance refactor toward GraniteMoeHybrid compatibility, while #45569 splits NemotronH into dense/sparse variants with broader docs and auto-model updates. Not the same underlying change and not safely 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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "531c2515aff629995823f69983cc3a5ad2a95b8a77feeb1d90b1a0134ead234c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closely related feature PRs, but not true duplicates: one adds heterogeneous configuration support, while the other extends that work into heterogeneous model/modeling support.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more complete implementation and appears to subsume the configuration-only groundwork in 45333.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the full heterogeneous model feature rather than only the config layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They share scaffolding and filenames, but the changes are not the same concrete fix/change: 45333 is config-only, while 45332 adds the larger modeling layer as well. Related feature work, not duplicate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "70e5a50a07c86780db3b1a62e5d5bccd652264c9759146de09ac06ecbf22bd94", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-focused, but they address different scopes: #45415 is a broad repo-wide type-checking sweep, while #45425 adds specific typing protocols/aliases and related modeling_utils support. They overlap in a few files, but they are not the same concrete change set and would not naturally merge as one PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45415 is the broader umbrella PR for enabling type checking across many `src/transformers/*` files, so it is the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "#45415 is the best representative PR because it covers the larger end-to-end typing sweep rather than a narrower supporting typing refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files alone are not enough: #45415 is a broad type-checking pass, while #45425 adds specific typing helpers/protocols and modeling_utils-related support. They are adjacent but 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": 23, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "c1c58282da316cddf3d02fcc387341adfcfb832f2c5507dac7fb089d61c99e40", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related only at a high level through expert parallelism, but they fix different loading bugs and touch different code paths. I would not merge them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the more concrete fix: it addresses expert parameters being overwritten during rank-0 broadcast in the FSDP2 path and includes targeted loading/runtime changes. PR #45548 is about Accelerate launch with DeepSpeed ZeRO-3 and config serialization, which is a different failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the stronger standalone candidate because it targets a specific, reproducible EP loading corruption bug with code changes across the affected path, whereas #45548 is narrower and appears to solve a separate launch/serialization issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention EP, but the underlying bugs differ: #45548 is about Accelerate/ZeRO-3 loading and config serialization, while #45662 fixes rank-0 broadcast overwriting experts in the FSDP2 loading path. They are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "1a8ea357b62f22608379d9796e5e8afb95d29159185caf64f7e8ead7699053c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info/log collision problem and overlap on the core testing_utils fix. PR 45645 looks like the more complete version because it includes the core fix plus CI artifact log handling, so it is the better canonical PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick PR 45645 as canonical: it contains the same underlying xdist-safe captured_info fix as 45639 and also covers the CI/workflow changes needed to preserve and aggregate the debug logs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it appears to subsume 45639 rather than just partially overlap with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision bug for captured_info/debug logs; 45645 is a broader superset of the same fix and could 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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "894b46cdd145cfb457e38555730ae056ffefafb571a11c39a9fff3e17bbd9c41", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both linter/modeling-rule changes, but they implement different checks on different code paths, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the more focused representative of the cluster: it makes a specific can_return_tuple/return_dict change across model forwards, whereas 46259 is a separate _init_weights linter rule. It is not a duplicate of 46259, but it is the cleaner canonical-style PR among the two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: TRF003 adds can_return_tuple/return_dict handling in model forward methods, while TRF018 changes _init_weights initialization logic. They affect different code paths and are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "e5676e95d6fa073f4a76bae15d1f79e48506a68ef67ba5ddf90c6ec2aeb868c2", + "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 experimental/model+CI change set, the other is a test migration focused on altclip/vit kernels and DDP test scaffolding. They do not appear to fix the same concrete bug or implement the same change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46100 is the better canonical PR for the cluster because it is the more self-contained and coherent change set; PR #45932 is explicitly a 'DO NOT MERGE' experimental Grafana/CI and model-edit bundle with unrelated edits.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the best representative PR here: it centers on a single test-migration effort, whereas PR #45932 mixes CI workflow changes with multiple model files and looks more like a testing/instrumentation scratch PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying changes: #45932 is a broad experimental PR touching CI, model code, and mappings; #46100 is a test migration adding kernel tests and DDP config. They do not look mergeable into one PR or like the same bug 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": 28, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "459535b8fe21e3b2d9fb2f8f5eefcc21954b6418576c073c31d0b7382a0ce141", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related through shared distributed-code refactors, but they are not the same underlying change. PR #46126 is a focused EP/Trainer integration patch, while PR #46269 is a broad distributed branch base spanning FSDP, integrations, model loading, CI, and more.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change centered on EP + Trainer integration, making it the better canonical representative if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of the cluster because it targets one concrete feature path, whereas PR #46269 is a wide umbrella/base branch and not a single fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is mostly due to shared distributed-module refactoring. #46126 focuses on EP routing/Trainer integration, while #46269 is a broad base branch touching many unrelated distributed subsystems, so they are not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "2ca7be192013f0e2dbde3914838b435b8cd31dc4ed852f7e9c932f291447a15c", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25933, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25933, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated workflow maintenance changes. The only tight subcluster is several edits to pr-ci-security-gate.yml, but each addresses a different behavior (permissions, approval flow, reusable-workflow invocation, or security checks), so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow changes: stdin handling for self-comment CI vs adding security checks to pr-ci-security-gate.yml." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow changes in different code paths; not the same bug or fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow changes; one is self-comment CI shell input handling, the other is a security-gate reusable-workflow comment/change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow changes; unrelated implementation and intent." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Self-comment CI stdin handling is unrelated to build-ci-docker-images commit-message handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening/memory-monitor changes are unrelated to benchmark trigger conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different behaviors; not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner workflow changes do not match assign-reviewers checkout-ref changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflow files and fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow files and fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both touch workflows, but anti-slop permissions and benchmark dispatch triggering are different changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different behavior changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions update is unrelated to build-ci-docker-images commit-message parsing." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark_v2 trigger logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behaviors." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch logic and build-ci-docker-images message handling are distinct changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow behavior and code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci-docker-images commit-message parsing is unrelated to pr-ci-security-gate security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow changes in different files." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different security-gate changes: one adds file-change/security checks, the other adjusts permissions and approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one adds security checks while the other changes reusable-workflow invocation/comments; not the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but one adds checks and the other changes secrets inheritance; distinct behavior." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different pr-ci-security-gate behavior changes; not a single concrete fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permission tightening/approval logic is different from secrets removal in the reusable workflow call." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Different changes: safety comments on the reusable workflow vs changing secrets passing to {}." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "fab65f424ba1c06971f02c8a15e27386d74f986f07b78f17c3a2747aa67f5906", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same sliding-window right-boundary bug (`-dist <= right_window_size`) in Moonshine streaming; 46546 is a broader, more complete version that also patches Gemma4 and adds tests.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the more complete representative: it includes the same Moonshine streaming boundary fix as 46310, adds test coverage, and bundles the related Gemma4 boundary correction.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 best captures the underlying change set because it fixes the same concrete boundary condition in Moonshine streaming and strengthens it with tests; 46310 is just the narrower precursor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same right-window boundary fix in the same Moonshine streaming code path; 46546 is a superset that plausibly subsumes 46310's 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": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-6", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850", + "pull_request:46917" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46917", + "pull_request:46425|pull_request:46850", + "pull_request:46850|pull_request:46917" + ], + "prepared_review_unit_hash": "c2a3517ed934f560195532decf5505d592078dbdedc9ce420e541fe6d6aa6d64", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16831, + "estimated_input_tokens": 4208, + "estimated_eval_tokens": 8672 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16831, + "estimated_input_tokens": 4208, + "estimated_eval_tokens": 8672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated: multimodal continuous batching, two separate model additions, one Gemma masking bug fix, and one cleanup/deprecation removal. None of the soft pairs look like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46850 is the strongest canonical representative because it is a focused, concrete bug fix in a core code path (attention masking), unlike the others which are model additions or broad feature/cleanup work.", + "best_issue_reason": null, + "best_pr_reason": "PR 46850 is the best standalone PR in this set because it addresses a specific functional defect with clear code-path impact and is the most self-contained change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different changes: continuous batching multimodal support vs. adding the HunYuan VL model package. They touch different code paths and are not mergeable as one fix." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Both are model/feature work in different areas, but one is continuous batching and the other is a new RADIO model implementation. No shared concrete bug or change." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "Separate model additions for RADIO and Nemotron Omni. Similar scope as model support, but not the same underlying code change or bug." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46917", + "accept": false, + "reason": "RADIO model support and deprecation cleanup are unrelated; they do not fix the same code-path problem." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "A new RADIO model implementation and a Gemma attention-masking bug fix are unrelated changes in different subsystems." + }, + { + "left": "pull_request:46850", + "right": "pull_request:46917", + "accept": false, + "reason": "Gemma masking logic fix and deprecated-args cleanup are distinct changes with no common concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "d58f330bddff109ac32c9c399000d2d7b45d8c0f08299b05d8948f18af2f18f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate Transformers tokenizer fixes, not duplicates: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading via the wrong tokenizer class in auto-tokenization. They affect different code paths and would not plausibly merge into one PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the more self-contained, concrete bugfix: it targets a single tokenizer decoder behavior in one model family and has a narrowly scoped code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and different fixes: CodeLlama decode-space stripping vs. DeepSeek checkpoint-to-tokenizer-class selection. They touch unrelated code paths and are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "2d7a8a4428fe22e60b4df7679f3958e9267e31d98cd156968636562bd5e9c19a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open Mistral PRs overlap in files but address different changes: one relocates the existing MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save support. They are related refactoring/features, not the same fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the better canonical PR because it represents the more substantive functional change for Mistral tokenization support, whereas PR 46603 is mainly an internal code move/refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the strongest overall candidate: it adds new tokenizer detection, conversion, and save utilities, making it more representative of the cluster\u2019s user-facing Mistral work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Do not merge: 46603 only moves MistralConverter into a new package, while 46604 adds tekken tokenizer support and utilities. They touch the same area but implement different concrete changes and are not the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46907-9", + "nodes": [ + "pull_request:46907", + "pull_request:46908", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951" + ], + "soft_pairs": [ + "pull_request:46907|pull_request:46926", + "pull_request:46907|pull_request:46941", + "pull_request:46907|pull_request:46908", + "pull_request:46907|pull_request:46927", + "pull_request:46907|pull_request:46928", + "pull_request:46908|pull_request:46926", + "pull_request:46908|pull_request:46928", + "pull_request:46908|pull_request:46951", + "pull_request:46908|pull_request:46941", + "pull_request:46926|pull_request:46941", + "pull_request:46926|pull_request:46928", + "pull_request:46926|pull_request:46927", + "pull_request:46927|pull_request:46949", + "pull_request:46927|pull_request:46951", + "pull_request:46927|pull_request:46950", + "pull_request:46927|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46928|pull_request:46951", + "pull_request:46949|pull_request:46951", + "pull_request:46949|pull_request:46950", + "pull_request:46907|pull_request:46949", + "pull_request:46908|pull_request:46949", + "pull_request:46950|pull_request:46951", + "pull_request:46908|pull_request:46950", + "pull_request:46926|pull_request:46950" + ], + "prepared_review_unit_hash": "a30196dd704221d7de4ef42a272fbffe3efa31ce6e33dff83ec1ac7f84be88f6", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 25, + "serialized_chars": 24931, + "estimated_input_tokens": 6233, + "estimated_eval_tokens": 12722 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 25, + "serialized_chars": 24931, + "estimated_input_tokens": 6233, + "estimated_eval_tokens": 12722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs only share a broad \u201cfix integration tests\u201d pattern; they target different models, different failure modes, and different code paths. I do not see any true duplicate PRs here, so the soft links should be treated as false positives.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46949 is the strongest representative only in the loose sense that it contains concrete model runtime fixes, but it is still unrelated to the other PRs as a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 46949 is the best standalone representative of the set because it makes actual forward-pass bug fixes in model code, whereas most others are test-only or registry tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "Different models and fixes: EdgeTam kwarg handling in model code vs MiniMax-M3-VL load setup in tests." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "Unrelated code paths: EdgeTam processor kwarg cleanup vs DAC codebook distance formula." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Same broad theme of test failures, but different models and different fixes; one is model code, the other is test offload setup." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Different underlying bugs in different models: EdgeTam kwarg filtering vs GLM46V input_id casting." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Model code fix vs tokenizer auto-registration list change; not the same bug." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both add offload_folder in tests, but they are separate model load issues and not one shared bug." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Load-error test workaround vs BLIP-2 tokenizer mapping update; unrelated changes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "Separate failures in different subsystems: DeepSeekV32 loading vs PEFT hotswap mismatch handling." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46941", + "accept": false, + "reason": "Different model/test fix vs DAC numerical bug; no shared code path." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax-M3-VL offload test fix and DAC distance computation are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "MiniMax load-error workaround vs BLIP-2 tokenizer registry tweak; not duplicates." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models and failure modes: load_error test setup vs GLM46V runtime input handling." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "Both touch model code, but on different models and different defects; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "GLM46V input dtype fix is unrelated to PEFT hotswap loading behavior." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "GLM46V forward-path dtype fix and Mamba2 OOM-related change are different bugs." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46941", + "accept": false, + "reason": "Different code paths: GLM46V input_ids casting vs DAC latent decoding math." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Tokenizer auto mapping entry for BLIP-2 ITM is unrelated to DAC's numerical mismatch." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46951", + "accept": false, + "reason": "BLIP-2 tokenizer support change and PEFT mismatched-size loading are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "AudioFlamingo3/Whisper cache handling fixes are unrelated to PEFT adapter loading behavior." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and symptoms: cache state initialization vs Mamba2 OOM/combined kernel behavior." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "EdgeTam processor kwarg filtering and Whisper/AudioFlamingo3 cache fixes do not share the same bug." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46949", + "accept": false, + "reason": "DeepSeekV32 load test workaround is unrelated to Whisper/AudioFlamingo3 runtime fixes." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Mamba2 OOM/kernel behavior and PEFT loading mismatch are different subsystems and failure modes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46950", + "accept": false, + "reason": "Test offload-folder workaround for DeepSeekV32 is unrelated to Mamba2's runtime/OOM fix." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46950", + "accept": false, + "reason": "MiniMax test-load workaround and Mamba2 kernel/OOM fix are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46933-2", + "nodes": [ + "pull_request:46933", + "pull_request:46942" + ], + "soft_pairs": [ + "pull_request:46933|pull_request:46942" + ], + "prepared_review_unit_hash": "a00a3e3148a6e866d518b3baf7dfab8032a0c0979c571ffeb168c70de5f5dc94", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same general class of bug (incorrect dtype casting under quantization), but they fix different model families and different code paths, so they are not duplicates and should not be merged into one PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46933 is the stronger representative if one must be chosen: it has an explicit issue link, and its patch clearly covers the Gemma4 vision/audio embedders with the same quantization-safe casting pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Same bug pattern, but different concrete implementations and models: Gemma4 vision/audio embedders vs TimesFM 2.5 ResidualBlock. Not the same underlying change and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260629T180016Z/analysis-runs/hybrid-model-20260629t180016z/manifest.json b/snapshots/20260629T180016Z/analysis-runs/hybrid-model-20260629t180016z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..8f45f566a5bd178e0acba07df368bafe1cd23226 --- /dev/null +++ b/snapshots/20260629T180016Z/analysis-runs/hybrid-model-20260629t180016z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260629t180016z", + "artifacts": { + "hybrid": "snapshots/20260629T180016Z/analysis-runs/hybrid-model-20260629t180016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260629T180016Z/analysis-runs/hybrid-model-20260629t180016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-29T18:11:41Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260629T180016Z", + "variant": "hybrid" +} diff --git a/snapshots/20260629T180016Z/manifest.json b/snapshots/20260629T180016Z/manifest.json index f3c41b2d583a20a77b7c1760cb03e61e4eb3dafe..4918247b7251d8c81c70f852364f9d912acefd90 100644 --- a/snapshots/20260629T180016Z/manifest.json +++ b/snapshots/20260629T180016Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1278 }, "extracted_at": "2026-06-29T18:00:16Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260629t180016z", + "runs": { + "hybrid-model-20260629t180016z": { + "analysis_id": "hybrid-model-20260629t180016z", + "artifacts": { + "hybrid": "snapshots/20260629T180016Z/analysis-runs/hybrid-model-20260629t180016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260629T180016Z/analysis-runs/hybrid-model-20260629t180016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260629T180016Z/analysis-runs/hybrid-model-20260629t180016z/manifest.json", + "model": null, + "published_at": "2026-06-29T18:11:41Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260629T180016Z", "watermark": {