diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 9a340df2c52bba02a754aaaa6b9293996ecc1b38..7a343300b287985de4e87377613fb7aca3aadf52 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,920 +1,2263 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260714T060029Z", - "generated_at": "2026-07-14T06:12:53Z", + "snapshot_id": "20260714T120113Z", + "generated_at": "2026-07-14T12:13:49Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ { - "cluster_id": "cluster-43979-11", - "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "cluster_id": "cluster-46376-13", + "summary": "Cluster of 13 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43979, - "canonical_pr_number": 44007, - "issue_numbers": [ - 43979 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46658, + "issue_numbers": [], "pr_numbers": [ - 43996, - 44007, - 44013, - 44044, - 44066, - 44072, - 44085, - 44129, - 44154, - 44722 + 46376, + 46509, + 46658, + 47143, + 47163, + 47166, + 47181, + 47184, + 47198, + 47216, + 47292, + 47301, + 47311 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43996, - "right_pr_number": 44007, - "code_similarity": 0.179, - "size_similarity": 0.576, + "left_pr_number": 46376, + "right_pr_number": 46509, + "code_similarity": 0.142, + "size_similarity": 0.569, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.429, + "patch_similarity": 0.191, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44013, - "code_similarity": 0.122, - "size_similarity": 0.318, + "left_pr_number": 46376, + "right_pr_number": 46658, + "code_similarity": 0.061, + "size_similarity": 0.18, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.392, + "patch_similarity": 0.17, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44044, - "code_similarity": 0.245, - "size_similarity": 0.864, + "left_pr_number": 46376, + "right_pr_number": 47143, + "code_similarity": 0.109, + "size_similarity": 0.453, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.479, + "patch_similarity": 0.123, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44066, - "code_similarity": 0.225, - "size_similarity": 0.818, + "left_pr_number": 46376, + "right_pr_number": 47163, + "code_similarity": 0.008, + "size_similarity": 0.021, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.408, + "patch_similarity": 0.027, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44072, - "code_similarity": 0.14, - "size_similarity": 0.303, + "left_pr_number": 46376, + "right_pr_number": 47166, + "code_similarity": 0.011, + "size_similarity": 0.043, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.528, + "patch_similarity": 0.017, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44085, - "code_similarity": 0.216, - "size_similarity": 0.783, + "left_pr_number": 46376, + "right_pr_number": 47181, + "code_similarity": 0.075, + "size_similarity": 0.237, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.398, + "patch_similarity": 0.186, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44129, - "code_similarity": 0.163, - "size_similarity": 0.643, + "left_pr_number": 46376, + "right_pr_number": 47184, + "code_similarity": 0.007, + "size_similarity": 0.022, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.229, + "patch_similarity": 0.014, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44154, - "code_similarity": 0.153, - "size_similarity": 0.535, + "left_pr_number": 46376, + "right_pr_number": 47198, + "code_similarity": 0.012, + "size_similarity": 0.053, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.31, + "patch_similarity": 0.01, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43996, - "right_pr_number": 44722, - "code_similarity": 0.225, - "size_similarity": 0.848, + "left_pr_number": 46376, + "right_pr_number": 47216, + "code_similarity": 0.126, + "size_similarity": 0.511, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.368, + "patch_similarity": 0.162, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44013, - "code_similarity": 0.19, - "size_similarity": 0.553, + "left_pr_number": 46376, + "right_pr_number": 47292, + "code_similarity": 0.01, + "size_similarity": 0.046, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.531, + "patch_similarity": 0.005, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44044, - "code_similarity": 0.186, - "size_similarity": 0.667, + "left_pr_number": 46376, + "right_pr_number": 47301, + "code_similarity": 0.012, + "size_similarity": 0.022, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.354, + "patch_similarity": 0.051, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44066, - "code_similarity": 0.188, - "size_similarity": 0.704, + "left_pr_number": 46376, + "right_pr_number": 47311, + "code_similarity": 0.005, + "size_similarity": 0.013, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.315, + "patch_similarity": 0.015, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44072, - "code_similarity": 0.212, - "size_similarity": 0.526, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.708, - "shared_filenames": [], - "shared_file_areas": [] + "left_pr_number": 46509, + "right_pr_number": 46658, + "code_similarity": 0.138, + "size_similarity": 0.316, + "file_overlap": 0.053, + "area_overlap": 0.081, + "patch_similarity": 0.204, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 412, + 418 + ], + [ + 1077, + 1083 + ], + [ + 1206, + 1212 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 891 + ], + [ + 1084, + 1090 + ], + [ + 1207, + 1213 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1097, + 1103 + ] + ], + "right_ranges": [ + [ + 1085, + 1091 + ] + ] + } + ] }, { - "left_pr_number": 44007, - "right_pr_number": 44085, - "code_similarity": 0.195, - "size_similarity": 0.735, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.318, - "shared_filenames": [], - "shared_file_areas": [] + "left_pr_number": 46509, + "right_pr_number": 47143, + "code_similarity": 0.255, + "size_similarity": 0.796, + "file_overlap": 0.074, + "area_overlap": 0.143, + "patch_similarity": 0.159, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 412, + 418 + ], + [ + 1077, + 1083 + ], + [ + 1206, + 1212 + ] + ], + "right_ranges": [ + [ + 412, + 418 + ], + [ + 975, + 981 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1097, + 1103 + ] + ], + "right_ranges": [ + [ + 348, + 354 + ], + [ + 1960, + 1966 + ] + ] + } + ] }, { - "left_pr_number": 44007, - "right_pr_number": 44129, - "code_similarity": 0.103, - "size_similarity": 0.37, + "left_pr_number": 46509, + "right_pr_number": 47163, + "code_similarity": 0.006, + "size_similarity": 0.012, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.191, + "patch_similarity": 0.024, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44154, - "code_similarity": 0.238, - "size_similarity": 0.93, + "left_pr_number": 46509, + "right_pr_number": 47166, + "code_similarity": 0.007, + "size_similarity": 0.024, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.344, + "patch_similarity": 0.014, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44007, - "right_pr_number": 44722, - "code_similarity": 0.178, - "size_similarity": 0.679, - "file_overlap": 0.0, + "left_pr_number": 46509, + "right_pr_number": 47181, + "code_similarity": 0.153, + "size_similarity": 0.417, + "file_overlap": 0.094, "area_overlap": 0.0, - "patch_similarity": 0.28, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44013, - "right_pr_number": 44044, - "code_similarity": 0.126, - "size_similarity": 0.368, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.351, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44013, - "right_pr_number": 44066, - "code_similarity": 0.127, - "size_similarity": 0.389, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.325, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44013, - "right_pr_number": 44072, - "code_similarity": 0.29, - "size_similarity": 0.952, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.667, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44013, - "right_pr_number": 44085, - "code_similarity": 0.131, - "size_similarity": 0.406, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44013, - "right_pr_number": 44129, - "code_similarity": 0.07, - "size_similarity": 0.205, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.192, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44013, - "right_pr_number": 44154, - "code_similarity": 0.177, - "size_similarity": 0.594, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.389, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44013, - "right_pr_number": 44722, - "code_similarity": 0.118, - "size_similarity": 0.375, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.287, - "shared_filenames": [], - "shared_file_areas": [] + "patch_similarity": 0.274, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "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": [ + [ + 795, + 802 + ] + ], + "right_ranges": [ + [ + 1249, + 1256 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 412, + 418 + ], + [ + 1077, + 1083 + ], + [ + 1206, + 1212 + ] + ], + "right_ranges": [ + [ + 105, + 114 + ], + [ + 737, + 745 + ], + [ + 942, + 948 + ], + [ + 1027, + 1033 + ], + [ + 1161, + 1167 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1097, + 1103 + ] + ], + "right_ranges": [ + [ + 97, + 105 + ], + [ + 1053, + 1059 + ] + ] + } + ] }, { - "left_pr_number": 44044, - "right_pr_number": 44066, - "code_similarity": 0.25, - "size_similarity": 0.947, + "left_pr_number": 46509, + "right_pr_number": 47184, + "code_similarity": 0.004, + "size_similarity": 0.013, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.404, + "patch_similarity": 0.01, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44044, - "right_pr_number": 44072, - "code_similarity": 0.136, - "size_similarity": 0.351, + "left_pr_number": 46509, + "right_pr_number": 47198, + "code_similarity": 0.008, + "size_similarity": 0.03, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.442, + "patch_similarity": 0.011, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44044, - "right_pr_number": 44085, - "code_similarity": 0.24, - "size_similarity": 0.906, + "left_pr_number": 46509, + "right_pr_number": 47216, + "code_similarity": 0.081, + "size_similarity": 0.291, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.394, + "patch_similarity": 0.152, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44044, - "right_pr_number": 44129, - "code_similarity": 0.147, - "size_similarity": 0.555, + "left_pr_number": 46509, + "right_pr_number": 47292, + "code_similarity": 0.006, + "size_similarity": 0.026, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.243, + "patch_similarity": 0.005, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44044, - "right_pr_number": 44154, - "code_similarity": 0.17, - "size_similarity": 0.62, + "left_pr_number": 46509, + "right_pr_number": 47301, + "code_similarity": 0.01, + "size_similarity": 0.013, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.306, + "patch_similarity": 0.047, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44044, - "right_pr_number": 44722, - "code_similarity": 0.257, - "size_similarity": 0.982, + "left_pr_number": 46509, + "right_pr_number": 47311, + "code_similarity": 0.003, + "size_similarity": 0.007, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.402, + "patch_similarity": 0.01, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44066, - "right_pr_number": 44072, - "code_similarity": 0.133, - "size_similarity": 0.37, - "file_overlap": 0.0, + "left_pr_number": 46658, + "right_pr_number": 47143, + "code_similarity": 0.124, + "size_similarity": 0.397, + "file_overlap": 0.054, "area_overlap": 0.0, - "patch_similarity": 0.393, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44066, - "right_pr_number": 44085, - "code_similarity": 0.763, - "size_similarity": 0.957, - "file_overlap": 0.5, - "area_overlap": 0.825, - "patch_similarity": 0.887, + "patch_similarity": 0.187, "shared_filenames": [ - "src/transformers/models/gptj/modeling_gptj.py" + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/gptj/modeling_gptj.py", + "filename": "src/transformers/models/auto/auto_mappings.py", "left_ranges": [ [ - 33, - 41 - ], - [ - 174, - 181 + 362, + 368 ], [ - 250, - 257 + 591, + 599 ], [ - 398, - 419 + 798, + 804 ], [ - 425, - 434 + 884, + 891 ], [ - 459, - 466 + 1084, + 1090 ], [ - 471, - 488 - ], + 1207, + 1213 + ] + ], + "right_ranges": [ [ - 518, - 540 + 412, + 418 ], [ - 554, - 560 - ], + 975, + 981 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ [ - 566, - 575 - ], + 1085, + 1091 + ] + ], + "right_ranges": [ [ - 580, - 598 + 348, + 354 ], [ - 601, - 606 - ], - [ - 634, - 640 - ], - [ - 646, - 653 - ], - [ - 658, - 674 - ], - [ - 717, - 722 - ], - [ - 738, - 744 - ], - [ - 749, - 772 - ], + 1960, + 1966 + ] + ] + } + ] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47163, + "code_similarity": 0.003, + "size_similarity": 0.004, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.016, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47166, + "code_similarity": 0.003, + "size_similarity": 0.008, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.008, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47181, + "code_similarity": 0.216, + "size_similarity": 0.758, + "file_overlap": 0.071, + "area_overlap": 0.0, + "patch_similarity": 0.284, + "shared_filenames": [ + "src/transformers/conversion_mapping.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ [ - 790, - 795 + 739, + 822 ] ], "right_ranges": [ [ - 33, - 40 - ], - [ - 173, - 180 - ], - [ - 249, - 256 - ], - [ - 397, - 405 - ], + 1633, + 1653 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ [ - 408, - 419 + 362, + 368 ], [ - 425, - 434 + 591, + 599 ], [ - 459, - 465 + 798, + 804 ], [ - 470, - 489 + 884, + 891 ], [ - 517, - 539 + 1084, + 1090 ], [ - 553, - 559 - ], + 1207, + 1213 + ] + ], + "right_ranges": [ [ - 565, - 574 + 105, + 114 ], [ - 579, - 597 + 737, + 745 ], [ - 600, - 611 + 942, + 948 ], [ - 633, - 639 + 1027, + 1033 ], [ - 645, - 652 - ], + 1161, + 1167 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ [ - 657, - 673 - ], + 1085, + 1091 + ] + ], + "right_ranges": [ [ - 716, - 728 + 97, + 105 ], [ - 737, - 743 - ], + 1053, + 1059 + ] + ] + } + ] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47184, + "code_similarity": 0.002, + "size_similarity": 0.004, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.007, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47198, + "code_similarity": 0.014, + "size_similarity": 0.01, + "file_overlap": 0.036, + "area_overlap": 0.0, + "patch_similarity": 0.009, + "shared_filenames": [ + "src/transformers/conversion_mapping.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ [ - 748, - 771 - ], + 739, + 822 + ] + ], + "right_ranges": [ [ - 789, - 794 + 140, + 148 ] ] } ] }, { - "left_pr_number": 44066, - "right_pr_number": 44129, - "code_similarity": 0.145, - "size_similarity": 0.526, + "left_pr_number": 46658, + "right_pr_number": 47216, + "code_similarity": 0.038, + "size_similarity": 0.092, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.263, + "patch_similarity": 0.129, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44066, - "right_pr_number": 44154, - "code_similarity": 0.174, - "size_similarity": 0.654, + "left_pr_number": 46658, + "right_pr_number": 47292, + "code_similarity": 0.002, + "size_similarity": 0.008, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.286, + "patch_similarity": 0.003, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44066, - "right_pr_number": 44722, - "code_similarity": 0.907, - "size_similarity": 0.964, - "file_overlap": 1.0, - "area_overlap": 0.808, - "patch_similarity": 0.874, + "left_pr_number": 46658, + "right_pr_number": 47301, + "code_similarity": 0.005, + "size_similarity": 0.004, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.03, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47311, + "code_similarity": 0.002, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.007, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47163, + "code_similarity": 0.004, + "size_similarity": 0.009, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.013, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47166, + "code_similarity": 0.005, + "size_similarity": 0.019, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.009, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47181, + "code_similarity": 0.163, + "size_similarity": 0.524, + "file_overlap": 0.097, + "area_overlap": 0.0, + "patch_similarity": 0.196, "shared_filenames": [ - "src/transformers/models/codegen/modeling_codegen.py", - "src/transformers/models/gptj/modeling_gptj.py" + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/codegen/modeling_codegen.py", + "filename": "src/transformers/models/__init__.py", "left_ranges": [ [ - 245, - 266 + 305, + 311 ] ], "right_ranges": [ [ - 228, - 234 + 78, + 84 ] ] }, { - "filename": "src/transformers/models/gptj/modeling_gptj.py", + "filename": "src/transformers/models/auto/auto_mappings.py", "left_ranges": [ [ - 33, - 41 + 412, + 418 ], [ - 174, - 181 + 975, + 981 + ] + ], + "right_ranges": [ + [ + 105, + 114 ], [ - 250, - 257 + 737, + 745 ], [ - 398, - 419 + 942, + 948 ], [ - 425, - 434 - ], - [ - 459, - 466 - ], - [ - 471, - 488 - ], - [ - 518, - 540 - ], - [ - 554, - 560 - ], - [ - 566, - 575 - ], - [ - 580, - 598 - ], - [ - 601, - 606 - ], - [ - 634, - 640 - ], - [ - 646, - 653 - ], - [ - 658, - 674 - ], - [ - 717, - 722 + 1027, + 1033 ], [ - 738, - 744 - ], + 1161, + 1167 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ [ - 749, - 772 + 348, + 354 ], [ - 790, - 795 + 1960, + 1966 ] ], "right_ranges": [ [ - 33, - 42 - ], - [ - 175, - 182 - ], - [ - 251, - 258 - ], - [ - 399, - 420 - ], - [ - 426, - 435 - ], - [ - 460, - 467 - ], - [ - 472, - 489 - ], - [ - 519, - 540 - ], - [ - 554, - 560 - ], - [ - 566, - 575 - ], - [ - 580, - 598 - ], - [ - 601, - 612 - ], - [ - 634, - 640 - ], - [ - 646, - 653 - ], - [ - 658, - 663 - ], - [ - 666, - 674 - ], - [ - 717, - 722 - ], - [ - 738, - 744 - ], - [ - 749, - 772 + 97, + 105 ], [ - 790, - 795 + 1053, + 1059 ] ] } ] }, { - "left_pr_number": 44072, - "right_pr_number": 44085, - "code_similarity": 0.137, - "size_similarity": 0.387, + "left_pr_number": 47143, + "right_pr_number": 47184, + "code_similarity": 0.003, + "size_similarity": 0.01, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.398, + "patch_similarity": 0.007, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44072, - "right_pr_number": 44129, - "code_similarity": 0.074, - "size_similarity": 0.195, + "left_pr_number": 47143, + "right_pr_number": 47198, + "code_similarity": 0.006, + "size_similarity": 0.024, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.231, + "patch_similarity": 0.005, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44072, - "right_pr_number": 44154, - "code_similarity": 0.175, - "size_similarity": 0.566, + "left_pr_number": 47143, + "right_pr_number": 47216, + "code_similarity": 0.061, + "size_similarity": 0.231, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.414, + "patch_similarity": 0.1, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44072, - "right_pr_number": 44722, - "code_similarity": 0.124, - "size_similarity": 0.357, + "left_pr_number": 47143, + "right_pr_number": 47292, + "code_similarity": 0.005, + "size_similarity": 0.021, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.347, + "patch_similarity": 0.003, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44085, - "right_pr_number": 44129, - "code_similarity": 0.141, - "size_similarity": 0.503, + "left_pr_number": 47143, + "right_pr_number": 47301, + "code_similarity": 0.006, + "size_similarity": 0.01, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.272, + "patch_similarity": 0.024, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44085, - "right_pr_number": 44154, - "code_similarity": 0.18, - "size_similarity": 0.684, + "left_pr_number": 47143, + "right_pr_number": 47311, + "code_similarity": 0.002, + "size_similarity": 0.006, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.289, + "patch_similarity": 0.006, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44085, - "right_pr_number": 44722, - "code_similarity": 0.728, - "size_similarity": 0.923, - "file_overlap": 0.5, - "area_overlap": 0.791, - "patch_similarity": 0.78, - "shared_filenames": [ - "src/transformers/models/gptj/modeling_gptj.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/gptj/modeling_gptj.py", - "left_ranges": [ - [ - 33, - 40 - ], - [ - 173, - 180 - ], - [ - 249, - 256 - ], - [ - 397, - 405 - ], - [ - 408, - 419 - ], - [ - 425, - 434 - ], - [ - 459, - 465 - ], - [ - 470, - 489 - ], - [ - 517, - 539 - ], - [ - 553, - 559 - ], - [ - 565, - 574 - ], - [ - 579, - 597 - ], - [ - 600, - 611 - ], - [ - 633, - 639 - ], - [ - 645, - 652 - ], - [ - 657, - 673 - ], - [ - 716, - 728 + "left_pr_number": 47163, + "right_pr_number": 47166, + "code_similarity": 0.104, + "size_similarity": 0.483, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.047, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47181, + "code_similarity": 0.004, + "size_similarity": 0.005, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.022, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47184, + "code_similarity": 0.19, + "size_similarity": 0.933, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.022, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47198, + "code_similarity": 0.078, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47216, + "code_similarity": 0.014, + "size_similarity": 0.04, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.039, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47292, + "code_similarity": 0.093, + "size_similarity": 0.452, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.019, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47301, + "code_similarity": 0.192, + "size_similarity": 0.933, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.033, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47311, + "code_similarity": 0.125, + "size_similarity": 0.607, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.025, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47181, + "code_similarity": 0.004, + "size_similarity": 0.01, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47184, + "code_similarity": 0.11, + "size_similarity": 0.517, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.041, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47198, + "code_similarity": 0.163, + "size_similarity": 0.806, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.013, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47216, + "code_similarity": 0.022, + "size_similarity": 0.084, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.034, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47292, + "code_similarity": 0.189, + "size_similarity": 0.935, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47301, + "code_similarity": 0.108, + "size_similarity": 0.517, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.034, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47311, + "code_similarity": 0.062, + "size_similarity": 0.293, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.021, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47184, + "code_similarity": 0.003, + "size_similarity": 0.005, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47198, + "code_similarity": 0.017, + "size_similarity": 0.013, + "file_overlap": 0.043, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [ + "src/transformers/conversion_mapping.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 1633, + 1653 + ] + ], + "right_ranges": [ + [ + 140, + 148 + ] + ] + } + ] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47216, + "code_similarity": 0.046, + "size_similarity": 0.121, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.146, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47292, + "code_similarity": 0.003, + "size_similarity": 0.011, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.004, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47301, + "code_similarity": 0.007, + "size_similarity": 0.005, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.042, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47311, + "code_similarity": 0.002, + "size_similarity": 0.003, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.008, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47184, + "right_pr_number": 47198, + "code_similarity": 0.083, + "size_similarity": 0.417, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47184, + "right_pr_number": 47216, + "code_similarity": 0.012, + "size_similarity": 0.043, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.02, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47184, + "right_pr_number": 47292, + "code_similarity": 0.097, + "size_similarity": 0.484, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47184, + "right_pr_number": 47301, + "code_similarity": 0.207, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.046, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47184, + "right_pr_number": 47311, + "code_similarity": 0.119, + "size_similarity": 0.567, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.038, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47198, + "right_pr_number": 47216, + "code_similarity": 0.023, + "size_similarity": 0.104, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.018, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47198, + "right_pr_number": 47292, + "code_similarity": 0.172, + "size_similarity": 0.861, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47198, + "right_pr_number": 47301, + "code_similarity": 0.087, + "size_similarity": 0.417, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.023, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47198, + "right_pr_number": 47311, + "code_similarity": 0.047, + "size_similarity": 0.236, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47216, + "right_pr_number": 47292, + "code_similarity": 0.019, + "size_similarity": 0.089, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.005, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47216, + "right_pr_number": 47301, + "code_similarity": 0.02, + "size_similarity": 0.043, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.075, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47216, + "right_pr_number": 47311, + "code_similarity": 0.007, + "size_similarity": 0.024, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.016, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47292, + "right_pr_number": 47301, + "code_similarity": 0.098, + "size_similarity": 0.484, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.006, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47292, + "right_pr_number": 47311, + "code_similarity": 0.058, + "size_similarity": 0.274, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.019, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47301, + "right_pr_number": 47311, + "code_similarity": 0.117, + "size_similarity": 0.567, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.026, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 ], [ 737, @@ -1050,277 +2393,313 @@ ] }, { - "cluster_id": "cluster-46894-7", - "summary": "Cluster of 3 issues and 4 PRs centered on issue #46894.", + "cluster_id": "cluster-43451-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46894, - "canonical_pr_number": 46903, - "issue_numbers": [ - 46894, - 46897, - 46901 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], "pr_numbers": [ - 46895, - 46903, - 46958, - 47090 + 43451, + 46836 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46895, - "right_pr_number": 46903, - "code_similarity": 0.533, - "size_similarity": 0.404, - "file_overlap": 0.333, - "area_overlap": 0.933, - "patch_similarity": 0.17, + "left_pr_number": 43451, + "right_pr_number": 46836, + "code_similarity": 0.278, + "size_similarity": 0.922, + "file_overlap": 0.146, + "area_overlap": 0.0, + "patch_similarity": 0.329, "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" + "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", + "utils/check_repo.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "docs/source/en/_toctree.yml", "left_ranges": [ [ - 637, - 650 + 1375, + 1382 ] ], "right_ranges": [ [ - 637, - 651 + 893, + 900 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ - [ - 500, - 513 - ] - ], - "right_ranges": [ - [ - 500, - 514 - ] - ] - } - ] - }, - { - "left_pr_number": 46895, - "right_pr_number": 46958, - "code_similarity": 0.779, - "size_similarity": 0.915, - "file_overlap": 1.0, - "area_overlap": 0.5, - "patch_similarity": 0.81, - "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "tests/models/cohere_asr/test_modeling_cohere_asr.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/conversion_mapping.py", "left_ranges": [ [ - 637, - 650 + 737, + 769 ] ], "right_ranges": [ [ - 22, - 28 + 127, + 133 ], [ - 638, - 645 + 1495, + 1545 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/__init__.py", "left_ranges": [ [ - 500, - 513 + 290, + 296 ] ], "right_ranges": [ [ - 16, - 22 - ], - [ - 501, - 508 + 453, + 459 ] ] }, { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "filename": "src/transformers/models/auto/auto_mappings.py", "left_ranges": [ [ - 35, - 41 + 391, + 398 ], [ - 176, - 214 - ] - ], - "right_ranges": [ + 824, + 830 + ], [ - 15, - 21 + 945, + 951 ], [ - 180, - 221 - ] - ] - } - ] - }, - { - "left_pr_number": 46895, - "right_pr_number": 47090, - "code_similarity": 0.819, - "size_similarity": 0.932, - "file_overlap": 1.0, - "area_overlap": 0.783, - "patch_similarity": 0.389, - "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "tests/models/cohere_asr/test_modeling_cohere_asr.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "left_ranges": [ + 1068, + 1074 + ], [ - 637, - 650 + 1202, + 1208 ] ], "right_ranges": [ [ 637, - 649 + 647 + ], + [ + 919, + 928 + ], + [ + 1130, + 1136 + ], + [ + 1260, + 1266 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/auto/modeling_auto.py", "left_ranges": [ [ - 500, - 513 + 331, + 338 + ], + [ + 1094, + 1100 + ], + [ + 1913, + 1919 ] ], "right_ranges": [ [ - 500, - 512 + 509, + 515 + ], + [ + 1119, + 1125 ] ] }, { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "filename": "utils/check_repo.py", "left_ranges": [ [ - 35, - 41 + 250, + 258 ], [ - 176, - 214 + 337, + 344 ] ], "right_ranges": [ [ - 175, - 222 + 267, + 274 + ], + [ + 494, + 501 ] ] } ] - }, + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ { - "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, + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "docs/source/en/model_doc/deimv2.md", "left_ranges": [ [ - 637, - 651 + 1, + 132 ] ], "right_ranges": [ [ - 22, - 28 - ], + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ [ - 638, - 645 + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", "left_ranges": [ [ - 500, - 514 + 1, + 74 ] ], "right_ranges": [ [ - 16, - 22 - ], + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ [ - 501, - 508 + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 ] ] } ] - }, + } + ] + }, + { + "cluster_id": "cluster-46894-5", + "summary": "Cluster of 1 issues and 4 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46903, + "issue_numbers": [ + 46894 + ], + "pr_numbers": [ + 46895, + 46903, + 46958, + 47090 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ { - "left_pr_number": 46903, - "right_pr_number": 47090, - "code_similarity": 0.519, - "size_similarity": 0.433, + "left_pr_number": 46895, + "right_pr_number": 46903, + "code_similarity": 0.533, + "size_similarity": 0.404, "file_overlap": 0.333, - "area_overlap": 0.867, - "patch_similarity": 0.192, + "area_overlap": 0.933, + "patch_similarity": 0.17, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py" @@ -1331,13 +2710,13 @@ "left_ranges": [ [ 637, - 651 + 650 ] ], "right_ranges": [ [ 637, - 649 + 651 ] ] }, @@ -1346,26 +2725,26 @@ "left_ranges": [ [ 500, - 514 + 513 ] ], "right_ranges": [ [ 500, - 512 + 514 ] ] } ] }, { - "left_pr_number": 46958, - "right_pr_number": 47090, - "code_similarity": 0.742, - "size_similarity": 0.852, + "left_pr_number": 46895, + "right_pr_number": 46958, + "code_similarity": 0.779, + "size_similarity": 0.915, "file_overlap": 1.0, - "area_overlap": 0.611, - "patch_similarity": 0.387, + "area_overlap": 0.5, + "patch_similarity": 0.81, "shared_filenames": [ "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "src/transformers/models/cohere_asr/modular_cohere_asr.py", @@ -1375,6 +2754,12 @@ { "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ [ 22, 28 @@ -1383,17 +2768,17 @@ 638, 645 ] - ], - "right_ranges": [ - [ - 637, - 649 - ] ] }, { "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ [ 16, 22 @@ -1402,352 +2787,264 @@ 501, 508 ] - ], - "right_ranges": [ - [ - 500, - 512 - ] ] }, { "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", "left_ranges": [ [ - 15, - 21 + 35, + 41 ], [ - 180, - 221 + 176, + 214 ] ], "right_ranges": [ [ - 175, - 222 + 15, + 21 + ], + [ + 180, + 221 ] ] } ] - } - ] - }, - { - "cluster_id": "cluster-41211-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 41211, - "canonical_pr_number": 44339, - "issue_numbers": [ - 41211 - ], - "pr_numbers": [ - 41356, - 44339 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ + }, { - "left_pr_number": 41356, - "right_pr_number": 44339, - "code_similarity": 0.155, - "size_similarity": 0.094, - "file_overlap": 0.273, - "area_overlap": 0.078, - "patch_similarity": 0.183, + "left_pr_number": 46895, + "right_pr_number": 47090, + "code_similarity": 0.819, + "size_similarity": 0.932, + "file_overlap": 1.0, + "area_overlap": 0.783, + "patch_similarity": 0.389, "shared_filenames": [ - "docs/source/en/model_doc/deimv2.md", - "src/transformers/models/deimv2/__init__.py", - "src/transformers/models/deimv2/configuration_deimv2.py", - "src/transformers/models/deimv2/modeling_deimv2.py", - "tests/models/deimv2/__init__.py", - "tests/models/deimv2/test_modeling_deimv2.py" + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" ], "shared_file_areas": [ { - "filename": "docs/source/en/model_doc/deimv2.md", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 1, - 132 + 637, + 650 ] ], "right_ranges": [ [ - 1, - 65 + 637, + 649 ] ] }, { - "filename": "src/transformers/models/deimv2/__init__.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 1, - 15 + 500, + 513 ] ], "right_ranges": [ [ - 1, - 29 + 500, + 512 ] ] }, { - "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", "left_ranges": [ [ - 1, - 74 + 35, + 41 + ], + [ + 176, + 214 ] ], "right_ranges": [ [ - 1, - 266 + 175, + 222 + ] + ] + } + ] + }, + { + "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": "tests/models/deimv2/test_modeling_deimv2.py", + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", "left_ranges": [ [ - 1, - 15 + 500, + 514 ] ], "right_ranges": [ [ - 1, - 1734 + 16, + 22 + ], + [ + 501, + 508 ] ] } ] - } - ] - }, - { - "cluster_id": "cluster-43451-2", - "summary": "Cluster of 2 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, - 47298 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43451, - "right_pr_number": 47298, - "code_similarity": 0.012, - "size_similarity": 0.035, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.033, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-46509-5", - "summary": "Cluster of 5 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46509, - "issue_numbers": [], - "pr_numbers": [ - 46509, - 47163, - 47166, - 47184, - 47292 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46509, - "right_pr_number": 47163, - "code_similarity": 0.006, - "size_similarity": 0.012, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.024, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46509, - "right_pr_number": 47166, - "code_similarity": 0.007, - "size_similarity": 0.024, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.014, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46509, - "right_pr_number": 47184, - "code_similarity": 0.004, - "size_similarity": 0.013, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.01, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46509, - "right_pr_number": 47292, - "code_similarity": 0.006, - "size_similarity": 0.026, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.005, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47166, - "code_similarity": 0.104, - "size_similarity": 0.483, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.047, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47184, - "code_similarity": 0.19, - "size_similarity": 0.933, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.022, - "shared_filenames": [], - "shared_file_areas": [] }, { - "left_pr_number": 47163, - "right_pr_number": 47292, - "code_similarity": 0.093, - "size_similarity": 0.452, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.019, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47166, - "right_pr_number": 47184, - "code_similarity": 0.11, - "size_similarity": 0.517, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.041, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47166, - "right_pr_number": 47292, - "code_similarity": 0.189, - "size_similarity": 0.935, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.01, - "shared_filenames": [], - "shared_file_areas": [] + "left_pr_number": 46903, + "right_pr_number": 47090, + "code_similarity": 0.519, + "size_similarity": 0.433, + "file_overlap": 0.333, + "area_overlap": 0.867, + "patch_similarity": 0.192, + "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": [ + [ + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 514 + ] + ], + "right_ranges": [ + [ + 500, + 512 + ] + ] + } + ] }, { - "left_pr_number": 47184, - "right_pr_number": 47292, - "code_similarity": 0.097, - "size_similarity": 0.484, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-45488-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #45488.", - "status": "open", - "confidence": 0.6, - "canonical_issue_number": 45488, - "canonical_pr_number": 47017, - "issue_numbers": [ - 45488, - 46489 - ], - "pr_numbers": [ - 46580, - 47017 - ], - "evidence_types": [ - "closing_reference", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46580, - "right_pr_number": 47017, - "code_similarity": 0.225, - "size_similarity": 0.275, - "file_overlap": 0.5, - "area_overlap": 0.0, - "patch_similarity": 0.13, + "left_pr_number": 46958, + "right_pr_number": 47090, + "code_similarity": 0.742, + "size_similarity": 0.852, + "file_overlap": 1.0, + "area_overlap": 0.611, + "patch_similarity": 0.387, "shared_filenames": [ - "src/transformers/models/auto/tokenization_auto.py" + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/auto/tokenization_auto.py", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 361, - 367 + 22, + 28 ], [ - 399, - 421 + 638, + 645 + ] + ], + "right_ranges": [ + [ + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 16, + 22 ], [ - 724, - 739 + 501, + 508 ] ], "right_ranges": [ [ - 429, - 476 + 500, + 512 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 15, + 21 ], [ - 808, - 826 + 180, + 221 + ] + ], + "right_ranges": [ + [ + 175, + 222 ] ] } @@ -1854,125 +3151,6 @@ } ] }, - { - "cluster_id": "cluster-46658-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46836, - "issue_numbers": [], - "pr_numbers": [ - 46658, - 46836 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46658, - "right_pr_number": 46836, - "code_similarity": 0.22, - "size_similarity": 0.771, - "file_overlap": 0.06, - "area_overlap": 0.0, - "patch_similarity": 0.32, - "shared_filenames": [ - "src/transformers/conversion_mapping.py", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 739, - 822 - ] - ], - "right_ranges": [ - [ - 127, - 133 - ], - [ - 1495, - 1545 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 362, - 368 - ], - [ - 591, - 599 - ], - [ - 798, - 804 - ], - [ - 884, - 891 - ], - [ - 1084, - 1090 - ], - [ - 1207, - 1213 - ] - ], - "right_ranges": [ - [ - 637, - 647 - ], - [ - 919, - 928 - ], - [ - 1130, - 1136 - ], - [ - 1260, - 1266 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 1085, - 1091 - ] - ], - "right_ranges": [ - [ - 509, - 515 - ], - [ - 1119, - 1125 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-46693-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46693.", @@ -2075,64 +3253,14 @@ "filename": "src/transformers/loss/loss_utils.py", "left_ranges": [ [ - 30, - 50 - ] - ], - "right_ranges": [ - [ - 30, - 43 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-45647-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 45647, - "canonical_pr_number": 45738, - "issue_numbers": [ - 45647 - ], - "pr_numbers": [ - 45737, - 45738 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 45737, - "right_pr_number": 45738, - "code_similarity": 0.526, - "size_similarity": 0.11, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.024, - "shared_filenames": [ - "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", - "left_ranges": [ - [ - 491, - 497 + 30, + 50 ] ], "right_ranges": [ [ - 491, - 497 + 30, + 43 ] ] } @@ -2141,18 +3269,18 @@ ] }, { - "cluster_id": "cluster-46869-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", "status": "open", "confidence": 0.75, - "canonical_issue_number": 46869, - "canonical_pr_number": 46886, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, "issue_numbers": [ - 46869 + 45647 ], "pr_numbers": [ - 46886, - 46922 + 45737, + 45738 ], "evidence_types": [ "closing_reference", @@ -2160,33 +3288,29 @@ ], "pr_comparisons": [ { - "left_pr_number": 46886, - "right_pr_number": 46922, - "code_similarity": 0.711, - "size_similarity": 0.857, - "file_overlap": 1.0, - "area_overlap": 0.5, - "patch_similarity": 0.429, + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, "shared_filenames": [ - "src/transformers/models/yolos/modeling_yolos.py" + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/yolos/modeling_yolos.py", + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", "left_ranges": [ [ - 446, - 452 + 491, + 497 ] ], "right_ranges": [ [ - 434, - 440 - ], - [ - 446, - 452 + 491, + 497 ] ] } @@ -2515,11 +3639,65 @@ } ] }, + { + "cluster_id": "cluster-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, + "issue_numbers": [ + 46869 + ], + "pr_numbers": [ + 46886, + 46922 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46886, + "right_pr_number": 46922, + "code_similarity": 0.711, + "size_similarity": 0.857, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.429, + "shared_filenames": [ + "src/transformers/models/yolos/modeling_yolos.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/yolos/modeling_yolos.py", + "left_ranges": [ + [ + 446, + 452 + ] + ], + "right_ranges": [ + [ + 434, + 440 + ], + [ + 446, + 452 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", "status": "open", - "confidence": 0.55, + "confidence": 0.8, "canonical_issue_number": 45561, "canonical_pr_number": 45645, "issue_numbers": [ @@ -2530,7 +3708,9 @@ 45645 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { @@ -2604,56 +3784,6 @@ } ] }, - { - "cluster_id": "cluster-47158-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #47276.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 47276, - "canonical_pr_number": 47158, - "issue_numbers": [ - 47276 - ], - "pr_numbers": [ - 47158, - 47308 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 47158, - "right_pr_number": 47308, - "code_similarity": 1.0, - "size_similarity": 1.0, - "file_overlap": 1.0, - "area_overlap": 1.0, - "patch_similarity": 1.0, - "shared_filenames": [ - "src/transformers/generation/utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/generation/utils.py", - "left_ranges": [ - [ - 2426, - 2432 - ] - ], - "right_ranges": [ - [ - 2426, - 2432 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-46305-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", @@ -2844,7 +3974,7 @@ "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47122, + "canonical_pr_number": 47150, "issue_numbers": [], "pr_numbers": [ 47122, @@ -2943,54 +4073,77 @@ ] }, { - "cluster_id": "cluster-44001-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44002, + "canonical_pr_number": 43656, "issue_numbers": [], "pr_numbers": [ - 44001, - 44002, - 44004 + 43656, + 43842 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44001, - "right_pr_number": 44002, - "code_similarity": 0.175, - "size_similarity": 0.595, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.375, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44001, - "right_pr_number": 44004, - "code_similarity": 0.087, - "size_similarity": 0.237, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.262, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44002, - "right_pr_number": 44004, - "code_similarity": 0.125, - "size_similarity": 0.398, - "file_overlap": 0.0, + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, "area_overlap": 0.0, - "patch_similarity": 0.304, - "shared_filenames": [], - "shared_file_areas": [] + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] } ] }, @@ -3053,35 +4206,6 @@ } ] }, - { - "cluster_id": "cluster-47210-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47210, - "issue_numbers": [], - "pr_numbers": [ - 47210, - 47301 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47210, - "right_pr_number": 47301, - "code_similarity": 0.025, - "size_similarity": 0.081, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.061, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3359,23 +4483,6 @@ } ], "duplicate_issues": [ - { - "cluster_id": "cluster-45488-4", - "canonical_issue_number": 45488, - "duplicate_issue_numbers": [ - 46489 - ], - "reason": "Issues in cluster-45488-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46894-7", - "canonical_issue_number": 46894, - "duplicate_issue_numbers": [ - 46897, - 46901 - ], - "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-47138-4", "canonical_issue_number": 47138, @@ -3408,11 +4515,20 @@ "cluster_id": "cluster-43451-2", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 47298 + 46836 ], "target_issue_number": null, "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -3439,16 +4555,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44001-3", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44001, - 44004 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44001-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -3467,15 +4573,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45488-4", - "canonical_pr_number": 47017, - "duplicate_pr_numbers": [ - 46580 - ], - "target_issue_number": 45488, - "reason": "PRs in cluster-45488-4 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -3483,7 +4580,7 @@ 45639 ], "target_issue_number": 45561, - "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence." + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-45647-3", @@ -3513,25 +4610,24 @@ "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46509-5", - "canonical_pr_number": 46509, + "cluster_id": "cluster-46376-13", + "canonical_pr_number": 46658, "duplicate_pr_numbers": [ + 46376, + 46509, + 47143, 47163, 47166, + 47181, 47184, - 47292 + 47198, + 47216, + 47292, + 47301, + 47311 ], "target_issue_number": null, - "reason": "PRs in cluster-46509-5 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-46658-2", - "canonical_pr_number": 46836, - "duplicate_pr_numbers": [ - 46658 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46658-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46376-13 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46693-3", @@ -3552,7 +4648,7 @@ "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-46894-7", + "cluster_id": "cluster-46894-5", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, @@ -3560,13 +4656,13 @@ 47090 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47122-3", - "canonical_pr_number": 47122, + "canonical_pr_number": 47150, "duplicate_pr_numbers": [ - 47150, + 47122, 47224 ], "target_issue_number": null, @@ -3589,36 +4685,18 @@ ], "target_issue_number": 47138, "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47158-3", - "canonical_pr_number": 47158, - "duplicate_pr_numbers": [ - 47308 - ], - "target_issue_number": 47276, - "reason": "PRs in cluster-47158-3 are treated as duplicates because they converge on issue #47276 with closing_reference, shared_issue_target evidence." - }, - { - "cluster_id": "cluster-47210-2", - "canonical_pr_number": 47210, - "duplicate_pr_numbers": [ - 47301 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47210-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-7", + "cluster_id": "cluster-46894-5", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 10 inbound references.", - "score": 182.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 162.0 }, "best_pr": { - "cluster_id": "cluster-43979-11", - "pr_number": 44007, - "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 238.886 + "cluster_id": "cluster-46376-13", + "pr_number": 46658, + "reason": "PR #46658 is the strongest global PR candidate because it is open, belongs to a cluster with 13 artifacts, links to 0 issues, and carries 96 review/discussion events.", + "score": 434.442 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index cbce0eb8117e1970af65781047097d03018a8a99..51731656c1a71e9533ff0a73e077261945e15518 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": "20260714T060029Z", - "generated_at": "2026-07-14T06:12:53Z", + "snapshot_id": "20260714T120113Z", + "generated_at": "2026-07-14T12:13:49Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:24643", "issue:30277", @@ -131,340 +131,394 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "4381e5748d4eb31f7c5a9c5de467b73ada10edc0c4c546d80c98f0c8218c7dc1", + "prepared_review_unit_hash": "ddc64a7e49b2fc83679c6bfef181b009775c3b6a379f29cd1724f461eea0ce94", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46279, - "estimated_input_tokens": 11570, - "estimated_eval_tokens": 23396 + "serialized_chars": 46274, + "estimated_input_tokens": 11569, + "estimated_eval_tokens": 23394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with a few clear duplicate-like groups. The strongest soft edge is the DeepSpeed ZeRO-3/BERT IndexError pair 43596/43638, which is close enough to treat as the same bug; the torch compatibility and Qwen3.5 MoE pairs also look related.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43596 is the cleanest canonical issue for the DeepSpeed ZeRO-3/BERT crash cluster: it states the core IndexError clearly and is tightly aligned with 43638.", + "summary": "The cluster is mostly heterogeneous, but it does contain a few tight duplicate families: the strongest is the DeepSpeed ZeRO-3 Bert index-out-of-bounds pair, plus a strong Qwen3_5MoeTextRotaryEmbedding offload/materialization pair, and a torch 2.4.1 incompatibility pair that looks like the same version-compatibility bug rather than an exact title match.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43596 is the clearest representative of the strongest duplicate family: it names the Bert + DeepSpeed ZeRO-3 index-out-of-bounds path directly, and 43638 describes the same failure mode with very similar context.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43596 is the best global issue representative because it is the clearest, most specific report in the strongest duplicate cluster and captures the shared ZeRO-3/BERT failure mode.", + "best_issue_reason": "Best overall cluster representative because it is a concrete, reproducible bug report with the strongest duplicate evidence attached to it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model/config bug versus a chat/completions streaming failure; no shared concrete code path." + "reason": "Different Qwen3.5 failures in different workflows; no clear shared code path." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both are MoE-related, but they describe different failures and different runtime paths." + "reason": "Different runtime/device errors on unrelated execution paths." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Unrelated failures: multimodal dtype mismatch vs AMD GPU runtime issue." + "reason": "Model-specific dtype mismatch vs AMD GPU model failure; not the same bug." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime bugs; autocast dtype mismatch is not the same as AMD GPU failure." + "reason": "Both mention device/runtime issues, but the model and failure modes differ." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and different failures; not the same bug." + "reason": "Broken example vs GPU model failure; unrelated." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different MoE code paths and error surfaces; not a duplicate." + "reason": "Different model/runtime bugs with no shared root cause." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export failure." + "reason": "Distributed collective mismatch vs ONNX export error; different code paths." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and failure modes; not the same underlying bug." + "reason": "ONNX export issue vs Qwen3Moe FP8 failure; not the same bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export failure and device-map cuda assert are unrelated." + "reason": "Different subsystems and different failures; not duplicates." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both are docs/task-related, but they concern different cleanup changes." + "reason": "Task crash vs docs/example cleanup; unrelated." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure is unrelated to the GenerationMixin import error." + "reason": "Export issue vs import failure in a different module; not the same code path." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they reference different removed content." + "reason": "Both are docs regressions, but they target different removed items and pages." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/resume issues with no shared concrete failure mode." + "reason": "Qwen embedding unpacking bug vs resume-training/remote-code issue." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training issue and YOLO multi-GPU device-map failure are unrelated." + "reason": "Different model/workflow failures; no common underlying bug." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch and device mismatch are different runtime bugs." + "reason": "Mask/tensor shape mismatch vs device-map placement mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3/BERT IndexError and mask/tensor shape mismatch are different concrete failures." + "reason": "Superficially similar IndexErrors, but different model paths and failure surfaces." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different subsystems and error classes; not duplicates." + "reason": "DeepSpeed Bert index error vs training-resume remote-code issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad DeepSpeed context, but the concrete failure is different." + "reason": "Different model bugs; only the exception class is similar." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Shape/indexing bug and video token/template mismatch are unrelated." + "reason": "Mask shape mismatch vs video token/template mismatch; different causes." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model and failure mode; not the same bug." + "reason": "Different model/runtime failures and different symptoms." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue vs broken official example; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration issue vs resume-training issue; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice preset bug vs ONNX export issue." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective mismatch vs Bert ZeRO-3 index error; different failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 Bert index-out-of-bounds bug family." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Kernel dispatch issue and MoE tensor-parallel issue are different code paths." + "reason": "Liger cross-entropy call issue vs GPT-OSS tensor-parallel issue; unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA save/reload mismatch are different bugs." + "reason": "Detokenization bug vs LoRA merge/save mismatch; different problems." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime error is unrelated to LoRA merge/reload inconsistency." + "reason": "Different model/runtime failures with unrelated symptoms." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code loading error." + "reason": "Processor failure vs remote-code config_class import error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures differ." + "reason": "Training weight shape error vs collective mismatch; different root causes." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model families and different runtime failures." + "reason": "Different device/runtime bugs on different model families." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch is unrelated to mask indexing mismatch." + "reason": "Activation checkpointing/FSDP mismatch vs mask indexing error; not duplicates." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram error and YOLO multi-GPU device-map failure are unrelated." + "reason": "MPS histogram op failure vs multi-GPU device-map issue." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same model component and same rotary-embedding state/device handling problem; one fix could plausibly cover both." + "reason": "Same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug family." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP recompute mismatch and CustomTrainer signature breakage are unrelated." + "reason": "FSDP checkpointing bug vs trainer API signature mismatch." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3/BERT IndexError and GPT-OSS tensor-parallel issue are different bugs." + "reason": "DeepSpeed Bert index error vs GPT-OSS TP issue; different model paths." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model and failure mode; no duplicate evidence." + "reason": "Different model/runtime bug; no shared fix." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model families and different runtime failures." + "reason": "Different model-specific failures." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and AMD GPU support failure are distinct issues." + "reason": "Different models, environments, and failure types." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Inputs-embeds reverse lookup and video token/template mismatch are different features and bugs." + "reason": "Reverse embedding lookup issue vs video feature/token mismatch." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config/vLLM attribute error is unrelated to the Mistral regex patch error." + "reason": "Gemma3 config attribute error vs tokenizer regex patch crash." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both report the same torch 2.4.1 compatibility problem with nearly identical version-level context." + "reason": "Same torch 2.4.1 incompatibility family, even if the titles are not identical." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device mismatch with auto mapping and expensive reverse embedding lookup are different issues." + "reason": "Device-map mismatch vs expensive reverse embedding lookup." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and Qwen3 cuda assert are unrelated." + "reason": "Different distributed/device placement bugs." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic torch incompatibility and Qwen-3 NVFP4 runtime failure are not the same bug." + "reason": "Version incompatibility vs model-specific inference failure." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different concrete paths." + "reason": "Autocast dtype mismatch vs GPT-OSS tensor-parallel issue." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing error is unrelated to the Mistral-3 image-preprocessor dtype mismatch." + "reason": "Torch dynamo tracing error vs multimodal dtype mismatch; not the same bug." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model/runtime failures; no duplicate evidence." + "reason": "Different models and different failure surfaces." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Multimodal dtype mismatch and MPS histogram error are unrelated." + "reason": "Different device/runtime bugs with no common code path." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram error are different bugs." + "reason": "Invalid method call vs unsupported MPS op; unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 embedding unpacking failure are distinct issues." + "reason": "Different Qwen model bugs with different failure modes." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy issue vs Qwen3.5 embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 index errors, but the model/code paths differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Both are docs regressions, but they concern different removed features." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the MPS histogram kernel error." + "reason": "Different device/runtime failures; no common underlying bug." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Liger kernel cross-entropy dispatch and autocast dtype mismatch are different problems." + "reason": "Distributed collective mismatch vs trainer API change." }, { - "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Near-identical titles, same DeepSpeed ZeRO-3/BERT IndexError, and the same underlying crash path; this looks like the same bug." + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue vs import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU model failure vs RAG docs issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different model/runtime failures; not duplicates." } ] }, "evaluator_result": { "accept": false, - "feedback": "The overall summary is mostly grounded, but one soft-edge verdict is too strong in the wrong direction: issue:43596 and issue:43638 are very close on the packet evidence (nearly identical titles, same DeepSpeed ZeRO-3/BERT IndexError, and the highest similarity among the pairs shown), so marking that pair as definitely non-duplicate is not conservative. Because of that misclassification, I can\u2019t accept the evaluation as precise enough." + "feedback": "The cluster-level picture is mostly grounded, but the summary overstates one pair: calling 45800/46515 an \"exact\" torch 2.4.1 incompatibility pair is stronger than the packet supports (their titles are similar, but not identical, and there\u2019s no deterministic evidence). The DeepSpeed ZeRO-3 Bert pair and the Qwen3_5MoeTextRotaryEmbedding pair are plausible, but should be described more conservatively as likely/strong duplicate families rather than exact matches." }, "evaluator_used": true, "retried": true, @@ -483,7 +537,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:36010", "issue:39290", @@ -544,8 +598,8 @@ "issue:45237|issue:45901", "issue:44589|issue:46304", "issue:43039|issue:44560", - "issue:45823|issue:46294", "issue:44841|issue:45823", + "issue:45823|issue:46294", "issue:43975|issue:46015", "issue:43866|issue:46772", "issue:44863|issue:46015", @@ -577,250 +631,286 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "393ca23614c4a8d2ca62fa09f444354f24a4464caf1f76d0847fae9e1f90f257", + "prepared_review_unit_hash": "3c023c2ce450dac5631406f8f2683a26f81dcce908aaa717709ba73860b4864b", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39739, - "estimated_input_tokens": 9935, - "estimated_eval_tokens": 20126 + "serialized_chars": 39733, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy mixed cluster, not one duplicate set. Most pairs are false positives across unrelated bugs. The only strong duplicate-looking pairs are the DeepSpeed ZeRO-3 index-error reports and the v5 AutoTokenizer token-ID regression reports.", - "confidence": 0.83, - "canonical_issue_reason": "If a single issue must represent the cluster, issue 46304 is the broadest and most connected version-regression item. That said, the cluster is heterogeneous and it does not cleanly cover the other sub-bugs.", + "summary": "Almost all candidates are distinct bugs or model-specific failures. The only clear duplicate-like pair is the AutoTokenizer v5 regression affecting multiple model families, where one report is a narrow Granite-specific instance and the other is the broader umbrella issue.", + "confidence": 0.9, + "canonical_issue_reason": "Choose issue 45920 as canonical: it describes the broad v5 AutoTokenizer token-ID regression across multiple models, which subsumes the narrower Granite-only report in 45812.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46304 is the best overall representative for the largest subtheme here (version/regression breakages), but it is still not a true umbrella for all items in the set.", + "best_issue_reason": "Issue 45920 is the best representative because it is the most general, highest-signal description of the underlying regression and covers the widest set of affected models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility regressions, but they describe different failures and code paths; not the same bug." + "reason": "Different failures: torch/Transformers version incompatibility vs USE_DISTRIBUTED=0 breakage." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different model/load failure versus a torch/distributed compatibility regression; no shared concrete bug." + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to PyTorch distributed support." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different models and symptoms; one is a corrupted checkpoint report, the other is missing text-encoder weights." + "reason": "Different models and symptoms: corrupted Ovis2 checkpoint vs Sam3 text-encoder load issue." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and different failure modes; only a loose similarity around model-specific config/runtime issues." + "reason": "Gemma3 sliding_window_pattern attr error and Qwen3 device-map cuda assert are different bugs." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Both report the same ZeRO-3 init IndexError pattern at dimension 0 size 0, strongly suggesting one underlying bug." + "accept": false, + "reason": "Both mention ZeRO-3 IndexError, but they involve different models and likely separate root causes." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different documentation changes and are not the same underlying issue." + "reason": "Two unrelated documentation issues with different APIs and behavior changes." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Unrelated failures in different tasks/models; no shared code-path bug." + "reason": "AMD GPU support problem vs table-question-answering crash; no shared code path." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the distributed-build compatibility issue." + "reason": "Float8 storage type error is unrelated to the distributed build/support regression." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different subsystems and symptoms; one is about Liger Kernel dispatch, the other a video input error." + "reason": "Liger cross-entropy routing and Qwen3-VL video StopIteration are different issues." }, { - "left": "issue:45823", - "right": "issue:46294", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Both are multimodal model issues, but the device mismatch and video-feature/token mismatch are different problems." + "reason": "Different multimodal model failures: Voxtral processor vs Gemma4 device mismatch." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:45823", + "right": "issue:46294", "accept": false, - "reason": "Different model families and unrelated processor/device-mapping failures." + "reason": "Both are multimodal, but one is device placement and the other is chat-template video token mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression and outdated docs are unrelated." + "reason": "Detokenization bug is unrelated to outdated RAG docs." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." + "reason": "Checkpoint corruption and ModelOpt compatibility are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model loading failure versus docs/example staleness; not the same bug." + "reason": "NemotronH checkpoint loading and RAG docs are different problem areas." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both are broad regression reports, but one is about remote-code models and the other about USE_DISTRIBUTED=0 support; not the same concrete issue." + "reason": "Remote-code breakage is broader but not the same concrete issue as USE_DISTRIBUTED=0 support." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both describe the same v5 AutoTokenizer token-ID regression across multiple model families." + "reason": "Same underlying AutoTokenizer v5 regression; 45920 is the broader umbrella report and 45812 is a specific Granite instance." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "A model runtime error and outdated RAG examples are unrelated." + "reason": "Qwen-3 NVFP4 runtime error is unrelated to RAG documentation." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with no shared underlying bug." + "reason": "Different model-loading failures with no shared symptom or fix path." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "Bitsandbytes Int8Params incompatibility is unrelated to the distributed-build regression." + "reason": "bitsandbytes Int8Params incompatibility is not the same as PyTorch distributed build support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the model families and failure modes differ enough that they do not look like the same bug." + "reason": "Both mention sliding_window, but the reported failures and model/config contexts differ." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Different IndexError symptoms and different contexts; not the same issue." + "reason": "Similar IndexError text, but different shapes/models and not enough evidence of one bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure and table-question-answering crash are unrelated." + "reason": "Whisper run failure and table QA crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and different load problems; no duplicate signal." + "reason": "GLM-4.7-Flash load failure is unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and pydantic-model regression are unrelated." + "reason": "Torch version incompatibility and Pydantic PretrainedConfig regression are different issues." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Both are compilation/regression reports, but they affect different model/code paths and are not clearly the same bug." + "reason": "Different models and compiler regressions: Mixtral grouped_mm tracing vs Sam3 bf16 compilation." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug versus task crash; unrelated." + "reason": "Detokenization bug and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Completely different symptoms and subsystems." + "reason": "Whisper runtime failure is unrelated to the Pydantic model regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5/chat, but one is a transformers chat crash and the other is streaming API failure; not enough to treat as the same bug." + "reason": "Both involve Qwen3.5, but one is transformers chat crash and the other is streaming chat/completions API failure." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 init IndexError and torch/transformers version incompatibility are different issues." + "reason": "Similar IndexError wording but different model/loading paths and different root causes." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo tracing and YOLO multi-GPU auto-device-map failures are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime error does not match table QA crash semantics." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 config attribute error is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure and MPS histogram-op error are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and MPS histogram op issue are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different MoE runtime failures under different execution modes; not the same concrete bug." + "reason": "Different model/dtype issues: Mixtral tracing vs Phi-tiny-MoE autocast mismatch." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor/model loading failure versus template compilation error are unrelated." + "reason": "Processor failure and template-node compilation error are different problems." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Different model families and different failure modes; no shared bug." + "reason": "Invalid method call in GraniteMoEHybrid is not the same as YOLO multi-GPU auto device-map failure." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "A weight-tying bug and a corrupted checkpoint report are not the same underlying issue." + "reason": "Mistral3 weight tying bug is unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the shapes, trigger, and code path differ; not the same bug." + "reason": "Both are IndexErrors, but the tensor shapes, models, and loading contexts differ." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback logic and remote-code config_class failure are unrelated." + "reason": "Flash-attn fallback gating and remote-code config_class AttributeError are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted duplicate pairs are strongly supported by the titles, and the false-negative calls avoid overstating similarity. Using issue 46304 as a representative for the version/regression subtheme is reasonable, while noting the cluster is heterogeneous." + "feedback": "The summary is well grounded in the packet: issue 45920 is clearly the broader v5 AutoTokenizer regression, and 45812 is a narrower Granite-specific instance. The soft-edge verdicts are conservative overall and do not overclaim duplicates; the pair reasoning stays aligned with the issue titles and available metadata." }, "evaluator_used": true, "retried": false, @@ -839,7 +929,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:39186", "issue:40990", @@ -900,13 +990,13 @@ "issue:43828|issue:45464", "issue:43366|issue:45464", "issue:44291|issue:45070", - "issue:43531|issue:45070", "issue:44387|issue:45005", + "issue:43531|issue:45070", "issue:46869|issue:47228", "issue:45507|issue:47228", "issue:41093|issue:43596", - "issue:43716|issue:46294", "issue:45020|issue:45800", + "issue:43716|issue:46294", "issue:44479|issue:46294", "issue:43054|issue:43994", "issue:46468|issue:46869", @@ -927,20 +1017,20 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "f104af23e9bd9001515adaffac7bd536ab51649aeeb511d7cd067eb2525216db", + "prepared_review_unit_hash": "ea4cbb319017ac37c6eadc418c5cd517f36c994ef0656ccdaf0978a81d68a87a", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38035, + "serialized_chars": 38034, "estimated_input_tokens": 9509, "estimated_eval_tokens": 19274 }, @@ -949,228 +1039,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft links are false positives between distinct Transformer/model bugs. I would accept only two duplicate pairs: the Qwen3.5 video-input regression pair and the trust_remote_code cache/module-resolution pair.", - "confidence": 0.83, - "canonical_issue_reason": "No single canonical issue cleanly covers this cluster; it is mostly a heterogeneous mix of unrelated bugs. If forced to pick a representative, issue:45070 is the broadest v5 regression report, but it should not absorb the rest.", + "summary": "These items are mostly unrelated issue reports. A few soft duplicates appear around shared validation, remote-code loading, SigLIP2 behavior, and Qwen video/template regressions; the rest are distinct bugs or regressions.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45020 is the best canonical issue here because it is a clear, broadly scoped regression report about recent transformers versions breaking remote-code models, with an explicit affected surface and strong generality.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45070 is the most generally framed regression report in the set and the best representative of the broad config/validation-breakage subset, though it is not a duplicate target for most others.", + "best_issue_reason": "issue:45020 is the strongest standalone issue to anchor the cluster: it is concrete, broadly applicable, and likely to subsume related remote-code loading regressions if more duplicates surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are version/config regressions, but they hit different fields and different failure modes." + "reason": "Both are config/field regressions in v5, but one is about StableLmConfig.pad_token_idx and the other is a broader PretrainedConfig pydantic-field break; not the same concrete bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Unrelated bugs: torch/transformers compatibility vs a device-map forward mismatch." + "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device mismatch under device_map=auto. Different failure modes and code paths." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different model-loading problems with different architectures and code paths." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss architecture support are unrelated model/loading issues." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes init-arg incompatibility is unrelated to the Sam3 bf16 compile regression." + "reason": "bitsandbytes _is_hf_initialized incompatibility and a Sam3 bf16 compilation regression are separate problems." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5, but the shape-mismatch and SFT embedding-unpacking failures are different defects." + "reason": "Both mention shape problems, but one is a mask/indexing error and the other is an SFT-trainer embedding unpacking failure; not enough to be the same bug." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to the bf16 compilation regression." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to the Sam3 bf16 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models and different runtime paths: autocast dtype mismatch vs streaming API failure." + "reason": "A torch.autocast dtype mismatch in Phi-tiny-MoE is not the same as a Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different bug classes with no shared concrete code path." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are different model/runtime issues." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "The _is_hf_initialized constructor incompatibility is a different issue from the PretrainedConfig/pydantic breakage." + "reason": "The _is_hf_initialized TypeError from init_empty_weights is distinct from the pydantic PretrainedConfig field regression." }, { - "left": "issue:43531", - "right": "issue:45070", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to config-field validation." + "reason": "CUDA memory growth under int4 quantization and tied-weights regressions are different code paths." }, { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:43531", + "right": "issue:45070", "accept": false, - "reason": "Quantization/OOM behavior is not the same bug as tied-weight handling." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig field/pydantic breakage." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "Multi-GPU device-map failure and compilation regression are separate problems." + "reason": "YOLO multi-GPU device_map issues and Sam3 bf16 compilation regression are not the same bug." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid-method calls are unrelated to the Sam3 compiler regression." + "reason": "GraniteMoEHybrid invalid method calls do not match the Sam3 compilation regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but they arise from different code paths and symptoms." + "reason": "These are both IndexErrors, but one is a mask-length mismatch and the other is a zero-sized tensor indexing failure under deepspeed zero3; different underlying causes." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "dtype mismatch in image preprocessing is not the same as Qwen3.5 video token/feature count mismatch." + "reason": "Remote-code model breakage and torch/transformers incompatibility are too broad and distinct to merge as one bug." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "Remote-code breakage and torch/version incompatibility are different underlying issues." + "reason": "Image-preprocessor dtype mismatch is not the same as Qwen3.5 video token/feature mismatch." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe the same Qwen3.5/Qwen3.5-MoE video-input regression around chat-template/video-token handling." + "reason": "Both point to the same Qwen3.5/Qwen3.5-MoE video-input regression path; the latter is a specific apply_chat_template manifestation of the broader video regression." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but the reports are not clearly the same concrete defect; one is quality/embedding degradation, the other wrong outputs in pipeline usage." + "accept": true, + "reason": "Both report SigLIP2 producing bad outputs through the model/pipeline path; the second is a more concrete symptom of the same incorrect behavior." }, { "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "The Nemotron example breakage is unrelated to YOLO multi-GPU device_map behavior." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3 initialization indexing failure and remote-code resume/training issues are different problems." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and uninitialized inv_freq after to_empty are different model initialization bugs." + }, + { + "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Official example breakage and remote-code config_class errors are different failures." + "reason": "Flash Attention 2 issues and remote-code model_class/config_class AttributeError are unrelated." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape runtime error is unrelated to Qwen3.5 SFT embedding unpacking." + "reason": "FSDP weight-shape runtime error and Qwen3.5 TRL unpacking failure are different stack traces and code paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization and flash-attn fallback gating are unrelated." + "reason": "Custom-model initialization in Jupyter and flash-attn2 fallback blocking are separate regressions." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity anomaly on gpt-oss is unrelated to the GLM5 issue." + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are not the same underlying bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to the same trust_remote_code/custom-module resolution bug, where cache/path identity leads to loading the wrong module." + "reason": "Both describe remote-code/custom-module loading going wrong due to cache/path handling; they look like the same module-resolution bug from different angles." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to flash-attn fallback behavior." + "reason": "Qwen3MoE FineGrainedFP8Config failure and flash-attn2 fallback checks do not share a concrete code-path problem." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights, but they affect different model families and different code paths." + "reason": "A specific Mistral3 lm_head tying bug is not the same as the broader translation-model tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A discussion about the DSA indexer is unrelated to a docs typo." + "reason": "DSA indexer/ReLU discussion and a docs-only run-command issue are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading and tied-weight handling are separate issues." + "reason": "Quantization offloading behavior is unrelated to tied-weights regressions." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a removed-command docs issue are not the same bug." + "reason": "A typo in cache strategies and stale docs about the removed run command are different documentation issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to translation-model tied weights." + "reason": "PagedAttentionCache group-type crashes on Qwen3.5 do not match tied-weights translation-model regressions." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are different bugs." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation/error-message issues, but one targets input_ids/inputs_embeds XOR logic across models and the other decoder-input validation for T5; not the same defect." - }, - { - "left": "issue:45399", - "right": "issue:46640", - "accept": false, - "reason": "Flash-attn fallback gating and a generic flash-attn issue are not the same concrete code-path problem." - }, - { - "left": "issue:45464", - "right": "issue:46640", - "accept": false, - "reason": "Streaming chat/completions failure on Qwen3.5 is unrelated to the flash-attn 2 issue." - }, - { - "left": "issue:45759", - "right": "issue:45902", - "accept": false, - "reason": "Composite-config unwrapping and uninitialized rotary embedding after to_empty() are different bugs." - }, - { - "left": "issue:46640", - "right": "issue:46661", - "accept": false, - "reason": "Flash-attn behavior and remote-code model-class errors are unrelated." + "accept": true, + "reason": "Both are validation/XOR logic problems producing wrong or misleading input_ids vs inputs_embeds errors; the T5 case looks like a model-specific manifestation of the same shared validation bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft links. The two accepted duplicate pairs are reasonably supported by the titles and descriptions, and the remaining pairs are mostly distinct bug classes. The representative-choice language for issue:45070 is appropriately hedged and does not overclaim a canonical merge target." + "feedback": "The cluster summary is well grounded in the packet, and the soft-edge decisions are mostly conservative. The accepted pairs are plausibly the same bug class (Qwen video regression, SigLIP2 behavior, remote-code/custom-module loading, and XOR validation messaging). The rejected pairs are also appropriately cautious given the distinct titles and failure modes. No clear overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -1189,7 +1279,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:24643", "issue:28530", @@ -1272,220 +1362,220 @@ "issue:43824|issue:43872", "issue:41553|issue:43883" ], - "prepared_review_unit_hash": "ca45fdf39eb9412f24a608e99211f27e9faddae3216ced08f1dcf0ba25a8b8a2", + "prepared_review_unit_hash": "a60ef6bdd5bc4719a43f93d84770a2edaae31182457460ee92f0895fdd693041", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37014, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "serialized_chars": 37012, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of Transformers v5-era regressions and model-specific loading/tokenization bugs. Only a small set of soft edges are true duplicates; most are just loosely related by subsystem or version.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43950 is the clearest concrete regression report and has an obvious near-duplicate in issue:44534; it captures the shared v5 non-persistent-buffer corruption problem more precisely than the reworded follow-up.", + "summary": "This cluster is mostly heterogeneous Transformers bug reports, but a few pairs are true duplicates or near-direct duplicates: the Gemma4 4-bit dtype-cast reports, the StaticCache.get_seq_length API regression, and the SigLIP2 implementation-vs-reference mismatch. Most other soft matches are only same-subsystem similarities, not the same bug.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43950 is the clearest self-contained v5 regression in the set: it names the exact broken code path (`from_pretrained` and non-persistent buffers), has a concrete symptom, and is more actionable than the broader/less specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative issue for the cluster because it describes a concrete, reproducible v5 state-loading regression with a direct duplicate and a clear failure mode.", + "best_issue_reason": "Same as above: it is the most concrete, generalizable bug report in the cluster and a good anchor for related v5 regression triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different failures and models: DeepSeek detokenization regression vs Qwen NVFP4 runtime error." + "reason": "Unrelated failures: DeepSeek-Coder tokenizer detokenization vs Qwen3 NVFP4 runtime error." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Both involve model loading, but one is NemotronH checkpoint loading and the other is a broader tied-weights regression on translation models; not the same bug." + "reason": "Different bugs: NemotronH checkpoint loading vs tied-weights handling in translation models." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different code paths." + "reason": "Both are tokenizer regressions, but on different model families and different concrete failure modes." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Related to SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a text-embedding quality regression." + "reason": "SigLIP2-related, but one is docs/example errors and quantization failure while the other is model quality/discrepancy; not the same bug." }, { "left": "issue:43950", "right": "issue:44534", - "accept": true, - "reason": "Same non-persistent-buffer regression in v5; the titles describe the same corruption/junk-filled buffer behavior." + "accept": false, + "reason": "Same broad v5 regression theme, but the titles point to different concrete bugs and code paths." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated trainer API mismatch vs DeepSpeed ZeRO-3 model-loading index error." + "reason": "Different training/API problems: custom compute_loss signature vs DeepSpeed ZeRO-3 load failure." }, { "left": "issue:46032", "right": "issue:47246", "accept": false, - "reason": "Both mention Mamba/NemotronH recurrence, but they describe different code paths and failure modes; too broad to merge as one PR." + "reason": "Related Mamba2 family, but one is incorrect use_cache behavior and the other is inter-chunk recurrence in a different implementation path." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Same v5 non-persistent-buffer corruption bug, phrased as a broader from_pretrained regression." + "accept": false, + "reason": "Both mention regressions, but the underlying bugs are different: missing fields with trust_remote_code vs non-persistent buffer corruption." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities: Int8Params arg mismatch vs missing Float8 storage object." + "reason": "Different incompatibilities: bitsandbytes Int8Params init vs missing Float8 storage object." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Direct duplicate: both are about Gemma4 quantized vision/audio embedders needing the same dtype-casting fix." + "reason": "Same Gemma4 quantized audio/vision dtype-casting bug; 46932 is explicitly the same issue and matches the failure described in 46899." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a SigLIP2 embedding-quality issue; the other is a general tokenization-change complaint." + "reason": "Both discuss tokenization/embeddings, but one is a SigLIP2 model discrepancy and the other is a generic version-dependent tokenization change." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but one is a broad multi-model v5 token-ID bug and the other is a DeepSeek-Coder-specific detokenization issue." + "reason": "Both are tokenizer regressions, but 45920 is a broad multi-model AutoTokenizer issue while 46489 is a DeepSeek-Coder-specific tokenizer bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different bugs: autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 RLHF gradient explosion from 3D position_ids/SDPA fallback." + "reason": "Different Qwen3.5 problems: dtype mismatch under autocast vs gradient explosion from 3D position_ids/SDPA fallback." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but one reports zero probabilities and the other degraded text embeddings; not enough evidence of the same root cause." + "reason": "Same model family only; one is unexpected zero probabilities, the other is embedding quality discrepancy." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same StaticCache.get_seq_length contract bug: returning a tensor instead of a plain int breaks downstream arithmetic." + "reason": "Same StaticCache.get_seq_length contract break: 46858 is the backend-specific manifestation of the same tensor-vs-int return bug." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both mention bad buffer/materialization behavior, but one is from_pretrained non-persistent buffers and the other is a model-specific uninitialized-memory issue." + "reason": "Different regression classes: non-persistent buffer corruption vs uninitialized inv_freq after meta->to_empty(cuda) materialization." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Different SigLIP2 problems: embedding quality regression vs HF/JAX implementation discrepancy." + "accept": true, + "reason": "Both describe the same SigLIP2 HF-vs-JAX implementation mismatch leading to degraded embeddings." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a FlashAttention crash from misread 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + "reason": "Different Qwen3.5 bugs: flash-attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different models and failure mechanisms: Gemma4 FSDP2 shared_kv_states vs Qwen3_5Moe rotary embedding materialization." + "reason": "Both are Gemma/Qwen-style model internals issues, but the code paths are unrelated: per-layer shared_kv_states rebuild vs uninitialized rotary frequency buffer." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different performance/memory symptoms with different triggers; not the same concrete bug." + "reason": "Different training/resource problems: ineffective gradient checkpointing with LoRA vs increased CUDA reserved memory under int4 quantization." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading-noise complaint vs a specific ScandiBERT load failure." + "reason": "Different issues: generic load noise vs inability to load a specific model." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training with DeepSpeed weight-shape error vs early stopping metric selection issue; unrelated." + "reason": "Unrelated: DeepSpeed training weight-shape RuntimeError vs early-stopping metric configuration warning." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime failures: tokenizer detokenization bug vs AMD GPU incompatibility." + "reason": "Different model/runtime problems: tokenizer detokenization regression vs AMD GPU execution failure for GPT-OSS-20B." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic warning/noise issue vs a specific sleng-bert loading failure." + "reason": "Both are loading-related, but one is noisy logging and the other is a concrete model load failure." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model-specific load/runtime errors: Gemma3 ZeRO-3 index error vs Qwen3Moe FineGrainedFP8 failure." + "reason": "Different model-specific load/runtime failures: Gemma3 ZeRO-3 load crash vs Qwen3Moe FP8 failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Related theme (remote_code loading), but one is missing fields in AutoConfig output and the other is a broader model-loading breakage; not the same bug." + "reason": "Both involve remote-code/config behavior, but the bugs are different: missing fields in AutoConfig return vs remote_code breakage in recent versions." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA/gradient-checkpointing behavior vs MoE memory inefficiency; too different." + "reason": "Different performance/memory issues in different training paths; not the same bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for a specific model vs flash-attn2 fallback being blocked by other checks." + "reason": "Unrelated: tokenizer load regression for a specific model vs flash-attn2 fallback gating logic." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a missing model class vs bitsandbytes Int8Params constructor incompatibility." + "reason": "Different error classes and code paths: missing Qwen2.5 VL import vs bitsandbytes Int8Params constructor mismatch." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message vs missing all_tied_weights_keys attribute on MolmoForCausalLM." + "reason": "Bad error message for AutoTokenizer loading Voxtral vs missing all_tied_weights_keys attribute in Molmo; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The accepted duplicate pairs are plausible direct matches, and the rejected pairs are generally separated by model, failure mode, or subsystem. The canonical issue choice (issue:43950) is supported by the near-duplicate issue:44534 and the shared non-persistent-buffer regression theme." + "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted pairs are well-supported by the titles, and the rejected pairs mostly read as same-subsystem but different bugs. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -1504,7 +1594,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:24643", "issue:30064", @@ -1565,8 +1655,8 @@ "issue:41553|issue:43881", "issue:45020|issue:45356", "issue:42491|issue:44368", - "issue:45715|issue:46315", "issue:43872|issue:46869", + "issue:45715|issue:46315", "issue:45759|issue:46661", "issue:45488|issue:46489", "issue:45020|issue:46661", @@ -1585,208 +1675,208 @@ "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "31aee749ffb966a864d751967c40d21da03b285e585766babb24611d4544f08b", + "prepared_review_unit_hash": "7e37458049cfcb7862853b4ddf736a21601aedecdeb5099093659c266e134f23", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36629, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "serialized_chars": 36628, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than one tight duplicate set. I only see a few clear duplicate subgroups: v5 docs cleanup, tokenizer regression follow-ups, Qwen3-family ZeRO-3 weight-loading failures, Qwen video-input regressions, and the training-loss double-shift bug reports. Most other pairs are only broadly related by subsystem and should stay separate.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 45020 is the broadest high-signal report in the set and the best umbrella anchor if one must be chosen, though the overall cluster is mixed.", + "summary": "This set is mostly heterogeneous model- and tokenizer-specific issue reports, not one cohesive duplicate cluster. I only see two strong duplicate threads: the docs/pipeline-removal reports and the mask-shape mismatch reports.", + "confidence": 0.61, + "canonical_issue_reason": "No single canonical issue fits the whole set; the best duplicate thread is the mask-shape mismatch pair (41093/44805), which is the clearest concrete bug report among the items.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the most general issue among the mixed reports; it is the least specific and most reusable anchor for this cluster.", + "best_issue_reason": "issue:41093 is the best representative of the strongest duplicate thread because it states the concrete runtime failure clearly and matches another near-identical report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both touch tokenizer/attention internals, but the failures are different and do not look like the same code-path bug." + "reason": "Both involve tokenizer/flash-attn adjacent code, but they describe different failures in different paths: Mistral regex patching vs flash-attn2 fallback checks." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "An MPS int-histogram error and a device_map forward mismatch are unrelated runtime issues." + "reason": "Different problems: an MPS histogram op limitation vs a device-mapping mismatch during forward." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "These are different model-loading failures on unrelated models, with no shared concrete defect shown." + "reason": "Different model-loading failures with no clear shared code path; one is a Qwen3VL weight_only error, the other is a GLM5 loading issue." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code regression and Gemma4 device-placement mismatch are different bugs." + "reason": "Both mention model loading regressions, but one is about remote_code compatibility and the other is a Gemma4 device-map forward mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping plumbing and remote_code model breakage are different underlying problems." + "reason": "One is about add-new-model-like/tokenizer mapping handling; the other is a broad remote_code regression. Same area, not the same bug." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device mismatch are different failure modes." + "reason": "Different concrete failures: autocast dtype mismatch vs device placement mismatch." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "A bad tokenizer error message and a glm-4v load failure are not the same defect." + "reason": "Both are loading-related, but one is a tokenizer error message issue and the other is a model load failure for a different model family." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code regressions and Kimi tokenizer codec handling are different code paths." + "reason": "Remote-code loading breakage and Kimi-K2.5 tokenizer regression are unrelated code paths." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both are Qwen/LoRA-adjacent, but one is a branch compatibility problem and the other is a config-warning issue." + "reason": "Both mention LoRA/tie-word-embeddings, but they are different symptoms on different versions and models." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different APIs and likely different hot spots." + "reason": "bitsandbytes Int8Params incompatibility and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:43872", - "right": "issue:46869", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to a YOLO multi-GPU device-map failure." + "reason": "Both are tokenizer performance regressions, but they affect different conversion directions and different hot paths." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "These are different AutoModel bugs: config unwrapping versus remote-code attribute resolution." + "reason": "Different loader bugs: composite config unwrapping vs remote-code model_class.config_class handling." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Both point to the same tokenizer regression family in v5, where tokenization changes break DeepSeek outputs." + "accept": false, + "reason": "Both concern tokenizer regressions for DeepSeek-family models, but they point to different model classes and different tokenizer behavior changes." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both involve remote-code models, but one is a broad regression and the other is a specific missing config_class attribute error." + "reason": "Both mention remote-code models, but the concrete failure modes are different enough that they should not be merged." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same v5 docs cleanup: references to removed pipeline tasks still remain." + "reason": "These are the same docs regression: stale references to removed pipeline tasks after v5 pipeline removals." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight-tying and non-persistent-buffer corruption are distinct bugs." + "reason": "Untied lm_head weights and non-persistent buffer corruption are different state-management bugs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "These are unrelated model-loading failures with different root causes." + "reason": "Different model-loading problems for different model families; no shared concrete bug is evident." }, { "left": "issue:46894", "right": "issue:46897", - "accept": true, - "reason": "Both describe the same training-loss double-shift bug pattern across different model implementations." + "accept": false, + "reason": "Very similar wording, but these are model-specific reports across different architectures; not enough evidence of one exact code-path bug." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper run failure is too broad to equate with a specific fbank feature-extraction bug." + "reason": "Both are audio-related, but one is a Whisper run failure and the other is a low-level fbank feature issue." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed weight loading and DeepSpeed gradient averaging are different bugs." + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer keyword/API breakage and a mask-shape mismatch are unrelated issues." + "reason": "Unexpected trainer kwarg vs mask/index shape mismatch are unrelated failures." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Missing checkpointing support and ineffective LoRA gradient checkpointing are different causes." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing flag on a remote-code variant." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Both are Qwen3-family ZeRO-3 weight-loading failures under DeepSpeed, so the same load-path bug is plausible." + "accept": false, + "reason": "Both are Qwen3 ZeRO-3 loading failures, but the reported missing-weights failures are not clearly the same underlying bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM/Nemotron load failures are unrelated model-specific problems." + "reason": "Different model families and different load failures; not the same bug." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both are Qwen video-input regressions in 5.3.0 and likely stem from the same video handling path." + "accept": false, + "reason": "Related video-input area, but the regression patterns and affected models differ enough that they should stay separate." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight errors and void segmentation-map processing are unrelated." + "reason": "Completely unrelated: DeepSpeed training weight-dimension error vs void segmentation map processing." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "The masked-tensor shape mismatches are not shown to be the same bug, despite similar wording." + "accept": true, + "reason": "Same underlying bug report: the same mask/tensor shape mismatch runtime error is described in both issues." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion and flash-attn sink handling are different failures." + "reason": "Different problems: Qwen3.5 RLHF gradient explosion from position_ids/SDPA behavior vs flash-attention s_aux=None crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The proposed anchor issue 45020 is reasonably broad, and the accepted soft-edge pairs are framed as same-family matches rather than hard certainty. The false verdicts also avoid overclaiming shared root causes based only on titles." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate threads are well-supported by the titles: the docs/pipeline-removal pair (43827/44509) and the mask-shape mismatch pair (41093/44805). The rejected soft-edge pairs are also cautiously phrased and do not overstate equivalence." }, "evaluator_used": true, "retried": false, @@ -1805,7 +1895,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:36010", "issue:38175", @@ -1891,20 +1981,20 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "77c5cd651e8ce06894ac0f9fc739127c19f56876d01b09ad63e026943a6759a3", + "prepared_review_unit_hash": "2b948e958765dbd4b5cf8514eb880b955149befb84cc52bb8fbce449376db568", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37342, + "serialized_chars": 37341, "estimated_input_tokens": 9336, "estimated_eval_tokens": 18928 }, @@ -1913,219 +2003,225 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue cluster. The only clear duplicate pair is 43645/43646, the custom-model initialization regression. 38175/43994 is a plausible same-model match, but the evidence is still soft, so it should not be treated as a definite duplicate merge.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43646 is the cleanest representative of the custom-model initialization regression: it captures the core Transformers 5.0.0 breakage without the notebook-specific narrowing in 43645.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that were surfaced by soft similarity alone. The only clear duplicate-like pair is the two custom-model initialization regressions in Transformers 5.0.0 (issues 43645 and 43646).", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43646 is the cleaner, broader statement of the same regression; 43645 is a notebook-specific phrasing of the same custom model initialization breakage.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best general representative of the clear custom-model initialization duplicate pair.", + "best_issue_reason": "43646 is the best canonical issue because it captures the underlying bug without narrowing it to Jupyter notebooks.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and failures: Mistral-3 image-preprocessor dtype mismatch vs Nemotron example load breakage." + "reason": "Different models and failures: image preprocessor/model dtype mismatch vs Nemotron example breakage." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Both involve model loading/runtime behavior, but the bugs are unrelated: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + "reason": "Broad GGUF architecture support request vs a specific autocast dtype mismatch on Phi-tiny-MoE." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different code paths and models: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + "reason": "Different problems: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different models and root causes: NemotronH checkpoint loading vs Sam3Model text encoder weights not loaded." + "reason": "NemotronH checkpoint loading issue vs Sam3Model text encoder weights not loading; different model families and code paths." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Same broad Qwen/GGUF area, but not the same bug: gpt-oss support vs Qwen3-MoE sliding_window behavior." + "reason": "Both mention Qwen3/Qwen3-MoE, but one is GGUF architecture support and the other is a sliding_window bug." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Unrelated issues: ZeRO-3/Bert index error vs a generic torch 2.4.1 incompatibility report." + "reason": "Specific ZeRO-3/BertModel IndexError vs a generic torch 2.4.1 incompatibility claim." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading reports, but they concern different models and different failure modes." + "reason": "Both are loading-related, but Voxtral tokenizer error messaging and EMBEDDIA est-roberta tokenizer failure are distinct issues." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different Qwen/VL internals and different bugs: rope-index scaling vs uninitialized inv_freq after meta materialization." + "reason": "Different Qwen2.5-VL/Qwen3.5 rotary-position bugs with different symptoms and code paths." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No shared bug: GGUF gpt-oss support vs a Float8 storage lookup/type error." + "reason": "GGUF support for gpt-oss is unrelated to a Float8 storage lookup error." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different problems: ZeRO-3 + non-pretrained Bert index error vs torch-version incompatibility." + "reason": "ZeRO-3 training on non-pretrained BertModel vs generic torch 2.4.1 incompatibility; not the same bug." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different bugs and paths: FSDP2 shared_kv_states KeyError vs device_map auto device mismatch." + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Gemma4 PLE device mismatch under device_map='auto'." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and failures: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + "reason": "AudioFlamingo3 batched inference track leakage vs Whisper empty-transcription generation failure." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different layers of the stack: FineGrainedFP8Config failure on Qwen3Moe vs meta-device model loading breakage." + "reason": "Qwen3Moe FP8 config failure vs meta-device loading regression; both involve loading but different defects." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen3-vl-embedding StopIteration in video handling." + "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl-embedding video StopIteration." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a missing class and meta-device loading are unrelated issues." + "reason": "Missing Qwen2.5-VL import vs meta-device loading breakage; different failure modes." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs long-OCR input index error." + "reason": "Non-persistent buffer corruption in from_pretrained vs Kosmos2.5 long OCR index error." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different artifacts entirely: a 3d_parallel.py execution failure vs GGUF gpt-oss support." + "reason": "Not able to run 3d_parallel.py is unrelated to GGUF support for gpt-oss." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is Voxtral tokenizer messaging and the other is a sleng-bert load failure." + "reason": "Voxtral AutoTokenizer error message issue vs sleng-bert loading regression; different models and symptoms." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and bugs: Qwen3-vl video StopIteration vs MPS histogram unsupported for Int." + "reason": "Qwen3-vl-embedding video StopIteration vs MPS histogram not implemented for Int in moe code." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying regression: Transformers 5.0.0 breaks custom model initialization; 43645 just adds the Jupyter-notebook context." + "reason": "Same underlying Transformers 5.0.0 regression: custom model initialization breaks; 43645 is the notebook-specific phrasing." }, { "left": "issue:44560", - "right": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Different model/runtime failures: video StopIteration vs mask-shape mismatch IndexError." + "reason": "Video StopIteration in Qwen3-vl-embedding vs Qwen3.5 embedding unpacking failure with TRL SFT trainer." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 configuration failure." + "reason": "GenerationMixin import error vs Qwen3Moe FineGrainedFP8Config failure; unrelated code paths." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache math, but the concrete bugs differ: Qwen3.5 3D position_ids misread as packed sequence vs device tensor seq-length arithmetic." + "reason": "Qwen3.5 FlashAttention position_ids bug vs cache.get_seq_length() returning a device tensor; different mechanisms." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different torch-version issues affecting different functionality; no shared code-path bug." + "reason": "Compiled flex_attention on torch >= 2.9 vs a generic torch 2.4.1 incompatibility report." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both mention compile/attention, but they are distinct bugs in different models and paths." + "reason": "Bamba torch.compile + SDPA failure is unrelated to Qwen3.5 FlashAttention illegal memory access." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Related theme, but not the same concrete bug: ineffective checkpointing vs a CheckpointError under ZeRO-3." + "reason": "Both involve checkpointing/PEFT, but one is gradient checkpointing ineffective and the other is a CheckpointError with ZeRO-3; not the same bug." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and different root causes." + "reason": "Granite AutoTokenizer wrong token IDs vs DeepSeek-Coder v1 tokenizer output regression; different models and tokenizer logic." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device placement bug is not the same as a general torch 2.4.1 incompatibility." + "reason": "Gemma4 PLE device mismatch vs generic torch 2.4.1 incompatibility; not the same underlying issue." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Unrelated: a model-registration/tokenizer-mapping issue vs Gemma4 PLE device mismatch." + "reason": "add-new-model-like tokenizer mapping bug vs Gemma4 PLE device mismatch; unrelated failures." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration vs a mask/tensor shape mismatch IndexError; different symptoms and likely code paths." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Same model family and likely related symptom, but the packet only gives soft similarity; not enough to treat as a definite duplicate merge." + "reason": "Both concern siglip2-base-patch16-224, but one is zero probabilities and the other is nonsensical outputs; not enough evidence of the same bug." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading failures, but they involve different models and validation problems." + "reason": "Strict config blocking granite_speech vs config validation preventing tiny-random glm4v loading; same general area, different models/issues." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different issues: ZeRO-3 Bert index error vs add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + "reason": "ZeRO-3 BertModel IndexError vs tokenizer mapping-name issue; unrelated." }, { "left": "issue:43596", - "right": "issue:46515", + "right": "issue:44661", "accept": false, - "reason": "Same as above: specific ZeRO-3/Bert failure vs a generic torch incompatibility report." + "reason": "ZeRO-3 BertModel IndexError vs tokenizer mapping-name issue; different code paths and failure modes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The clustering is mostly cautious, but it overstates certainty in a couple places. In particular, 43645/43646 is clearly the same custom-model init regression, but the writeup\u2019s claim that 43646 is the representative of the \"only clear duplicate issue pair\" is inaccurate because 38175/43994 is also being treated as a true duplicate pair. That second pairing is plausible from the titles, but the packet only gives soft evidence, so calling it definitely duplicate is a bit too strong. I\u2019d reject for that overstatement rather than accept on precision grounds." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-like pair is 43645/43646, and the rest of the soft-edge rejections are appropriately cautious rather than overclaiming matches. No mergeability issues are apparent for the accepted pair." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2141,7 +2237,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:38175", "issue:39692", @@ -2209,8 +2305,8 @@ "issue:45507|issue:46468", "issue:46459|issue:46512", "issue:43644|issue:43645", - "issue:44488|issue:44991", "issue:39692|issue:43994", + "issue:44488|issue:44991", "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:43854|issue:43931", @@ -2220,216 +2316,223 @@ "issue:43708|issue:44075", "issue:44960|issue:46050", "issue:44164|issue:44291", - "issue:45488|issue:45812" + "issue:45488|issue:45812", + "issue:45276|issue:45335" ], - "prepared_review_unit_hash": "3ad289fd74cdc24bdc80cd55b191f5e18906569d7b873682d16eaf0861296f33", + "prepared_review_unit_hash": "40a88712ef7d39374fb26f528cb7b99215484fee7fc1100e757579cdeffd4753", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35734, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "soft_pair_count": 30, + "serialized_chars": 36036, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: the two Transformers v5/non-persistent-buffer issues. The rest are mostly title-level similarities within broad themes like Qwen3, SigLIP2, tokenizer loading, quantization, or offloading, but they describe different bugs or code paths.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43644 is the clearest canonical issue because it most precisely states the regression and has an exact duplicate in issue:44534 with only minor title variation.", + "summary": "This cluster is mostly a loose set of related-but-distinct Transformers issues, with only a couple of true duplicates/near-duplicates. The clearest duplicate anchor is the Transformers 5.0.0 non-persistent-buffer regression; a Gemma4 4-bit multimodal dtype-cast pair also looks like the same bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the strongest canonical issue candidate because it is an exact duplicate of 44534 and describes a clear, self-contained Transformers 5.0.0 regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best issue anchor: it is the earliest, most explicit statement of the shared Transformers v5 non-persistent-buffer bug and matches the accepted duplicate almost verbatim.", + "best_issue_reason": "issue:43644 is the best overall issue representative because it is the cleanest duplicate anchor in the set and has the most directly mergeable counterpart.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:46899", - "accept": false, - "reason": "Both are Gemma4 4-bit audio/vision quantization bugs, but one is a torch.finfo(uint8) failure and the other is an unsafe dtype-cast issue in multimodal embedders; related, not the same bug." + "accept": true, + "reason": "Both describe Gemma4 4-bit multimodal inference breaking from unsafe dtype handling in the same embedders/audio-vision path." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different subsystems and failure modes: tokenizer-mapping logic vs a mask/tensor shape mismatch in indexing." + "reason": "Tokenizer-mapping registration failure and a mask/tensor shape mismatch are unrelated bugs." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different models and code paths: Qwen3 MoE LoRA compatibility across versions vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Different code paths: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Unrelated bugs: a Transformers v5 initialization flag regression versus a Kosmos2.5 long-OCR index error." + "reason": "A device-map CUDA assert and a Kosmos2.5 OCR index error are separate failures." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/offload pain, but one is dequantized-model device_map loading and the other is mmap OOM on Strix Halo; not the same underlying bug." + "reason": "Offload/dequantized loading bug vs Strix Halo mmap OOM; not the same underlying issue." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities in inference and the other is a broken documentation example with model/processor mismatch and quantization failure." + "reason": "Same model family, but one is zero probabilities and the other is a docs/processor mismatch plus quantization failure." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3, but one is an auto device-map CUDA assert and the other is a FineGrainedFP8Config failure; different concrete problems." + "reason": "Auto device mapping CUDA assert and FineGrainedFP8Config failure are different problems." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-verbatim duplicate: both report the Transformers v5 bug where non-persistent buffers are filled with junk." + "reason": "Exact duplicate: both report the same Transformers 5.0.0 non-persistent-buffer junk regression." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different issues: Qwen3Moe FP8 config failure versus mmap-related OOM on Strix Halo." + "reason": "Qwen3Moe FP8 failure is unrelated to the Strix Halo mmap/OOM issue." }, { "left": "issue:42491", - "right": "issue:45276", + "right": "issue:45335", "accept": false, - "reason": "Different model families and symptoms: Qwen3 MoE version compatibility versus Gemma4 resize_token_embeddings not propagating to all embeddings." + "reason": "Different model families and different resize_token_embeddings symptoms." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation are unrelated model-specific bugs." + "reason": "GLM5 is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading regressions, but they target different repositories/models and no shared failure mechanism is evident from the titles." + "reason": "Both are load failures, but they concern different checkpoints with no shared concrete failure mode shown." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different models and failures: NemotronH checkpoint loading versus Qwen3.5 TP-plan missing linear_attn entries." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan shape/OOM issues are unrelated." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different code paths: ZeRO-3 loading of language_model weights versus save_pretrained writing incorrect visual encoder keys." + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-encoder key regression are distinct." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call and the official Nemotron example breakage are not the same bug." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the Nemotron example breakage." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype handling, but one is silent dtype loss during checkpoint loading and the other is stale config.dtype after from_config; different lifecycle points and fixes." + "reason": "One is dtype ignored on load; the other is config.dtype staying stale after from_config." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption versus Jupyter/custom-model initialization failure." + "reason": "Same broad v5 context, but custom-model-in-Jupyter initialization is a different bug." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different model families and there is no evidence of a shared root cause." + "reason": "Both mention SigLIP2, but docs-example errors and nonsensical model outputs are not clearly the same code-path bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Same SigLIP2 family, but one is a docs example with processor mismatch/quantization issues while the other is a broader bad-output report with AutoModel/pipeline." + "reason": "Different checkpoints and different tokenizer/loading symptoms; too little evidence of one root cause." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and paths: Qwen3 MOE weights not converted under accelerate+deepspeed versus GLM-4.7-Flash unit-test loading failure." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to GLM-4.7-Flash test loading." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Memory-related, but one is Qwen3 MoE training inefficiency and the other is quantization/offloading not working as expected; not the same concrete bug." + "reason": "Training memory inefficiency and quantization offloading behavior are different issues." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model families and error surfaces: GLM-4.7-Flash loading in tests versus Qwen3-VL weight-shape mismatch." + "reason": "GLM-4.7-Flash loading failure and Qwen3-VL weight-shape mismatch are unrelated." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Qwen3 MoE version-compatibility bug versus t5gemma resize_token_embeddings not updating decoder embeddings." + "reason": "Different model families and different embedding-resize failures." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different scopes: a Qwen3 MoE LoRA/hf4.x compatibility problem versus a generic output_embeddings resize bug." + "reason": "Same API name, but the model/context and affected submodule differ; not the same concrete bug." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve memory pressure, but one is Qwen3 MoE training efficiency and the other is a Transformers 5.x int4 quantization OOM regression." + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory growth." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume max_steps math and SGD optimizer arguments being ignored are unrelated training/optimizer bugs." + "reason": "Trainer resume/max_steps logic and SGD optimizer args not being used are unrelated." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different models and mechanisms: GLM5 versus a sinq-quantized save/load corruption bug." + "reason": "GLM5 and sinq save/load breakage are different bugs." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both affect load/save flows, but one is extra_state handling and the other is an unexpected _is_hf_initialized argument during init_empty_weights; distinct issues." + "reason": "extra_state save/load handling and unexpected _is_hf_initialized in init_empty_weights are distinct regressions." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different model families and different tokenizer behaviors, so they are not the same bug." + "reason": "Both are tokenizer regressions, but they affect different model families and different concrete tokenizer behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar resize_token_embeddings symptom, but Gemma4 and T5Gemma affect different model-specific submodules and are not clearly the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet. The canonical anchor on issue:43644 vs issue:44534 is well supported by the near-verbatim titles and chronology, and the rejected soft edges are conservatively framed as related-but-distinct bugs rather than duplicates." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft-edge pairs are well supported by the titles/body themes (43644\u219444534 and 45672\u219446899), and the other rejections do not overreach. The canonical issue choice of 43644 is defensible from the duplicate wording with 44534." }, "evaluator_used": true, "retried": false, @@ -2448,7 +2551,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:36010", "issue:39404", @@ -2483,11 +2586,12 @@ "issue:44960", "issue:45276", "issue:45292", - "issue:45335", "issue:45362", "issue:45406", "issue:45588", "issue:45663", + "issue:45684", + "issue:45698", "issue:45704", "issue:45759", "issue:45823", @@ -2500,14 +2604,13 @@ ], "soft_pairs": [ "issue:46897|issue:46901", - "issue:45276|issue:45335", "issue:45362|issue:45406", "issue:43425|issue:43957", "issue:44291|issue:44756", "issue:44402|issue:44488", "issue:45663|issue:45759", - "issue:44910|issue:45588", "issue:41720|issue:44155", + "issue:44910|issue:45588", "issue:43404|issue:43454", "issue:39692|issue:44960", "issue:43873|issue:44387", @@ -2528,222 +2631,223 @@ "issue:42796|issue:46326", "issue:45588|issue:45663", "issue:43828|issue:43957", - "issue:43645|issue:44164" + "issue:43645|issue:44164", + "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "bca570c67afc979130bfd97a5854bf9f6a5f8b4795644da49482fbe3fbaa6f8f", + "prepared_review_unit_hash": "ec584ca1b21a319b03b91697f8688e8a04d31d6ae7bf19d131314f54e83cf04b", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36183, - "estimated_input_tokens": 9046, - "estimated_eval_tokens": 18348 + "serialized_chars": 36788, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. I found two likely duplicate pairs: the resize_token_embeddings propagation bug (45276/45292) and the training-loss double-shift bug (46897/46901). The rest look like separate model- or subsystem-specific failures.", - "confidence": 0.79, - "canonical_issue_reason": "No single cluster-wide canonical stands out; issue 45276 is the best anchor for the only clear duplicate subgroup because it states the core resize_token_embeddings propagation failure most completely.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicate pair is the resize_token_embeddings/output_embeddings bug (45276/45292); the rest are similar by subsystem or symptom but not the same concrete issue.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45276 is the best representative because it is the broader, more specific report of the resize_token_embeddings/output_embeddings failure, and it cleanly subsumes the more generic issue:45292.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the strongest representative issue in this set: it is concrete, reproducible, and broad enough to subsume the narrower 45292 report.", + "best_issue_reason": "issue:45276 is the most actionable issue here: it is concrete, well-scoped, and has a true duplicate that points to the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46897", "right": "issue:46901", - "accept": true, - "reason": "Both describe the same underlying training-loss label shift/double-shift bug; the models differ, but the failure mode is the same wrong target slicing." - }, - { - "left": "issue:45276", - "right": "issue:45335", "accept": false, - "reason": "Both mention resize_token_embeddings, but they affect different model architectures and different subcomponents; not enough evidence of one shared code-path bug." + "reason": "Same high-level training-loss symptom, but different models/code paths; not clearly one bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different models and different crash points; these look like separate application/inference bugs rather than one duplicate." + "reason": "Different failures in different model families: chat crash vs missing processor attribute." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is a torch version compatibility complaint, the other is a meta-device loading failure; related theme, but not the same bug." + "reason": "Torch version compatibility and meta-device loading are separate problems." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init_empty_weights argument handling and disabling mmap for Strix Halo are unrelated issues." + "reason": "init_empty_weights argument handling and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both concern loading specific models, but the reported failure modes are different and model-specific; not a clear duplicate." + "reason": "Both are load-related, but the model/tokenizer failures are different and not the same bug." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and different problems: FSDP2 shared_kv_states behavior versus config unwrapping for multimodal Qwen." - }, - { - "left": "issue:44910", - "right": "issue:45588", - "accept": false, - "reason": "Both touch flash attention, but one is a 3D position_ids packing bug and the other is an s_aux=None AttributeError for sink-less models." + "reason": "FSDP2 shared_kv_states KeyError and Qwen config unwrapping are distinct issues." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "These are unrelated failures: auto device mapping CUDA assert versus batched inference token/embedding leakage." + "reason": "Different subsystems and different failure mechanisms." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a position_ids interpretation bug and the other is an s_aux=None AttributeError." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied lm_head weights, but they affect different model classes and there is no evidence they share the same fix path." + "reason": "Both mention untied lm_head weights, but they are model-specific reports and not the same concrete code path." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "A SigLIP2 docs example issue and a GLM5 issue are unrelated." + "reason": "Documentation/example errors and a GLM5 issue are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization/memory complaints, but one is offloading behavior and the other is increased reserved memory/OOM; not the same bug." + "reason": "Quantization/offloading and int4 reserved-memory OOM are different bugs." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/PEFT and T5 apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different models and different mechanisms; training FSDP2 shared_kv_states is not the same as CPU offload incompatibility in rotary embedding." + "reason": "Different model-specific bugs: Gemma4 FSDP2 vs Qwen3_5Moe CPU offload." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "The second may involve output fields, but it is a specific model output-class mismatch, not clearly the same generic ModelOutput key assignment bug." + "reason": "Both concern output fields, but the generic ModelOutput key issue is not the same as the VideoPrism hidden_states bug." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization load problems, but they involve different models and different quantization formats/failure modes." + "reason": "init_empty_weights/_is_hf_initialized and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and mmap/OOM on Strix Halo are different issues." + "reason": "Meta-device loading and disabling mmap on Strix Halo address different root causes." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different model families and different symptoms; no shared code-path evidence." + "reason": "AudioFlamingo3 token leak and Gemma4 device mismatch are not the same bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "An import error for GenerationMixin and a Whisper pipeline return_language regression are unrelated." + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 behavior are unrelated bugs." + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 KeyError are distinct." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Increased reserved memory under int4 quantization is not the same as disabling mmap to avoid OOM." + "reason": "Both can OOM, but one is an int4 memory regression and the other is a platform-specific mmap issue." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is a broken example; too broad to treat as duplicates." + "reason": "Same Nemotron family, but one is a checkpoint-loading incompatibility and the other is a broken example." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regressions for Qwen variants and strict config blocking granite_speech are different problems." + "reason": "Video-input regression and strict config loading are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings propagation bug; 45292 is the narrower output_embeddings symptom of the broader failure described in 45276." + "reason": "Same underlying resize_token_embeddings/output_embeddings bug; 45276 is the broader specific report and 45292 is the generic duplicate." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3.5 position_ids/SDPA math fallback are unrelated." + "reason": "Gradient checkpointing in eval mode and Qwen3.5 position_ids-induced NaNs are unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "State-dict extra_state handling and mmap OOM on Strix Halo are different load-time issues." + "reason": "extra_state save/load handling and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common tokenizers, but one is BPE marker handling and the other is continue_final_message formatting; not the same underlying bug." + "reason": "Both involve tokenizer behavior, but BPE marker handling and continue_final_message are different failures." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 shared_kv_states behavior are unrelated." + "reason": "Flash-attention s_aux=None crash and Gemma4 shared_kv_states rebuild are unrelated." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are separate issues." + "reason": "Autocast dtype mismatch and meta-device loading are different issues." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model initialization in Jupyter and save/from_pretrained extra_state handling do not look like the same bug." + "reason": "Custom-model Jupyter initialization and extra_state save/load are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but one is read-only permissions propagation and the other is wrong module selection." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the ambiguous pairs. The two accepted duplicate pairs are reasonably supported by the issue titles, and the rest are appropriately rejected as model- or subsystem-specific rather than over-merged." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, 45276/45292, is well supported by the titles as the same resize_token_embeddings/output_embeddings bug, with 45276 being the more specific report. The other pairs are reasonably treated as non-duplicates based on differing models, subsystems, or failure modes." }, "evaluator_used": true, "retried": false, @@ -2762,7 +2866,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:36032", "issue:39404", @@ -2787,18 +2891,18 @@ "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:45216", "issue:45292", "issue:45335", - "issue:45684", - "issue:45698", "issue:45701", "issue:45759", "issue:45812", @@ -2814,21 +2918,20 @@ "issue:47228" ], "soft_pairs": [ - "issue:45684|issue:45698", - "issue:43425|issue:47228", "issue:43854|issue:45216", + "issue:43425|issue:47228", "issue:45292|issue:45335", "issue:44589|issue:44756", - "issue:46894|issue:46901", "issue:43646|issue:43708", "issue:44402|issue:44451", "issue:43425|issue:43828", + "issue:46894|issue:46901", "issue:46315|issue:46491", "issue:45812|issue:46315", "issue:43425|issue:46869", "issue:44530|issue:45084", - "issue:43611|issue:43645", "issue:39404|issue:45701", + "issue:43611|issue:43645", "issue:44683|issue:45823", "issue:43425|issue:43716", "issue:39404|issue:46665", @@ -2842,216 +2945,224 @@ "issue:43906|issue:44530", "issue:46050|issue:46326", "issue:43906|issue:46326", - "issue:44991|issue:45081" + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912" ], - "prepared_review_unit_hash": "35c4198d5fa529cb62c3fd24fcae6b466ebc0a5ea447730ab2da1a906c3b3f66", + "prepared_review_unit_hash": "d60f6c9533c50bc03a235a7e816743b51f4fca95771acef5ddde774c263755fb", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36562, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "soft_pair_count": 30, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous. Only the two resize_token_embeddings reports look like the same underlying regression; the other soft pairs are too model- or symptom-specific to safely merge.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45292 is the broader, model-agnostic description of the resize_token_embeddings regression; issue:45335 reads like a t5gemma-specific manifestation of the same bug.", + "summary": "This is mostly a loose bundle of unrelated Transformers regressions and docs issues, not a single coherent duplicate cluster. The only convincing near-duplicate subpair is `issue:45292` / `issue:45335` around `resize_token_embeddings` not updating tied embeddings. No PRs were provided.", + "confidence": 0.31, + "canonical_issue_reason": "`issue:45292` is the broadest version of the only plausible duplicate subtopic and states the core embedding-resize inconsistency without model-specific narrowing.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best anchor because it states the underlying bug most generally and cleanly, making it the most reusable duplicate target.", + "best_issue_reason": "`issue:45292` is the best representative of the resize-token-embeddings bug subcluster; it is the most general statement of that failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Both involve save_pretrained/from_pretrained for custom models, but one is a read-only permission problem and the other is wrong-module loading; different bugs." + "reason": "Different failures: model loading/unit-test breakage vs save_pretrained checkpoint regression for Qwen3.5." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Different failures: generic torch 2.10 incompatibility vs a Sam3 bf16 compilation regression." - }, - { - "left": "issue:43854", - "right": "issue:45216", - "accept": false, - "reason": "Different model families and failure modes; one is a GLM-4.7 test loading issue, the other is a Qwen3.5 save_pretrained regression." + "reason": "Both mention Torch, but one is general incompatibility and the other is a bf16 compilation regression; not the same bug." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same concrete bug: resize_token_embeddings is not updating all embedding modules; 45335 is a t5gemma-specific instance of the same regression." + "reason": "Same underlying bug class: `resize_token_embeddings` not propagating to tied output/decoder embeddings; `t5gemma` is just a model-specific instance." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Unrelated symptoms: missing Float8 storage object vs mmap-related OOM mitigation." - }, - { - "left": "issue:46894", - "right": "issue:46901", - "accept": false, - "reason": "Both mention a double-shift pattern, but they are different model reports with no clear shared code path evidence." + "reason": "Unrelated runtime/storage error vs mmap/OOM workaround; no shared code-path bug." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + "reason": "Custom model init breakage vs Trainer resume/max_steps miscalculation; different subsystems and symptoms." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but the concrete bugs differ: vocab-size mismatch vs failed load for a specific model." + "reason": "Both are tokenizer/model loading problems, but they concern different models and different root causes." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is a torch version incompatibility, the other is an autocast dtype mismatch in a specific model." + "reason": "Generic Torch 2.10 incompatibility is not the same as an autocast dtype mismatch on a specific Phi model." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Similar double-shift wording, but these are model-specific training-loss bugs with no evidence of a shared code path." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama's encode/decode space-stripping bug." + "reason": "Tokenizer conversion slowdown is unrelated to CodeLlama encode/decode spacing regression." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is a correctness bug, not the tokenizer performance regression described by 46315." + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are different tokenizer regressions." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Generic torch incompatibility and YOLO multi-GPU device_map failure are different issues." + "reason": "Torch version incompatibility and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different concrete failures in different code paths; no evidence they share the same root cause." + "reason": "PagedAttentionCache linear-attention crash is unrelated to template compilation failure." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Both relate to custom model support, but one is a base_model_prefix loading bug and the other is a Jupyter initialization issue." + "reason": "Whisper pipeline `return_language` regression and generic tokenization changes are not the same bug." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to broad tokenizer version-behavior changes." + "reason": "`base_model_prefix` loading failure and Jupyter custom-model initialization breakage are distinct issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are unrelated problems." + "reason": "Compiled flex_attention on newer Torch and Gemma4 device mismatch are different failures." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch incompatibility is not the same bug as the Mistral-3 image-preprocessor dtype mismatch." + "reason": "Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Pipeline return_language regression and from_pretrained behavior inside classes are distinct issues." + "reason": "Whisper pipeline regression and `from_pretrained` inside Python classes do not share the same concrete bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen variants is unrelated to the mask/tensor shape IndexError." + "reason": "Video-input regression and mask shape `IndexError` are different model/runtime problems." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation error are different root causes." + "reason": "Float8 storage lookup failure is unrelated to non-template compilation errors." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are documentation-related, but they concern different docs and different deprecated pipeline/task references." + "reason": "Both are docs-related, but they cover different removed/changed pipeline behaviors and are not one underlying issue." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to from_config failing to unwrap text_config." + "reason": "Saving/loading extra state and `from_config` text_config unwrapping are unrelated API bugs." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Wrong SigLIP2 outputs and ModelOutput key assignment are different bugs." + "reason": "Nonsensical model outputs and `ModelOutput` key assignment with `None` are different code paths." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer class-method conflict in T5Tokenizer is unrelated to gguf_file loading failures." + "reason": "Tokenizer special-token conflict and `gguf_file` loading breakage are unrelated tokenizer/load issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export.export with torch_compilable_check is a different code path from Perceiver interpolation/resolution handling." + "reason": "`torch.export.export` failing on `torch_compilable_check` models is not the same as Perceiver non-default-resolution failure." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "A reproduction of an older issue is not enough to identify the same bug as the Qwen3.5 PagedAttentionCache crash." + "reason": "An isolated reproduction of a previous issue is not the same as the Qwen3.5 linear-attention crash." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." + "reason": "Quantized save/load breakage and mistral_common `continue_final_message` bug are unrelated." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These address different areas: an isolated reproduction artifact vs tokenizer continue_final_message logic." + "reason": "No shared bug: isolated reproduction of one issue vs tokenizer message-continuation behavior." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading bugs, but one is a specific model's tokenizer load failure and the other is a Mistral regex patch crash." + "reason": "Different tokenizer loading failures for different model families and different root causes." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Masked-LM prediction regression and tokenizer loading failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted soft pair, issue:45292 vs issue:45335, is supported by the titles as the same resize_token_embeddings regression with a model-specific manifestation. The other rejections are phrased cautiously and do not overclaim shared root cause evidence." + "feedback": "The writeup stays grounded in the packet and is conservative about the soft edges. The conclusion that this is mostly a loose collection of unrelated regressions, with only the 45292/45335 resize_token_embeddings pair looking like a real near-duplicate, is reasonable from the titles and metadata provided. No PRs were present, so there is no mergeability issue to evaluate." }, "evaluator_used": true, "retried": false, @@ -3070,13 +3181,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:34567", "issue:36032", "issue:39404", "issue:40444", "issue:40990", + "issue:42175", "issue:42796", "issue:42915", "issue:43299", @@ -3103,14 +3215,13 @@ "issue:44683", "issue:44737", "issue:44756", - "issue:44912", "issue:44987", - "issue:44991", "issue:45081", "issue:45084", "issue:45479", "issue:45823", "issue:45859", + "issue:46178", "issue:46285", "issue:46326", "issue:46402", @@ -3122,18 +3233,16 @@ "issue:47050" ], "soft_pairs": [ - "issue:44671|issue:44991", - "issue:39404|issue:44912", "issue:45823|issue:46899", "issue:44164|issue:46821", - "issue:45479|issue:46894", "issue:43856|issue:44756", "issue:43596|issue:44683", + "issue:45479|issue:46894", "issue:44488|issue:44987", "issue:43632|issue:47050", "issue:44488|issue:45081", - "issue:45479|issue:46897", "issue:36032|issue:42915", + "issue:45479|issue:46897", "issue:43299|issue:43931", "issue:43611|issue:43644", "issue:42796|issue:43404", @@ -3151,210 +3260,211 @@ "issue:40444|issue:46326", "issue:34567|issue:40444", "issue:36032|issue:43645", - "issue:43644|issue:43646" + "issue:43644|issue:43646", + "issue:42175|issue:46178" ], - "prepared_review_unit_hash": "8131104e0df7878731fab417f6e5ac3d5539618f134220f2b7c0bf978cb94dc8", + "prepared_review_unit_hash": "ff0d318812d03c7b646e06997c6570a61c29ed78a42a0f90f8eb65d6e277e114", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36772, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "soft_pair_count": 29, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct model- or subsystem-specific regressions, not duplicates. The closest cluster is around Transformers v5 custom-model/loading regressions, with issue 43646 the broadest representative.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43646 is the broadest, most general regression statement in the set (\u201cbreaks custom model initialization\u201d) and best serves as the umbrella issue for nearby v5 initialization/loading breakages.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes (loading, tokenizers, v5 regressions, multimodal/device issues) but not the same concrete bug or code path. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is justified here; the items are mostly unrelated regressions with only superficial title similarity.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best single issue to anchor the cluster because it is generic, user-facing, and closer to a cross-cutting regression than the narrower model-specific reports.", + "best_issue_reason": "issue:44462 is the strongest standalone issue in the set: it has a clear reproduction, broader loading impact, and inbound references, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer/model loading regressions, but they affect different models and describe different failures (bad MLM predictions vs tokenizer load failure)." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated code paths and symptoms." - }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Same model family, but different bugs: device-map forward mismatch vs unsafe dtype casting in multimodal embedders." + "reason": "Both concern Gemma4 multimodal behavior, but one is a device-placement bug and the other is an unsafe dtype cast in 4-bit embedders; different code paths." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "Save/from_pretrained extra_state handling and a TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:45479", - "right": "issue:46894", - "accept": false, - "reason": "Both involve training loss, but one is a generic classification loss edge case and the other is an ASR double-shift bug." + "reason": "Extra_state save/load failure and TimesFM window_size AttributeError are unrelated issues." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/OOM, but the underlying causes and fixes are different." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different problems with different causes." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3/BertModel init failure and compiled flex_attention on torch>=2.9 are different failures." + "reason": "Zero3/BertModel init failure and compiled flex_attention torch>=2.9 failure are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification regression and training-loss double-shift bug are not the same defect." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but they concern different repositories/models and likely different loader bugs." + "reason": "Both are model-loading complaints, but they target different models and likely different loader failures." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "_is_hf_initialized regression and fp16 ONNX attention dtype mismatch are unrelated." + "reason": "_is_hf_initialized flag regression and fp16 ONNX attention dtype mismatch are unrelated." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different model families and different tokenizer-load failure mechanisms." + "reason": "Both involve tokenizer/model loading, but one is a missing model load and the other is a specific Mistral regex patch crash." }, { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Same broad training-loss theme, but not the same concrete bug or code path." + "reason": "Tokenizer special-token method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "These are both training-loss reports, but the model families and failure mechanisms differ." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-VL loading issues, but one is a v5 regression and the other is a shape mismatch on a specific model checkpoint." + "reason": "Both concern Qwen3-VL loading, but one is a version regression and the other is a shape-mismatch load error; not the same bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffer initialization." + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent-buffer junk are distinct code paths." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Mistral tokenizer BPE marker handling and Mistral3 lm_head tying are different bugs." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are separate bugs." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-related, but one ignores tokenizer.json entirely while the other produces incorrect output for a specific model family." + "reason": "Both are tokenizer-related, but one ignores tokenizer.json while the other is an incorrect-output regression for a specific model." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor/model dtype mismatch and a template-node compilation error are unrelated." + "reason": "Image-preprocessor dtype mismatch and non-template-node compilation error are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text-encoder loading are different model-specific regressions." + "reason": "CLIP structure inconsistency and Sam3Model text encoder weight loading are different regressions." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-listing logic and flex_attention compilation are unrelated subsystems." + "reason": "Tokenizer mapping lookup failure and flex_attention compilation failure are unrelated." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure and template-node compilation failure are different compiler/tracing issues." + "reason": "Both involve tracing/compilation, but they fail in different compiler paths with different errors." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model loading failures, but they are distinct checkpoints with no evidence of a shared bug." + "reason": "Both are model-load failures, but the affected models and root causes are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM output issues are unrelated." + "reason": "Whisper pipeline language handling and CamemBERT masked-LM prediction regression are unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both are Qwen-family problems, but one is FP8 config failure and the other is a cache group-type crash." + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache invalid group type are different issues." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache crash are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both involve device placement/offload, but the affected models and failing operations differ." + "reason": "Both are device/offload-related, but XLNet CPU arange and Qwen3_5Moe rotary embedding offload incompatibility are different bugs." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime special-token post-processor updates are not the same bug." + "reason": "Perplexity regression on gpt-oss and runtime post-processor update bug are unrelated." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure and mistral_common continue_final_message behavior are unrelated." + "reason": "Multi-image IterableDataset training failure and mistral_common continue_final_message bug are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token accounting and multimodal finetuning dataset handling are unrelated." + "reason": "TrainerState token accounting and Qwen2.5-VL multi-image finetuning failure are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization regression are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related v5 regressions, but the titles indicate different concrete failures and no shared code path is evident." + "reason": "Both are v5 custom-model regressions, but one is about non-persistent buffers and the other about initialization in notebooks/custom models." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend packaging, but they are different backend definitions and different failing code paths." } ] }, @@ -3376,12 +3486,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:28530", "issue:34567", "issue:36032", - "issue:42175", "issue:42915", "issue:43208", "issue:43262", @@ -3390,6 +3499,7 @@ "issue:43404", "issue:43452", "issue:43482", + "issue:43531", "issue:43582", "issue:43632", "issue:43645", @@ -3412,6 +3522,7 @@ "issue:44610", "issue:44811", "issue:44849", + "issue:44877", "issue:44987", "issue:44991", "issue:45081", @@ -3419,7 +3530,6 @@ "issue:45325", "issue:45507", "issue:45584", - "issue:46178", "issue:46326", "issue:46661", "issue:46869", @@ -3428,7 +3538,6 @@ "issue:47312" ], "soft_pairs": [ - "issue:42175|issue:46178", "issue:44206|issue:44220", "issue:43582|issue:43632", "issue:44987|issue:44991", @@ -3439,8 +3548,8 @@ "issue:43746|issue:46326", "issue:43317|issue:43482", "issue:43208|issue:47013", - "issue:43645|issue:46661", "issue:44403|issue:45081", + "issue:43645|issue:46661", "issue:43262|issue:43377", "issue:43792|issue:46869", "issue:42915|issue:45084", @@ -3456,210 +3565,211 @@ "issue:44451|issue:45081", "issue:43994|issue:44610", "issue:44008|issue:46899", - "issue:42915|issue:44589" + "issue:42915|issue:44589", + "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "d5d3f2441a1a473a4ce2390f2e8e975fbb804b9f88b8a39b7dad6e9d23dbad01", + "prepared_review_unit_hash": "973e483f734144258c6708ae2c0c59154c3a6f0eaaba8bb03b4852dfe00c3c50", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36553, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "serialized_chars": 36485, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: a few loose theme overlaps around Transformers v5 model-init/loading regressions, but none of the proposed soft pairs look like the same concrete bug strongly enough to merge as duplicates. The best representative issue is the v5 `_is_hf_initialized` regression subgroup, while the clearest actionable report is the init_empty_weights/_is_hf_initialized TypeError case.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 43632 is the broadest representative of the recurring v5 initialization breakage theme and can serve as the umbrella issue for the small related subgroup.", + "summary": "The set is mostly heterogeneous; I did not find any soft edge that clearly describes the same underlying bug/change. One issue stands out as the broadest representative of the v5 initialization regressions, but the rest look like separate model- or subsystem-specific bugs.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43632 is the most central concrete regression in the set: a broad Transformers v5 initialization flag breakage that overlaps conceptually with several other loading/custom-model reports, and it has stronger discussion than the narrowly scoped model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44291 is the most concrete, reproduction-friendly report in the initialization regression family, with a precise failure mode and upgrade boundary.", + "best_issue_reason": "Same as canonical: it is the clearest high-level representative of the cluster\u2019s Transformer v5 init/loading breakage theme, without being as narrowly tied to a single model or tokenizer edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:46178", - "accept": false, - "reason": "Both mention backend handling, but one is about missing TensorFlow in the torch extra and the other is a backend-mapping error for tensorflow_text; different bugs." - }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio feature-extraction regressions, but the failures are different: unsupported center arg vs a low-level _torch_extract_fbank_features issue." + "reason": "Both are audio-processing bugs, but they point to different code paths and symptoms; nothing indicates the same underlying defect." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Completely different code paths: Apple Silicon allocator warmup TypeError vs a v5 initialization flag regression." + "reason": "Completely different areas: Apple Silicon allocator warmup vs. Transformer v5 initialization flag handling." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 loading failures, but they affect different model/tokenizer setups and there is no concrete shared failure mode shown." + "reason": "Both are v5 loading failures, but for different repos/model types with no sign of a shared concrete bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Unrelated errors: template compilation failure vs an invalid method call in GraniteMoEHybrid." + "reason": "Unrelated issues: template compilation error vs. GraniteMoEHybrid method call bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF v5 failure; not enough evidence of one bug." + "reason": "Both involve GGUF loading, but one is a broad API break and the other is a specific Qwen2.5-GGUF failure; too little evidence of the same bug." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Same Whisper area, but different concrete problems: batch_decode skip_special_tokens handling vs empty-transcription generation after align_special_tokens." + "reason": "Both are Whisper-related, but one is batch_decode token skipping and the other is empty-transcription generation after align_special_tokens; different bugs." }, { "left": "issue:43482", "right": "issue:47312", "accept": false, - "reason": "GGUF loading vs kernel compatibility; no meaningful overlap." + "reason": "No meaningful relation: GGUF loading vs. kernel compatibility." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different subsystems and failure modes: PEFT checkpoint loading vs mistral_common continue_final_message behavior." + "reason": "Different subsystems and symptoms: PEFT local checkpoint loading vs. mistral_common tokenizer message continuation." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different loading failures: dequantized model offload with device_map=auto vs GGUF-specific v5 loading breakage." + "reason": "Both are loading failures, but one is device_map/offload dequantization and the other is Qwen2.5-GGUF; not the same bug." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Same model family, but one is a bundle of three issues for small-model training and the other is a specific return_last_states=False unpack crash." + "reason": "Both concern xLSTM training, but one is a bundle of three bugs and the other is a specific return_last_states crash; not a single concrete issue." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Both concern custom/remote model initialization, but one is a Jupyter notebook regression and the other is a remote-code config_class AttributeError." + "reason": "Generic loading noise vs. a Mistral regex-patching crash; different problems." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43645", + "right": "issue:46661", "accept": false, - "reason": "Noise/logging on load vs a Mistral regex patch crash; unrelated bugs." + "reason": "Both involve custom/remote-code model initialization, but the specific failures differ and there is no clear shared code-path bug." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both audio-related, but one is chat-template sampling-rate defaulting and the other is batched-vs-single encoder output mismatch from missing padding masks." + "reason": "Different audio bugs: apply_chat_template sampling-rate defaulting vs. MIMI batched/single-output mismatch from padding-mask handling." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper runtime failure and YOLO multi-GPU device_map issue are unrelated." + "reason": "Completely unrelated: Whisper model loading/runtime vs. YOLO multi-GPU device_map auto." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config failure vs template compilation error; no shared code-path." + "reason": "Unrelated: FineGrainedFP8Config failure in Qwen3Moe vs. a template-compilation TypeError." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization corruption." + "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization; not the same defect." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "No shared concrete bug: a specific model-loading regression vs a Mistral tokenizer regex patch crash." + "reason": "Different failures in different model/tokenizer paths; no evidence of a shared Mistral regex bug." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model correctness bugs, but one is padding-mask batching and the other is DAC.from_latents missing STE behavior." + "reason": "Different audio-model behaviors: padding-mask batching mismatch vs. DAC.from_latents / missing STE divergence." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different model-specific regressions: hidden-states output bug vs RoPE/temporal position scaling bug." + "reason": "Distinct Qwen model bugs with different mechanisms: hidden-state output vs. rope/position_id scaling." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both touch newer initialization/precision paths, but one is FineGrainedFP8Config and the other is init_empty_weights/_is_hf_initialized; different failures." + "reason": "Both mention initialization/FP8-ish loading problems, but one is Qwen3Moe quantization and the other is init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Unrelated trainer behaviors: early stopping metric selection vs num_input_tokens_seen not updating." + "reason": "Training callback/early-stopping logic vs. TrainerState token counter update; unrelated bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head.weight/tied weights, but one is a model-specific untied weight bug and the other is device-dependent serialization inconsistency." + "reason": "Both involve lm_head/tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization; likely related area, not the same bug." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer loading failures for different models and different root causes; not the same bug." + "reason": "Tokenizer loading failures, but with different model families and different error modes." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-arg conflict vs a specific model-loading failure; too little evidence they are the same issue." + "reason": "Different tokenizer/model loading errors with no shared concrete failure." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model-loading problems with no shared failure path." + "reason": "Different models and error signatures; no evidence of the same tokenizer backend crash." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related, but one is a model/pipeline output issue and the other is a processor size mismatch." + "reason": "Both are vision-related, but one is bad model/pipeline outputs and the other is processor image-size mismatch." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma-family issues, but one is a forward variable-name collision and the other is an unsafe dtype cast in multimodal embedders." + "reason": "Both are Gemma multimodal issues, but the reported bugs differ: variable-name collision in Gemma3nModel.forward vs. unsafe dtype cast in Gemma4 quantized embedders." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both are FP8-adjacent, but one is a config-driven model failure and the other is a storage backend lookup error." + "reason": "Different low-level failures: Qwen3Moe FP8 config vs. missing Float8 storage type." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Completely different issues: Qwen3-MoE sliding window behavior vs. granite_speech config strictness." } ] }, @@ -3681,7 +3791,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:33666", "issue:35707", @@ -3717,7 +3827,6 @@ "issue:44683", "issue:44756", "issue:44811", - "issue:44877", "issue:44991", "issue:45216", "issue:45325", @@ -3733,7 +3842,6 @@ "issue:47254" ], "soft_pairs": [ - "issue:43531|issue:44877", "issue:45923|issue:47254", "issue:36032|issue:41720", "issue:44464|issue:45987", @@ -3753,8 +3861,8 @@ "issue:44991|issue:46315", "issue:43716|issue:46899", "issue:44403|issue:44991", - "issue:45812|issue:46491", "issue:42796|issue:43746", + "issue:45812|issue:46491", "issue:43381|issue:45923", "issue:44291|issue:44589", "issue:33666|issue:40444", @@ -3765,226 +3873,220 @@ "issue:43883|issue:44991", "issue:35707|issue:40444" ], - "prepared_review_unit_hash": "baa02f718ccc618dd134d5792c1a6ae4a7a726b893905d3c9fd167d0243b5e8d", + "prepared_review_unit_hash": "538846a2570c2fb486bf35da4aeb36b474195dde88445c0bc6f627a534cf029c", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36924, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with one clear duplicate theme around Transformers v5 loading regressions involving `_is_hf_initialized`, plus one Qwen3.5 save_pretrained pair. The rest look like unrelated bugs across tokenizer, multimodal, generation, export, and performance areas.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43632 is the broadest root-cause report in the cluster: it names the Transformers v5 `_is_hf_initialized` regression directly, which also explains the more specific loading failures in issue:43872 and issue:44291.", + "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. Only two soft-edge pairs look plausibly duplicate: the transformers v5 `_is_hf_initialized` loading regression family, and the Qwen3.5 `save_pretrained` regression family. Everything else appears to be separate bugs in different models/code paths.", + "confidence": 0.63, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 44291 is the clearest concrete report in the only tight duplicate family here (`_is_hf_initialized` / v5 loading failures). The rest of the cluster is too mixed to justify a stronger canonical claim.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the best cluster representative because it captures the underlying cross-cutting v5 loading breakage rather than a single package-specific manifestation.", + "best_issue_reason": "Issue 44291 is the best overall issue anchor because it is the most specific root-cause report among the few genuinely related items, and it maps cleanly to the shared `_is_hf_initialized` regression family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs granite_speech strict config loading." - }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Both mention gradient checkpointing, but one is a missing flag and the other is a ZeRO-3/PEFT checkpoint error; not the same concrete bug." + "reason": "Both involve training/checkpointing, but they describe different failure modes and code paths; not the same bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method name conflict vs CUDA assert during Qwen3 auto device mapping." + "reason": "Tokenizer method-name conflict vs CUDA assert in device mapping; unrelated failures." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Compiled chunked generation inconsistency is different from the StaticCache return-type bug." + "reason": "Both are generation/runtime internals, but one is inconsistent chunked generation and the other is a cache length type-contract issue." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to an OmDet processor input-size mismatch." + "reason": "torch.export failure with torch_compilable_check is unrelated to a processor size mismatch." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Transformers v5 `_is_hf_initialized` loading regression is unrelated to the TimesFM `window_size` AttributeError." + "reason": "`_is_hf_initialized` regression and TimesFM `window_size` attribute error are different bugs." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Segfault while loading Llava Next models is not the same as Qwen3OmniMoe video-input ValueError." + "reason": "Segfault on Llava Next load vs Qwen3OmniMoe video ValueError; different models and symptoms." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is a broad video-input regression and the other is a still-image RoPE scaling bug; different code paths." + "reason": "Both touch Qwen VL, but one is a broad video-input regression and the other is a still-image rope-index scaling bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation sync/dispatch overhead is a performance issue, not the StaticCache length contract bug." + "reason": "Generation overhead/perf issue is not the same as a cache length return-type bug." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility and loading noise are different problems with no shared failure mode." + "reason": "Torch version incompatibility vs noisy logging on load; not the same defect." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo missing `all_tied_weights_keys` is a different loading failure from sleng-bert tokenizer loading." + "reason": "Missing tied-weights metadata vs tokenizer load failure for a specific model; no shared code-path evidence." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset with multiple images per prompt is a finetuning/data-collation issue, not the same as the Qwen2.5-VL still-image position-id regression." + "reason": "Both are Qwen2.5-VL related, but training with multiple images is not the same bug as rope-index scaling." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint/visual encoder keys from the save path." + "reason": "Both report the same Qwen3.5 `save_pretrained` regression producing incorrect checkpoint contents/keys." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` incompatibility during model loading; 44291 is the generic reproduction and 43872 is a bitsandbytes manifestation." + "reason": "Same underlying transformers v5 `_is_hf_initialized` compatibility break, with one report surfacing through bitsandbytes and the other through `init_empty_weights`." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage is unrelated to non-persistent buffers being filled with junk." + "reason": "Base-model-prefix loading issue and junk-filled non-persistent buffers are different regressions." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "fbank feature extraction and compiled flex_attention on newer torch versions are separate bugs." + "reason": "Audio fbank extraction and compiled flex_attention failures are unrelated." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading regression and convert_tokens_to_ids performance slowdown are different issues." + "reason": "Tokenizer load breakage vs tokenizer performance regression; different problems." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype problems, but they affect different models/modalties and do not clearly share the same concrete code path." + "reason": "Both are multimodal dtype/quantization issues, but they affect different models and code paths." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary loading noise is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Generic loading noise is not the same as tokenizer loading failure." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "These are both tokenizer regressions, but one is wrong token IDs for Granite models and the other is a CodeLlama space round-trip issue." + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are unrelated." + "reason": "Both are tokenizer regressions, but they affect different models and behaviors (token IDs vs leading-space round-trip)." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing incompatibility is different from a missing `supports_gradient_checkpointing` flag." + "reason": "Eval-mode checkpointing restriction and missing gradient-checkpointing support flag are different issues." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "The `_is_hf_initialized` argument bug is unrelated to the missing Float8 storage object." + "reason": "`_is_hf_initialized` argument handling is unrelated to missing Float8 storage support." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and iterable-dataset multi-image finetuning failures are not the same bug." + "reason": "Different Qwen VL training problems with no concrete shared failure mode." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup failure are distinct loading/runtime issues." + "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Transformers v5 loading regression is unrelated to disabling mmap on Strix Halo to avoid OOM." + "reason": "Transformers v5 init-flag regression and Strix Halo mmap OOM are unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on GPT-OSS is not the same as Whisper batch_decode skipping special tokens." + "reason": "High perplexity on gpt-oss and Whisper batch_decode behavior are completely separate bugs." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and DeepSeek-R1 accuracy regression are different failure modes." + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression do not share a concrete code path." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo missing tied-weights metadata is unrelated to tokenizer loading regression for est-roberta." + "reason": "Molmo tied-weights metadata and tokenizer loading failure are unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failure." + "reason": "Progressive generation with embeds/past KV is unrelated to Qwen2.5-VL multi-image iterable dataset finetuning." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The `_is_hf_initialized` loading regressions are a coherent cluster theme, and the Qwen3.5 save_pretrained pair is plausibly the same bugfix. The remaining pairwise rejections are appropriately cautious and do not overclaim equivalence." + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted soft-edge pairs are plausible duplicates based on the issue titles and described failure modes, and the rest of the rejections are appropriately cautious. The heterogeneous-cluster conclusion also matches the evidence." }, "evaluator_used": true, "retried": false, @@ -4003,7 +4105,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:40444", "issue:41720", @@ -4062,17 +4164,17 @@ "issue:43421|issue:44568", "issue:42175|issue:45542", "issue:43296|issue:46821", - "issue:42175|issue:43296", "issue:44462|issue:45812", + "issue:42175|issue:43296", "issue:44079|issue:44534", "issue:43482|issue:45538", - "issue:43317|issue:43856", "issue:44509|issue:46909", + "issue:43317|issue:43856", "issue:43611|issue:43646", "issue:43377|issue:45491", - "issue:43818|issue:46402", "issue:44265|issue:45072", "issue:43644|issue:44079", + "issue:43818|issue:46402", "issue:40444|issue:45381", "issue:45325|issue:45834", "issue:43818|issue:45357", @@ -4080,26 +4182,26 @@ "issue:45325|issue:45381", "issue:44291|issue:44877", "issue:43454|issue:44466", - "issue:44829|issue:45479", "issue:40444|issue:47217", + "issue:44829|issue:45479", "issue:43873|issue:45701", "issue:43701|issue:45325", "issue:42796|issue:45381" ], - "prepared_review_unit_hash": "2be1e46700510b6cacccc1cd5cfec15d401b66cde8a42f4250cc3fcd151930ab", + "prepared_review_unit_hash": "fca553163abd2edc37c8e2f649d51276cc3fd5c258136efb3283100f95ba48ad", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36999, + "serialized_chars": 36997, "estimated_input_tokens": 9250, "estimated_eval_tokens": 18756 }, @@ -4108,199 +4210,202 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like a true duplicate. The set is mostly broad v5-era regressions across unrelated code paths (tokenizers, quantization/offload, multimodal position ids, configs, and docs), with only loose thematic overlap.", - "confidence": 0.72, - "canonical_issue_reason": "If one issue has to anchor the cluster, 45812 is the best fit: it is a concrete, user-visible v4\u2192v5 tokenizer regression with multiple inbound references and a clear reproduction path.", + "summary": "This cluster is mostly heterogeneous: many items share broad areas like tokenizers, multimodal models, or v5 regressions, but usually describe different concrete bugs. The clearest duplicate subclusters are the AutoTokenizer/tokenization regression pair and the SigLIP2 output-discrepancy pair. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44462 is the broadest representative of the tokenizer regression subcluster: it describes AutoTokenizer choosing the wrong repository tokenizer path, which plausibly underlies the Granite token-ID failures.", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the strongest representative issue here because it is specific, reproducible, and high-signal; the rest of the items are too heterogeneous to merge into a single canonical bug.", + "best_issue_reason": "issue:44462 is the best issue representative because it is generic, user-facing, and matches the broad tokenizer-loading regression theme seen in the closest duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different code paths: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_state rebuilding." + "reason": "Different bugs: ModelOutput key bookkeeping vs Gemma4 shared_kv_states/FSDP behavior." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3 sliding-window behavior is unrelated to init_empty_weights/_is_hf_initialized construction errors." + "reason": "Unrelated regressions: Qwen3-MoE sliding_window behavior vs init_empty_weights unexpected argument handling." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model families and failures: GGUF loading vs missing pad_token_id on Llama4Config." + "reason": "Different failure modes and code paths: GGUF/v5 loading vs Llama4Config missing pad_token_id." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert during Qwen3 device mapping is unrelated to the Mistral regex patch crash." + "reason": "Distinct areas: Qwen3 auto device mapping cuda assert vs Mistral regex patch tokenizer crash." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer behavior, but one is runtime post-processor updates and the other is add_special_tokens handling for a specific tokenizer." + "reason": "Both involve special tokens, but one is runtime post-processor sync while the other is add_special_tokens behavior for a specific tokenizer." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Packaging/backend dependency issues are different: torch extra missing TensorFlow vs tensorboard-only installs causing tf backend errors." + "reason": "Packaging/backends are related, but these are different dependency mistakes and error conditions." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to TimesFM window_size AttributeError." - }, - { - "left": "issue:42175", - "right": "issue:43296", - "accept": false, - "reason": "Different subsystems and failures; dependency extras vs model loading in vLLM." + "reason": "Completely different models and failures: PaddleOCR-VL loading vs TimesFM window_size attribute access." }, { "left": "issue:44462", "right": "issue:45812", + "accept": true, + "reason": "Same tokenizer regression family: AutoTokenizer is using the wrong tokenizer path, and Granite wrong token IDs look like a concrete manifestation of that same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json while the other miscomputes Granite token IDs." + "reason": "Different topics: missing tensorflow in an install extra vs model loading failure in vLLM." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping is unrelated to non-persistent buffer initialization." + "reason": "Different bugs despite similar wording: ModelOutput key assignment vs non-persistent buffer contents." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF load failure and CLIPTokenizer max_length behavior are unrelated tokenizer/model issues." + "reason": "Unrelated tokenizer issues: GGUF/v5 loading failure vs CLIPTokenizer max length setting." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Device-map offload failure is not the same bug as Qwen3 MoE memory inefficiency." + "reason": "Both are documentation problems, but they concern different docs and different concrete fixes." }, { - "left": "issue:44509", - "right": "issue:46909", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both are documentation issues, but they refer to different docs problems and different content." + "reason": "Both mention offloading/memory, but one is dequantized loading and the other is Qwen3 MoE training memory usage." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about custom model initialization." + "reason": "Related to v5 model loading, but the concrete bugs differ: base_model_prefix handling vs custom model initialization." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both mention batching/padding, but the affected models and failure mechanisms differ." - }, - { - "left": "issue:43818", - "right": "issue:46402", - "accept": false, - "reason": "Video-LLaVA weight/temporal-attention issue is unrelated to Sam3Model text encoder weights not loading." + "reason": "Different batching/mask problems in different models; not the same underlying bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/checking issues are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "No shared code-path: torch.export / compilable checks vs bf16 dtype mismatch in inference." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate internal bugs." + "reason": "One is buffer serialization state, the other is ModelOutput field bookkeeping." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal/model-weight issues: Video-LLaVA tower weights vs Sam3 text encoder loading." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is training with multi-image IterableDataset and the other is video position-id calculation." + "reason": "Both are Qwen2.5-VL multimodal issues, but one is iterable-dataset multi-image finetuning while the other is video vision_position_ids." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR index errors are different model-specific bugs." + "reason": "Different models and failures: Qwen2.5-VL rope/position-id scaling vs Kosmos2.5 OCR index error." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA weight sharing is unrelated to Qwen3.5 save_pretrained visual key serialization." + "reason": "Not the same bug: missing temporal attention / shared weights vs incorrect visual encoder key saving." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "General SigLIP2 implementation discrepancy is not the same as the specific AutoModel/pipeline bad-output report." + "accept": true, + "reason": "Likely the same SigLIP2 implementation problem: one compares HF vs JAX behavior, the other reports nonsense outputs from the same model in AutoModel/pipeline." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input vision_position_ids." + "reason": "Both involve Qwen2.5-VL positions, but the exact bugs differ between still-image scaling and video input handling." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights constructor argument handling is unrelated to strict granite_speech config loading." + "reason": "Different v5 loading regressions: init_empty_weights signature mismatch vs strict config validation." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied lm_head weight wiring and device-dependent serialization are related broadly, but not the same concrete bug." + "reason": "Both mention lm_head weights, but one is weight tying causing generation issues and the other is serialization varying by device." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:40444", + "right": "issue:47217", "accept": false, - "reason": "FlashAttention-3 training degeneration is a different failure from the num_labels=1 zero-loss classification bug." + "reason": "Similar multimodal symptoms, but not enough evidence they are the same concrete bug." }, { - "left": "issue:40444", - "right": "issue:47217", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Both are VL prompt/input issues, but one is multi-image finetuning and the other is image-placeholder placement in user text." + "reason": "Different classification/training regressions with different triggers and model families." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior and version-dependent tokenization are unrelated." + "reason": "Offloading/quantization is unrelated to tokenizer-version behavior changes." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch is not the same bug as Qwen2.5-VL rope-index scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen2.5-VL video position ids." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL vision-position IDs are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet, correctly notes the cluster\u2019s heterogeneity, and the two accepted soft-edge pairs are plausible and phrased conservatively. The rejected pairs also avoid overmerging clearly distinct bugs. No PR-pair mergeability issue is present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4315,7 +4420,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:34634", "issue:35707", @@ -4382,243 +4487,243 @@ "issue:42617|issue:42915", "issue:40990|issue:42947", "issue:42796|issue:46209", - "issue:44568|issue:45920", "issue:43454|issue:45072", + "issue:44568|issue:45920", "issue:43377|issue:44610", "issue:41553|issue:43582", - "issue:43749|issue:44534", "issue:36331|issue:42617", + "issue:43749|issue:44534", "issue:43317|issue:43873", "issue:43454|issue:43720", "issue:43377|issue:44898", - "issue:43572|issue:45759", "issue:41720|issue:43322", + "issue:43572|issue:45759", "issue:46305|issue:46315", "issue:36331|issue:42915", "issue:44877|issue:44991", "issue:43322|issue:46050", "issue:41720|issue:44977" ], - "prepared_review_unit_hash": "2eb185010e90e115eaa042fa0256be2d01e3161ee20d7220162aa033d5bf468e", + "prepared_review_unit_hash": "2562ebf4937545f2b55c52e503053306febbb8bd31b57a2e309b344c00876863", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36771, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "serialized_chars": 36774, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated issues. I found no soft-edge pairs that look like the same underlying bug/change, so all candidate links should be rejected. For a representative canonical issue, the broadest and most centrally referenced report is the offloading/quantization issue.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43873 is the broadest, most central item here (offloading + quantization, with multiple inbound references), so it works best as the representative canonical issue.", + "summary": "This cluster is mostly a set of unrelated model-specific bug reports. The closest thematic overlap is around offloading/quantization/loading, but even those reports describe different failure modes and code paths, so none of the soft pairs should be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43873 is the broadest open item and the closest umbrella for the small offloading/quantization subset, so it is the best single issue to anchor triage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most general and most-connected issue in the set, making it the best single issue to anchor the cluster.", + "best_issue_reason": "issue:43873 is the best global issue candidate because it is open, broadly scoped, and closest to the only meaningful subtheme in the cluster; the rest are narrower or clearly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Different failures: CPU offload device mismatch vs export failing on torch_compilable_check." + "reason": "Both are loading/runtime failures, but one is a CPU offload device mismatch and the other is a torch.export check failure; different code paths and symptoms." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different model areas and symptoms: video-input regression vs Gemma4 PLE device mismatch." + "reason": "Both involve multimodal models, but one is a video input regression and the other is a device mismatch in PLE forward; not the same bug." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Unrelated: perplexity regression on gpt-oss-20b vs Whisper empty-transcription generation failure." + "reason": "High perplexity on a model is unrelated to Whisper empty-transcription generation failure after token alignment." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Different subsystems: autocast dtype mismatch vs TimesFM window_size AttributeError." + "reason": "A torch.autocast dtype mismatch and a TimesFM window_size AttributeError are unrelated failures." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to GraniteSpeech adapter loading." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are distinct processor vs model-loading issues." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Different code paths: Bark voice preset handling vs generation with inputs_embeds/past_key_values." + "reason": "BarkProcessor voice_preset not working and progressive generation with inputs_embeds/past_key_values are different features and failure modes." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation bug is unrelated to Qwen3 auto device-mapping crash." + "reason": "Progressive generation with cache inputs and Qwen3 auto device-map CUDA assert are unrelated code paths." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-related, but one is a Qwen3 CUDA assert and the other is a Gemma4 forward device mismatch." + "reason": "Both mention device-related failures, but one is a CUDA assert during Qwen3 loading and the other is a PLE forward mismatch in Gemma4; not duplicates." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to export-time torch_compilable_check behavior." + "reason": "Tokenizer padding/truncation crashes and torch.export torch_compilable_check failures are separate subsystems." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both touch audio-ish models, but one is offload/device mismatch and the other is a DAC STE consistency bug." + "reason": "CPU offload device mismatch and DAC.from_latents/STE inconsistency do not describe the same underlying bug." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying failure in AyaVision is unrelated to Bamba torch.compile/SDPA behavior." + "reason": "A missing lm_head tie in AyaVision and a torch.compile SDPA failure in Bamba are different model-specific issues." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Accelerate+deepspeed weight conversion issue is not the same as a missing gradient-checkpointing flag." + "reason": "MoE weight conversion with accelerate+deepspeed and a missing supports_gradient_checkpointing flag are unrelated loading/config problems." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-mapping mismatch and TimesFM AttributeError are different concrete bugs." + "reason": "Gemma4 device-mapping mismatch and TimesFM window_size AttributeError are different models and different bugs." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py failure is unrelated to Qwen3Moe FineGrainedFP8Config loading." + "reason": "A script execution failure and a FineGrainedFP8Config model-loading failure are not the same issue." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression is unrelated to gradient checkpointing with PEFT LoRA." + "reason": "Perplexity evaluation on a model and gradient checkpointing/LoRA behavior are unrelated." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference on B200." + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are distinct issues with different components." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different APIs and failure modes; not the same bug." + "reason": "AyaVision lm_head tying and dtype mismatches in SwitchTransformers/TimmWrapperModel are separate bugs." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Different issues: missing lm_head weight tying vs bfloat16 dtype mismatches." + "reason": "Missing BOS/EOS insertion for one tokenizer and wrong token IDs across many tokenizers are related only at a very broad tokenizer-regression level, not the same concrete bug." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask inconsistency is unrelated to OmDet-Turbo image-size mismatch." + "reason": "MIMI padding-mask batch inconsistency and OmDet-Turbo processor size mismatch are unrelated processor/model bugs." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to AppleSilicon caching_allocator_warmup TypeError." + "reason": "Bad tokenizer error messaging for Voxtral and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Broken FSDP CPU RAM efficient loading is not the same as non-persistent buffers being filled with junk." + "reason": "Trainer compute_loss signature mismatch and a 3d_parallel.py runtime failure are different layers of the stack." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." + "reason": "Broken FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different regression classes." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but the concrete bugs differ: dequantized model loading vs generic offloading behavior." + "reason": "These are the closest pair in the cluster, but one is specifically failure to load dequantized models with gpu+cpu offload while the other is a broader open report about offloading with quantization; similar area, not the same concrete bug." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking are different model-loading problems." + "reason": "AyaVision weight-tying failure and BitNet packed-weight unpacking failure are unrelated model implementation issues." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batched-vs-single output mismatch is unrelated to Perceiver non-default-resolution failure." + "reason": "MIMI batching/padding-mask mismatch and Perceiver non-default resolution interpolation failure are separate vision/audio model problems." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite Qwen multimodal configs." + "reason": "A CUDA assert in Qwen3 auto device mapping and a segmentation fault loading Llava Next are different failure modes and models." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Qwen3 auto device mapping crash and Llava Next segmentation fault are separate model-loading failures." + "reason": "Missing pad_token_idx in StableLmConfig and not unwrapping text_config for composite Qwen multimodal configs are distinct config-loading issues." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming mask off-by-one and tokenizer lookup slowdown are unrelated regressions." + "reason": "An off-by-one in sliding window masking and a tokenizer performance regression are unrelated." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API mismatch is unrelated to Qwen3Moe FP8 loading failure." + "reason": "Trainer API signature breakage and Qwen3Moe FineGrainedFP8Config loading failure are different components and symptoms." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config handling for granite_speech is unrelated to est-roberta tokenizer loading regression." + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are different model/tokenizer compatibility problems." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault on load is unrelated to sinq quantized model save/load breakage." + "reason": "A Llava Next loading segfault and sinq quantized model save/load breakage are not the same underlying bug." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different concrete failures: CUDA assert under auto device mapping vs flash-attention generation regression." + "reason": "Qwen3 auto device-map CUDA assert and Qwen3.5 flash-attention generation issues are related only by family name, not by concrete code path." } ] }, @@ -4640,7 +4745,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:26413", "issue:28530", @@ -4655,9 +4760,7 @@ "issue:43317", "issue:43404", "issue:43450", - "issue:43531", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43646", @@ -4689,18 +4792,21 @@ "issue:46821", "issue:46858", "issue:46869", - "issue:47020" + "issue:46897", + "issue:47020", + "issue:47317" ], "soft_pairs": [ "issue:44387|issue:45704", "issue:40990|issue:45701", "issue:41720|issue:42617", "issue:43450|issue:45701", + "issue:46897|issue:47317", "issue:44466|issue:45357", "issue:43873|issue:44756", "issue:26413|issue:28530", - "issue:45685|issue:46821", "issue:44186|issue:45072", + "issue:45685|issue:46821", "issue:43295|issue:45701", "issue:44451|issue:47020", "issue:43065|issue:46402", @@ -4709,221 +4815,226 @@ "issue:43646|issue:46665", "issue:43550|issue:43720", "issue:43577|issue:43708", - "issue:44186|issue:44610", "issue:43550|issue:43606", + "issue:44186|issue:44610", "issue:43404|issue:45357", "issue:42915|issue:43317", "issue:46821|issue:46869", "issue:43881|issue:44488", "issue:41720|issue:45161", "issue:44610|issue:44898", - "issue:44008|issue:45823", "issue:28530|issue:33666", - "issue:44423|issue:45406", - "issue:43531|issue:43572" + "issue:44008|issue:45823", + "issue:44423|issue:45406" ], - "prepared_review_unit_hash": "514290bf40f8431113889618e6a6d63ed6dc1006f958b4b5198457852f9519e9", + "prepared_review_unit_hash": "511efc4a964b31d5a480c1861e8726046b86533aee8e56a8c6b30af63c2c2612", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36428, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft links look like false positives: the paired issues share broad themes (training, quantization, tokenization, loading, generation), but the concrete failures and code paths differ. No PRs are present, so this is an issue-only cluster; the strongest representative is the detailed `resume_from_checkpoint`/`max_steps` regression report.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43708 is the clearest, most actionable representative: it has a specific regression, a well-scoped code path (`resume_from_checkpoint` + `max_steps` calculation), and a concrete reproduction involving batch-size changes.", + "summary": "This is a loose semantic bundle of unrelated Transformers issues; the apparent matches are all false positives, so no soft edges are accepted and there is no defensible single canonical issue.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the cluster spans unrelated bugs across training, loading, quantization, tokenization, serving, and device placement, and none of the soft pairs look like true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43708 is the best issue to anchor the cluster because it describes a precise bug with enough detail to reason about the fix and verify behavior.", + "best_issue_reason": "No single issue is a safe dedupe target; the strongest-looking candidates are still too broad and do not explain the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both mention memory/performance regressions, but one is int4 CUDA OOM and the other is an Apex RMSNorm memory leak; different subsystems and fixes." + "reason": "Int4 quantization OOM/reserved-memory growth is unrelated to an Apex RMSNorm memory leak in T5." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "One reports high perplexity on a specific model/dataset, the other a tokenization behavior change across versions; not the same underlying bug." + "reason": "GPT-OSS perplexity regression and tokenizer changes are different symptoms with different likely causes." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and a 3d_parallel.py runtime failure are unrelated concrete failures." + "reason": "Qwen3 auto device-map CUDA assert and 3d_parallel.py failure are different code paths." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Incorrect batched video processor output shape is unrelated to tokenization changing across versions." + "reason": "Batched video processor shape mismatch is unrelated to a tokenizer/version behavior issue." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they involve different models and no shared concrete bug path." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve serialization in multimodal models, but one is tied lm_head weight inconsistency and the other wrong visual encoder keys during save_pretrained." + "reason": "lm_head tying/serialization differs from incorrect visual-encoder save keys." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offload behavior and Strix Halo mmap OOM are different resource-management bugs with different triggers." + "reason": "Quantization offloading failure is not the same as Strix Halo mmap/OOM behavior." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume failure from empty epoch iterator is unrelated to early stopping disabling due to missing eval metric." + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric lookup are distinct Trainer bugs." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "MPS histogram support for ints is unrelated to TimesFM's `window_size` attribute error." + "reason": "Tokenizer padding/truncation crash and dtype mismatch are different failures." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer padding/truncation crashes and dtype mismatches in inference are separate problems." + "reason": "MPS Int histogram error is unrelated to TimesFM's window_size attribute error." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer API regression is not the same as a version-dependent tokenization output change." + "reason": "Processor/tokenizer regression is not the same bug as version-dependent tokenization changes." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-load failures, but they affect different model/tokenizer implementations and failure modes." + "reason": "Model load failure for ScandiBERT and XLMRobertaTokenizer/Unigram init bug are not the same issue." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in a pixel decoder and missing text-encoder weights in Sam3Model are distinct model-loading/model-architecture issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3 text-encoder weights affect different parts of the model." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing `GenerationMixin` and failing to run a parallel training script are unrelated." + "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both are generation/cache-related, but one skips beam-search cache reorder while the other breaks slice arithmetic from a device tensor sequence length." + "reason": "Beam-search reorder omission and static-cache seq_length arithmetic are separate generation bugs." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization breakage and inconsistent `from_pretrained` behavior in Python classes are overlapping only at a very high level." + "reason": "Custom model initialization breakage and from_pretrained-in-class behavior are too broad and not the same concrete defect." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and packed-weight unpacking during accelerate loading are different code paths and fixes." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during loading." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "dtype propagation in Blip2 loading is unrelated to incorrect `max_steps` computation on checkpoint resume." + "reason": "BLIP2 dtype propagation and resume_from_checkpoint max_steps calculation are different bugs." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo processor resolution mismatch are different preprocessing bugs." + "reason": "Bamba compile/SDPA failure and Bark CPU-offload device mismatch are different models and code paths." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "One is a torch.compile SDPA bug; the other is a CPU offload device mismatch for Bark. Same broad area, different failure." + "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo image-size mismatch are different preprocessing problems." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "A tied `lm_head.weight` bug in Mistral3 is not the same as wrong visual encoder keys being saved in Qwen3.5." + "reason": "Mistral3 lm_head tying bug and Qwen3.5 visual-key serialization bug are unrelated." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with device_map=auto are different quantization/load issues." + "reason": "FineGrainedFP8Config failure and dequantized gpu+cpu offload loading failure are distinct quantization paths." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM `window_size` attribute errors and YOLO multi-GPU device-map failures are unrelated." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b loading failure and ScandiBERT loading failure are separate model-specific import/load issues." + "reason": "Two different model-loading failures with no shared root cause shown." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and GPT-OSS tensor-parallel failure are both distributed inference issues, but not the same concrete bug." + "reason": "Qwen3 CUDA assert and GPT-OSS tensor-parallelism failure are different distributed-inference bugs." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Processor output size mismatch for OmDet-Turbo and Perceiver failure on non-default resolution are different image-processing behaviors." + "reason": "Both touch vision sizes, but one is a processor/model size mismatch and the other is Perceiver interpolation handling." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Gemma3n variable-name collision in forward and Gemma4 PLE device mismatch are unrelated bugs." + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are not the same underlying issue." + "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are different model-forward bugs." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous batching crash in multimodal serve and Gemma4Processor missing `_tokenizer` are separate serve/runtime failures." + "reason": "Serve crash in continuous batching and Gemma4Processor _tokenizer absence are different serving failures." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Qwen3-MoE sliding window behavior and missing `pad_token_idx` in StableLmConfig are distinct configuration/model issues." + "reason": "Int4 quantization OOM/reserved-memory growth is unrelated to an Apex RMSNorm memory leak in T5." } ] }, @@ -4945,7 +5056,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:28530", "issue:29159", @@ -4957,15 +5068,13 @@ "issue:36331", "issue:41720", "issue:42915", - "issue:43257", "issue:43316", "issue:43322", "issue:43452", "issue:43526", "issue:43531", "issue:43540", - "issue:43550", - "issue:43653", + "issue:43572", "issue:43716", "issue:43746", "issue:43782", @@ -4983,6 +5092,7 @@ "issue:44743", "issue:44913", "issue:44991", + "issue:45479", "issue:45632", "issue:45684", "issue:45701", @@ -4992,20 +5102,24 @@ "issue:46665", "issue:46821", "issue:46858", + "issue:46894", "issue:47020", "issue:47145", - "issue:47254" + "issue:47317" ], "soft_pairs": [ "issue:42915|issue:46291", + "issue:43531|issue:43572", "issue:36331|issue:41720", "issue:44734|issue:46858", + "issue:45479|issue:47317", "issue:44671|issue:44743", "issue:44464|issue:46858", "issue:44186|issue:44361", "issue:45632|issue:45684", "issue:43716|issue:46821", "issue:28530|issue:30064", + "issue:46894|issue:47317", "issue:43316|issue:44913", "issue:45701|issue:47145", "issue:29159|issue:36032", @@ -5017,197 +5131,201 @@ "issue:43873|issue:45704", "issue:43540|issue:43782", "issue:43531|issue:45759", - "issue:44534|issue:46665", "issue:43526|issue:43883", + "issue:44534|issue:46665", "issue:41720|issue:43746", - "issue:44492|issue:44509", - "issue:43550|issue:43653", - "issue:43257|issue:47254" + "issue:44492|issue:44509" ], - "prepared_review_unit_hash": "dcf93e06d4169107eda6b535b183d2bbd6549862f27500e3bdfd29320012277e", + "prepared_review_unit_hash": "c5e63347f8f4d7f9adfa9aeb42248cd61345e57ad2946807c33325e2004ffcbf", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35431, - "estimated_input_tokens": 8858, - "estimated_eval_tokens": 17972 + "soft_pair_count": 27, + "serialized_chars": 35730, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the items span unrelated tokenizer, multimodal, cache/compile, config, and training bugs. I found no pair that clearly describes the same underlying issue, so all soft edges are rejected.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the strongest anchor in this mixed set: it is open, has comparatively high discussion/inbound references, and describes a substantive runtime bug rather than a narrow typo or one-off report.", + "summary": "These items are mostly unrelated bug reports across different subsystems; none of the soft pairs look like the same underlying defect or change.", + "confidence": 0.88, + "canonical_issue_reason": "If one issue must serve as the anchor, issue:43873 is the strongest candidate because it is open, has inbound references, and describes a broad quantization/offloading regression rather than a narrowly model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single representative because it has the most signal and linkage in the set; there is no clearly superior duplicate target among these unrelated reports.", + "best_issue_reason": "issue:43873 is the most suitable standalone issue to surface for triage: it is active, externally referenced, and has the broadest user impact among this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Different subsystems and failures: Qwen3MoE FP8 loading vs pipelines import dependency validation." + "reason": "Different failures: Qwen3MoE FP8 loading versus a pipeline import dependency/version requirement." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Separate components and root causes: Qwen3-MoE sliding-window behavior versus StableLmConfig pad-token metadata." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer API signature mismatch vs Qwen3 device-mapping CUDA assert; no shared code path." + "reason": "Unrelated problems: trainer loss-signature API change versus device-mapping CUDA assert on a Qwen3 model." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache logic, but one is serve KV continuation indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." + "reason": "Both involve cache logic, but the concrete bugs differ: KV-cache continuation indexing in serve versus seq-length tensor arithmetic in prefill/static cache." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different models and likely different loss code paths." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT MLM prediction bug and Qwen3 recurrent-state reset are different model-specific behaviors." + "reason": "Different model families and mechanisms: CamemBERT MLM prediction bug versus recurrent-state reset with cache in Qwen3 modular code." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both touch compiled generation/cache, but the concrete failures are different and not mergeable as one fix." + "reason": "Chunked generation with compiled forward is a different failure mode than static-cache seq-length slice arithmetic." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers, different task failures, and no evidence of the same bug." + "reason": "Tokenizer crashes, but on different tokenizers and different task behaviors; not the same defect." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + "reason": "Cache-path collisions and read-only permission propagation are unrelated filesystem issues." }, { "left": "issue:43716", "right": "issue:46821", "accept": false, - "reason": "Image preprocessor dtype mismatch vs TimesFM window_size attribute error are unrelated." + "reason": "Different domains and symptoms: image preprocessor dtype mismatch versus TimesFM window_size attribute handling." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric resolution and void segmentation-map processing are unrelated bugs." + "reason": "Early-stopping metric selection is unrelated to image processor segmentation-map handling." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they are model-specific reports with different concrete bugs; too broad to merge." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but they affect different fields and model classes with different root causes." + "reason": "Config API discrepancy and rotary_pct reload persistence are different issues." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization changes across versions do not match silent FP8 weight_scale omission." + "reason": "Tokenizer/version behavior changes are unrelated to FP8 checkpoint weight_scale loading." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as T5 special-method name collision on load." + "reason": "Slow/fast tokenizer inconsistency is a different bug from the T5 add_special_tokens name conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image-segmentation-map processing and BarkProcessor voice_preset are unrelated." + "reason": "Different processors and failure modes; only both are input-processing issues at a high level." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3MoE FP8 loading and Llava Next segfault are different model-loading failures." + "reason": "FP8/Qwen3MoE loading failure is not the same as Llava Next segmentation faults." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "GGUF/AutoModel loading breakage is unrelated to XLMRobertaTokenizer passing a dict to Unigram." + "reason": "Different tokenizer/model-loading bugs with different code paths and root causes." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." + "reason": "A macOS CLIP bus error is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "glm-4v-9b loading failure and tokenizer loading regression for est-roberta are unrelated." + "reason": "Different loading failures: GLM-4V model load versus tokenizer load for a specific roberta model." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak do not share the same failure mode." + "reason": "Quantization/offloading behavior and apex FusedRMSNorm memory leak are unrelated." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe is distinct from Qwen3VL weight_only loading errors." + "reason": "Both are Qwen3 multimodal issues, but they affect different modalities and failure points." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and from_config text_config unwrapping are separate issues." + "reason": "Sliding-window handling in Qwen3-MoE is not the same bug as unwrapping text_config for composite multimodal configs." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Non-persistent buffer corruption in v5 and from_pretrained behavior inside Python classes are unrelated." + "reason": "ImageProcessor label reduction and Molmo tied-weights metadata are unrelated." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:44534", + "right": "issue:46665", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights metadata are different code paths." + "reason": "Non-persistent buffer initialization and from_pretrained behavior inside Python classes are different regressions." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping crash and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Different model-specific failures: CUDA assert during auto device mapping versus local checkpoint loading with PEFT adapters." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Cache-strategy typo and removed pipeline-task docs are both docs-adjacent but not the same defect." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:47254", - "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is not the same bug as PEFT+ZeRO-3 checkpoint errors." + "reason": "A cache-strategy typo and outdated pipeline-task docs are not the same issue." } ] }, @@ -5229,7 +5347,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:34567", "issue:34634", @@ -5238,11 +5356,13 @@ "issue:41720", "issue:42490", "issue:42886", + "issue:43257", "issue:43329", "issue:43381", "issue:43388", "issue:43531", "issue:43540", + "issue:43550", "issue:43606", "issue:43644", "issue:43653", @@ -5251,10 +5371,7 @@ "issue:43844", "issue:44062", "issue:44077", - "issue:44368", "issue:44451", - "issue:44514", - "issue:44545", "issue:44589", "issue:44610", "issue:44625", @@ -5278,11 +5395,14 @@ "issue:46402", "issue:46665", "issue:46821", - "issue:46858" + "issue:46858", + "issue:47254" ], "soft_pairs": [ - "issue:42490|issue:43329", + "issue:43550|issue:43653", + "issue:43257|issue:47254", "issue:43606|issue:43720", + "issue:42490|issue:43329", "issue:34567|issue:35707", "issue:43531|issue:46821", "issue:45406|issue:45464", @@ -5301,223 +5421,215 @@ "issue:44898|issue:45072", "issue:44625|issue:45479", "issue:41720|issue:45704", - "issue:44918|issue:44936", "issue:39692|issue:44610", + "issue:44918|issue:44936", "issue:43381|issue:43844", - "issue:43746|issue:46050", "issue:43381|issue:45704", - "issue:42886|issue:44843", - "issue:44368|issue:45357", - "issue:44514|issue:44545" + "issue:43746|issue:46050", + "issue:42886|issue:44843" ], - "prepared_review_unit_hash": "4a956f9ca5e94825eaccdda2af3bc4dabc055426cc21b2deed1595ee44df1d93", + "prepared_review_unit_hash": "530d457f010e5077ab7a4589f3a4cfb69cd7c7ad3f82d4e914a7a988cacd9b1e", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36436, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "serialized_chars": 36310, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a semantic-nearby-but-not-duplicate set of unrelated bug reports. Only one pair looks like an exact duplicate: the Qwen2.5-VL batched apply_chat_template crash. No PRs are present.", - "confidence": 0.9, - "canonical_issue_reason": "Only one clear duplicate pair appears here: issue:44514 and issue:44545. issue:44514 is the better canonical because it is the earlier, fuller report of the same batched `apply_chat_template` crash; the rest of the items are distinct bugs in different code paths.", + "summary": "Mostly unrelated transformer issues. The only soft duplicate that looks like the same bug is the HF_HUB_OFFLINE tokenizer/cache failure pair; the rest are different models, subsystems, or root causes.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it names the specific bad call to `model_info()` inside `_patch_mistral_regex` that breaks offline loading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest representative of the only confirmed duplicate pair: it is earlier, more detailed, and maps directly to issue:44545.", + "best_issue_reason": "issue:44843 is the best representative of the only accepted duplicate group because it describes the concrete failure path and likely fix location.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different models and unrelated bugs: SDPA/torch.compile vs tokenizer special-token registration." + }, + { + "left": "issue:43257", + "right": "issue:47254", "accept": false, - "reason": "Trailing-slash local-path import warning vs undefined video-token helpers in multimodal token counting; unrelated bugs." + "reason": "Both involve training infrastructure, but one is Qwen3 MoE weight conversion and the other is PEFT/ZeRO-3 checkpointing; not the same code path." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading; different models and failure modes." + "reason": "Both touch accelerate/loading, but they are different model-specific failures with different underlying causes." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Import-path slash warning is unrelated to multimodal token counting/video-branch undefined names." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating vs progressive generation with `inputs_embeds`/`past_key_values`; no shared code-path evidence." + "reason": "Trainer token-count tracking and progressive generation with embeds/past key values are separate problems." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention windowing, but one is Qwen3-MoE `sliding_window`, the other is a TimesFM `window_size` attribute error; different subsystems." + "reason": "Similar wording around window size, but different models and APIs; not the same bug." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` in transformers serve vs Qwen3.5 streaming chat/completions failure; not the same bug." + "reason": "Gemma4Processor tokenizer attribute failure and Qwen3.5 streaming API crash are distinct serving/processor issues." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark `voice_preset` issue vs Qwen3 auto device mapping CUDA assert; unrelated." + "reason": "BarkProcessor voice preset and Qwen3 auto device-mapping CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding window bug vs `Float8_e4m3fnStorage` load error; different concrete problems." + "reason": "Qwen3-MoE sliding-window handling and Float8 storage lookup errors do not share a concrete failure path." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload mismatch vs BigBirdTokenizer special-token registration; different code paths." + "reason": "Bark CPU-offload device mismatch and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "`gather_for_metrics` truncation of tuple labels vs SAM3 text/box behavior; no clear shared bug." + "reason": "Different task areas: distributed metric gathering vs SAM3 text/bbox behavior." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite Qwen config `text_config` unwrapping vs CPU-offload incompatibility in `Qwen3_5MoeTextRotaryEmbedding`; distinct issues." + "reason": "Both are Qwen3.5-related, but one is config unwrapping and the other is CPU-offload compatibility; different bugs." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load failures, but for different models and likely different regressions; too broad to merge." + "reason": "Both are tokenizer-load failures, but the affected models and reported failure modes are different." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError vs cache length device-tensor arithmetic in `_prefill`; unrelated." + "reason": "Qwen3OmniMoe video-input error and cache seq-length tensor arithmetic are unrelated." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual-encoder keys on save vs Sam3 text-encoder weights not loading; different save/load paths." + "reason": "Both are multimodal weight-loading complaints, but one is save_pretrained key mapping and the other is missing text encoder weights." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "`post_init` policy for patchtsmixer vs Qwen3.5 `num_labels` propagation; unrelated configuration bugs." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffers filled with junk vs inconsistent `from_pretrained` behavior inside Python classes; no shared root cause." + "reason": "Non-persistent buffer corruption and from_pretrained behavior inside Python classes are too broad and not the same concrete bug." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model loading regression for `physical-intelligence/fast` vs PIL backends incorrectly requiring torchvision; unrelated." + "reason": "A model-load regression and an image-processor torchvision dependency issue are different." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "`AddedToken(..., special=...)` argument conflict vs ScandiBERT load failure; different tokenizer bugs." + "reason": "AddedToken constructor misuse and ScandiBERT load failure are not the same underlying error." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution/interpolation issue vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel; different failures." + "reason": "Perceiver interpolation failure and dtype mismatch in inference are separate issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "`num_labels` propagation bug vs degenerate zero-loss with `problem_type='single_label_classification'` and `num_labels=1`; related area but different bug." + "reason": "Both involve classification labels, but one is config propagation and the other is loss computation for `num_labels=1`." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert vs T5 apex RMSNorm memory leak; unrelated." - }, - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL SFT trainer vs `trainer.evaluate()` failing after `trainer.train()`; different trainer issues." + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to T5/apex RMSNorm memory leak." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 docs example errors vs OmDet-Turbo processor/model image-size mismatch; different models and symptoms." + "reason": "Documentation/model-processor mismatch and OmDet-Turbo resolution mismatch are different processor-level problems." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Gradient checkpointing in eval mode vs abnormal gradients with HfDeepSpeedConfig + ZeRO-3; not the same bug." + "reason": "TRl SFT embedding unpacking and trainer.evaluate() after train() are not the same failure." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "PEFT-adapter local checkpoint loading vs sinq quantized model save/load breakage; different persistence paths." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient blow-up are unrelated training bugs." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs T5 apex RMSNorm leak; unrelated." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": false, - "reason": "Both concern HF_HUB_OFFLINE tokenizer loading, but 44843 is a specific Mistral-regex/model_info bug while 42886 is a broader cache-load report; not enough evidence to merge strictly." + "reason": "Gradient checkpointing restriction and T5 RMSNorm memory leak have no shared code path." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Qwen3.5 LoRA warning about `tie_word_embeddings` vs incorrect visual-encoder keys on save; different config/save issues." + "reason": "Local PEFT adapter loading and sinq quantized model save/load are different persistence problems." }, { - "left": "issue:44514", - "right": "issue:44545", + "left": "issue:42886", + "right": "issue:44843", "accept": true, - "reason": "Same exact bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`; 44514 is the earlier fuller report." - }, - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Model load regression for one repo vs PIL backend requiring torchvision; unrelated." + "reason": "Both describe HF_HUB_OFFLINE tokenizer loading failures; 44843 gives the concrete root cause in `_patch_mistral_regex` calling `model_info()` unconditionally." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:44514 vs issue:44545, is well supported by the near-identical titles, matching bug description, and the earlier/larger report as canonical. No PRs are present, and the remaining pair judgments are appropriately non-committal rather than overconfident." + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft pair, issue:42886 vs issue:44843, is well supported by the titles as the same HF_HUB_OFFLINE tokenizer-loading failure, with 44843 providing the more specific root-cause framing. The other pairwise rejections read appropriately cautious and do not overclaim duplicate status." }, "evaluator_used": true, "retried": false, @@ -5536,7 +5648,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:30064", "issue:36010", @@ -5548,7 +5660,6 @@ "issue:43540", "issue:43550", "issue:43596", - "issue:43611", "issue:43643", "issue:43653", "issue:43720", @@ -5562,14 +5673,18 @@ "issue:44062", "issue:44186", "issue:44220", + "issue:44368", "issue:44464", "issue:44488", + "issue:44514", + "issue:44545", "issue:44625", "issue:44671", "issue:44857", "issue:44995", "issue:45081", "issue:45356", + "issue:45357", "issue:45381", "issue:45759", "issue:45834", @@ -5579,22 +5694,21 @@ "issue:46294", "issue:46463", "issue:46655", - "issue:46665", "issue:46693", - "issue:46829", - "issue:46832", "issue:46858", "issue:47020", "issue:47050" ], "soft_pairs": [ + "issue:44514|issue:44545", + "issue:44368|issue:45357", "issue:43421|issue:43927", "issue:46655|issue:46693", - "issue:45759|issue:45923", "issue:43746|issue:43873", + "issue:45759|issue:45923", "issue:30064|issue:36010", - "issue:43421|issue:43653", "issue:39692|issue:43873", + "issue:43421|issue:43653", "issue:43994|issue:44671", "issue:44464|issue:47050", "issue:44995|issue:46858", @@ -5607,8 +5721,8 @@ "issue:39692|issue:47050", "issue:43526|issue:43881", "issue:43720|issue:43819", - "issue:43596|issue:44220", "issue:43295|issue:45834", + "issue:43596|issue:44220", "issue:43540|issue:46294", "issue:43550|issue:43927", "issue:43550|issue:43819", @@ -5617,237 +5731,238 @@ "issue:43653|issue:43720", "issue:43531|issue:43643", "issue:45381|issue:46693", - "issue:44488|issue:47020", - "issue:46829|issue:46832", - "issue:43611|issue:46665" + "issue:44488|issue:47020" ], - "prepared_review_unit_hash": "28acdd6e28257c2a2809092aa6cee943908123b753fd2b752b68089241617870", + "prepared_review_unit_hash": "80dc9b41298bc5b742865adcc3c23930b7130ec781f265b930b3e20cc08444dd", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37660, - "estimated_input_tokens": 9415, - "estimated_eval_tokens": 19086 + "serialized_chars": 37724, + "estimated_input_tokens": 9431, + "estimated_eval_tokens": 19118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports that only share broad transformer/tokenizer/model-loading vocabulary. I do not see any soft pair that meets the bar for a true duplicate or same underlying change.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43421 is the broadest tokenizer-state regression in the set and the closest umbrella for the few tokenizer-related reports, even though it is not a true duplicate of them.", + "summary": "One clear duplicate issue pair appears in the set: the two Qwen2_5_VLProcessor.apply_chat_template padding=False reports. The rest are distinct bugs across unrelated models/components and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44514 is the earlier, more detailed report of the exact same batched-input padding=False crash as issue:44545.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43421 is the best representative issue for the cluster because it is the most general and reusable tokenizer-related bug among otherwise unrelated reports.", + "best_issue_reason": "issue:44514 is the best canonical anchor for the duplicate pair because it is the earlier report and states the failure mode clearly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False; titles and described failure match." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tie_word_embeddings warning and the other is incorrect visual encoder key saving; different bugs." + }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime special-token updates and the other is save/load token ID loss; different bugs and code paths." + "reason": "Both are tokenizer/config persistence issues, but one is runtime special-token post-processing and the other is DiaConfig losing custom token IDs; not the same bug." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation in a processor versus a long-context FA2 performance regression; not the same defect." + "reason": "Video padding in SmolVLM vs FA2 long-context performance regression are different code paths and symptoms." }, { - "left": "issue:45759", - "right": "issue:45923", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Different problems: composite config unwrapping in from_config versus a missing gradient-checkpointing flag on a trust_remote_code model." + "reason": "PEFT/local checkpoint loading failure is unrelated to offloading/quantization behavior." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:45759", + "right": "issue:45923", "accept": false, - "reason": "PEFT local checkpoint loading and quantization/offloading behavior are separate load-path issues." + "reason": "One is from_config text_config unwrapping for multimodal configs; the other is a missing supports_gradient_checkpointing flag." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Segmentation-map processing and an import error for GenerationMixin are unrelated." + "reason": "ImageProcessor segmentation-map handling and a GenerationMixin ImportError are unrelated." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Runtime special-token mutation is not the same as BigBird mask-token registration/decode behavior." + "reason": "Documentation example errors and quantized offloading behavior are not the same underlying bug." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Documentation/example errors in SigLIP2 are unrelated to quantization offloading failures." + "reason": "Both touch special tokens, but one is runtime post-processor updates and the other is a BigBirdTokenizer registration/decoding issue." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: SigLIP2 pipeline output quality versus CamemBERT masked-LM predictions." + "reason": "Different models and failures: SigLIP2 incorrect outputs vs CamemBERT masked-LM prediction regression." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Compiled chunked generation inconsistency and ONNX fp16 dtype mismatch are different code paths." + "reason": "Chunked generation with compiled forward is unrelated to fp16 ONNX attention dtype mismatch." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache behavior, but one is stale indexer state and the other is device-tensor seq length arithmetic under static cache compile." + "reason": "Both cache-related, but one is a stale indexer bug and the other is a device-tensor seq_length arithmetic bug; different fixes." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "A silent Mamba2 cache correctness bug is not the same as a T5 decoder-input validation error message." + "reason": "use_cache correctness in Mamba2Mixer is unrelated to T5 decoder input validation error messaging." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is a crash in Mistral regex patching and the other is Kimi-K2.5 codec handling/warning behavior." + "reason": "Both mention fix_mistral_regex, but one is an AttributeError in regex patching and the other is a Kimi-K2.5 codec/warning regression; not clearly the same defect." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Different failures: AMP loss crash in LwDetr versus fp16 ONNX export dtype mismatch in Canine." + "reason": "AMP/CUDA loss crash and fp16 ONNX attention dtype mismatch are different export/runtime problems." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL loading with weight_only and Qwen2.5-VL video position IDs are distinct multimodal bugs." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are different multimodal bugs." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token runtime updates and LayoutLMv2 tokenizer crashes on NER/padding are different tokenizer problems." + "reason": "Special-token post-processor update logic is unrelated to LayoutLMv2 NER/padding crashes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression in Kimi-K2.5 versus a CI bug where list_repo_files must forward revision; unrelated." + "reason": "Tokenizer regression around fix_mistral_regex is unrelated to list_repo_files revision forwarding." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "SigLIP2 example/model mismatch and Canine ONNX dtype mismatch do not share a code-path bug." + "reason": "SigLIP2 docs/model mismatch and Canine fp16 ONNX export dtype mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Beit label reduction and glm-4v-9b loading failure are unrelated model-specific issues." + "reason": "Beit reduce_labels bug and glm-4v-9b loading failure are not the same issue." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading in BitNet and DAC latent reconstruction mismatch are different bugs." + "reason": "Packed-weight accelerate loading and DAC.from_latents STE mismatch are separate model-loading/training bugs." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Deepspeed zero3/BertModel index error is unrelated to _torch_extract_fbank_features()." + "reason": "Processor.tokenizer regression and Kosmos2.5 long OCR index error are different multimodal bugs." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Processor/tokenizer regression for images and Kosmos2.5 long OCR index errors are different multimodal issues." + "reason": "deepspeed zero3/BertModel indexing and audio fbank feature extraction are unrelated." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve Qwen video inputs, but one is a video processing ValueError and the other is chat-template token/feature mismatch." + "reason": "Both are Qwen video-related, but one is a ValueError in Qwen3OmniMoe video processing and the other is apply_chat_template token/feature mismatch in Qwen3.5-9B." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and DiaConfig token-ID loss are unrelated." + "reason": "torch.compile SDPA failure for Bamba is unrelated to DiaConfig custom token ID persistence." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model failures: Bamba compile/SDPA versus DAC.from_latents correctness." + "reason": "Bamba torch.compile/SDPA and DAC STE mismatch are different code paths." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken constructor argument conflict and failure to load a specific model are unrelated." + "reason": "AddedToken special-argument duplication and sleng-bert loading failure are different tokenizer issues." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and Canine ONNX export dtype mismatch are unrelated." + "reason": "Qwen3.5 num_labels propagation and Canine fp16 ONNX export dtype mismatch are unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated bugs." + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are different bugs." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing fields in trust_remote_code AutoConfig are unrelated." + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video position IDs and FA2 long-context performance regression are different issues." + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different problems." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "A model-loading failure for sleng-bert and an XLMRobertaTokenizer Unigram type mismatch are not the same bug." - }, - { - "left": "issue:46829", - "right": "issue:46832", - "accept": false, - "reason": "Hidden_states misassignment in VideoPrism and RT-DETR feature-level mismatch are unrelated vision-model defects." - }, - { - "left": "issue:43611", - "right": "issue:46665", - "accept": false, - "reason": "base_model_prefix loading regression and inconsistent from_pretrained behavior inside Python classes are separate loading-path issues." + "reason": "Tokenizer loading failure for sleng-bert and XLMRoberta Unigram init type mismatch are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted duplicate pair (issue:44514 / issue:44545) is well-supported by the nearly identical titles and failure description. The rest of the soft-edge rejections stay conservative and do not overclaim sameness." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5862,7 +5977,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:30064", "issue:34634", @@ -5874,7 +5989,7 @@ "issue:43335", "issue:43421", "issue:43540", - "issue:43606", + "issue:43611", "issue:43618", "issue:43643", "issue:43653", @@ -5898,34 +6013,35 @@ "issue:44936", "issue:44991", "issue:45020", - "issue:45072", "issue:45081", "issue:45084", - "issue:45183", - "issue:45479", "issue:45584", "issue:45685", "issue:45834", "issue:45987", "issue:46291", + "issue:46665", "issue:46829", + "issue:46832", "issue:46858", "issue:46932", "issue:47020" ], "soft_pairs": [ + "issue:46829|issue:46832", + "issue:43611|issue:46665", "issue:41720|issue:44991", - "issue:44220|issue:44661", "issue:30064|issue:36331", + "issue:44220|issue:44661", "issue:44821|issue:45084", "issue:44843|issue:45081", "issue:45987|issue:46829", "issue:44186|issue:44898", "issue:43653|issue:43819", "issue:43540|issue:44008", - "issue:44008|issue:46858", "issue:43335|issue:43756", "issue:34634|issue:36010", + "issue:44008|issue:46858", "issue:43643|issue:44877", "issue:44991|issue:47020", "issue:45987|issue:46932", @@ -5935,203 +6051,201 @@ "issue:44448|issue:44671", "issue:44186|issue:44442", "issue:45584|issue:45834", - "issue:44805|issue:44936", "issue:44991|issue:46291", + "issue:44805|issue:44936", "issue:43322|issue:45685", - "issue:43421|issue:44811", - "issue:45183|issue:45479", - "issue:43606|issue:45072" + "issue:43421|issue:44811" ], - "prepared_review_unit_hash": "2fe7f73ff6d548da5e46c502dc0082f0acc1000a7ce88da3b414ea460caf5fe6", + "prepared_review_unit_hash": "58db549dca433a5dccb3c208b59475d6c034d439869ee26e6db055fb517885e4", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36105, - "estimated_input_tokens": 9027, - "estimated_eval_tokens": 18310 + "serialized_chars": 35418, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports. The soft-similarity pairs do not describe the same underlying defect or change, so none should be merged as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue: the items span different models, tokenizers, processors, training code, and runtime/backends, so the cluster is too heterogeneous for a true duplicate canon.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports across tokenizers, processors, model loading, and training/runtime regressions. I don\u2019t see any truly duplicate pairs; the only near-neighbors share a subsystem or helper name but not the same concrete failure mode.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #45020 is the broadest, most representative regression report in the set: it captures the general class of recent-version / remote_code breakages that several other issues resemble, even though it is not a duplicate of them.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest umbrella report in the set ('recent transformers versions break models using remote_code'), so it is the closest thing to a representative issue, though it is not a duplicate of the others.", + "best_issue_reason": "#45020 is the best single issue to anchor this cluster because it is broad, user-impacting, and closest to the recurring v5 compatibility regressions appearing elsewhere in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different models and different bugs: output-field mismatch in VideoPrism vs feature-level mismatch in RT-DETR." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Unrelated code paths: audio fbank feature extraction vs add-new-model-like/tokenizer mapping generation." + "reason": "Both concern loading behavior, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes; not the same bug." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Different subsystems: image processor segmentation-map handling vs CustomTrainer compute_loss signature change." + "reason": "Completely different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for est-roberta." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "No shared bug: loading AutoImageProcessor from URL vs a template-node compilation TypeError." + "reason": "Image processor segmentation-map handling and CustomTrainer compute_loss signature are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure vs tokenizer mapping-name failure; different code paths and root causes." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated issues: loading AutoImageProcessor from URL vs template compilation error." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch Mistral regex patching, but the concrete failures differ: offline model_info call vs missing backend_tokenizer attribute." + "reason": "Both hit _patch_mistral_regex, but one is an offline model_info() call and the other is a backend_tokenizer attribute crash; distinct bugs." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "Different problems: cache sequence length type contract vs VideoPrism hidden_states/output packing." + "reason": "StaticCache sequence-length tensor type bug vs VideoPrism hidden_states output bug." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different models and failures: LayoutLMv2 tokenizer NER/padding crash vs Perceiver non-default resolution image classification." + "reason": "Tokenizer batching/NER crash and Perceiver interpolation failure are different model-specific issues." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token decode bug vs DAC.from_latents / forward mismatch; unrelated failure modes." + "reason": "Tokenizer special-token registration bug vs DAC from_latents/forward mismatch are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different model paths: Qwen3OmniMoe video input processing vs Gemma3n variable-name collision in forward()." - }, - { - "left": "issue:44008", - "right": "issue:46858", - "accept": false, - "reason": "Unrelated: Gemma3n attribute error vs static cache sequence-length tensor/device arithmetic." + "reason": "Video input processing failure in Qwen3OmniMoe vs Gemma3n forward variable-name collision; different code paths." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different architecture bugs: SwitchTransformers sparse-layer creation vs Smollm3 RoPE layer dropping." + "reason": "SwitchTransformers sparse-layer creation bug and Smollm3 RoPE layer-drop bug are unrelated model-configuration problems." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to the GenerationMixin import regression." + "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are not the same issue." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n attribute collision and cache.get_seq_length device-tensor behavior are different regressions." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Different config-loading failures: missing fields with trust_remote_code vs strict config blocking granite_speech." + "reason": "One is missing fields from trust_remote_code AutoConfig loading; the other is strict config blocking granite_speech config loading." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and code paths and are not the same underlying bug." + "reason": "Both are tokenizer-load failures, but for different models and different root causes." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache seq-length contract bug vs Gemma4 quantized embedder dtype casting; no overlap." + "reason": "StaticCache return-type bug and Gemma4 quantized embedder dtype-casting bug are unrelated." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation example errors for SigLIP2 vs long OCR input index error in Kosmos2.5." + "reason": "Documentation example mistakes vs long-OCR index error are not the same underlying bug." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to RTDetrV2 output differences." + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are different model-output issues." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code breakage, but one is specifically is_torch_fx_available removal while the other is a broader recent-version regression report." + "reason": "Both involve remote_code regressions, but one is specifically about is_torch_fx_available removal while the other is a broad umbrella report; too generic to treat as the same bug." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM predictions." + "reason": "Different models and different output regressions: Pegasus generation vs CamemBERT masked LM predictions." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer; unrelated." + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2Conformer tokenizer load failure are unrelated tokenizer bugs." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long-input index error are unrelated." + "reason": "Whisper empty-transcription generation issue and Kosmos2.5 long OCR index error are different failure modes." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Mask/index shape mismatch during model ops vs trainer.evaluate() failure after train()." + "reason": "Tokenizer loading regression and kernels v0.15 import-time dependency error are unrelated." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Tokenizer loading regression vs pipelines import failure due to kernels version/revision requirements." + "reason": "Mask-shape IndexError and trainer.evaluate after train are different failures." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfault vs MPS histogram op not implemented for Int; different backends and failures." + "reason": "Llava Next segfault and MPS histogram_int error are unrelated runtime issues." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processor update bug vs Whisper batch_decode ignoring skip_special_tokens; related domain but not the same defect." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Validation error-message bug vs degenerate zero-loss classification behavior; unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45072", - "accept": false, - "reason": "Different inference bugs: Bark CPU-offload device mismatch vs SwitchTransformers/TimmWrapper bfloat16 dtype mismatch." + "reason": "Special-token runtime update bug and Whisper batch_decode skip_special_tokens bug are adjacent tokenizer concerns but not the same concrete bug." } ] }, @@ -6153,7 +6267,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:28218", "issue:29159", @@ -6165,6 +6279,7 @@ "issue:43550", "issue:43577", "issue:43582", + "issue:43606", "issue:43644", "issue:43645", "issue:43716", @@ -6180,16 +6295,16 @@ "issue:44008", "issue:44291", "issue:44479", - "issue:44589", "issue:44610", "issue:44671", "issue:44977", "issue:45020", - "issue:45042", "issue:45072", "issue:45081", + "issue:45183", "issue:45325", "issue:45381", + "issue:45479", "issue:45563", "issue:45701", "issue:45834", @@ -6204,13 +6319,15 @@ "issue:47276" ], "soft_pairs": [ + "issue:43606|issue:45072", + "issue:45183|issue:45479", "issue:44479|issue:45834", - "issue:43577|issue:43818", - "issue:46294|issue:46463", "issue:43550|issue:45072", + "issue:46294|issue:46463", + "issue:43577|issue:43818", "issue:43644|issue:43749", - "issue:43716|issue:44008", "issue:43782|issue:44977", + "issue:43716|issue:44008", "issue:43582|issue:46512", "issue:45563|issue:47276", "issue:43825|issue:43994", @@ -6223,205 +6340,210 @@ "issue:43749|issue:44291", "issue:34634|issue:36331", "issue:43720|issue:45072", - "issue:44671|issue:45701", "issue:42175|issue:45081", - "issue:46697|issue:46728", + "issue:44671|issue:45701", "issue:43577|issue:43582", + "issue:46697|issue:46728", "issue:43825|issue:43827", "issue:43742|issue:45020", - "issue:43782|issue:45325", - "issue:44589|issue:45042" + "issue:43782|issue:45325" ], - "prepared_review_unit_hash": "ea721975dfa9c599db54dd6efbf5fa75d479954b986b9a041897b936e6a243e4", + "prepared_review_unit_hash": "42edb96d59e329bed0c1f80ba71e192fda246f798f95cc7a93e712a3d35fffc7", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35513, - "estimated_input_tokens": 8879, - "estimated_eval_tokens": 18014 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36548, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers regressions and model-specific loading/processing bugs. The soft-edge pairs are broadly similar in theme but do not look like the same concrete underlying defect, so I would not merge any of them.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45020 is the best umbrella issue: it is broad, high-level, and captures the recurring pattern of recent-version breakages better than the model-specific reports.", + "summary": "This is a heterogeneous cluster of unrelated bugs and regressions (tokenization, multimodal/video preprocessing, loading/dtype issues, trainer behavior, docs/warnings). None of the soft pairs look like true duplicates of the same concrete bug/change, so there is no safe canonical artifact for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest representative of the cluster because it is the most general regression report and most likely to subsume related version-breakage discussions.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/device-related, but they affect different models and different code paths; not the same bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is about input-validation error messaging, the other about degenerate zero loss in classification." + }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both involve video/image inputs, but they are different models and different failure modes: a broad v5.3 video-input regression versus a Kosmos2.5 OCR indexing bug." + "reason": "Both are vision/video adjacent, but the failures are different (video regression vs OCR index error) and not the same bug." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "One is a BLIP2 dtype-loading issue; the other is a Video-LLaVA architecture problem with a missing temporal-attention path and weight sharing. Not the same bug." + "reason": "torch.compile+SDPA failure is unrelated to the dtype mismatch issue." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation are unrelated code paths and model families." + "reason": "Different subsystems: Qwen video chat-template mismatch vs T5 decoder-input validation." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Bamba SDPA torch.compile failure is unrelated to the SwitchTransformers/TimmWrapperModel bfloat16 mismatch." + "reason": "Blip2 dtype staleness and Video-LLaVA temporal-attention/weight-sharing are unrelated loading/model-architecture bugs." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk in v5.0.0 and FSDP CPU RAM efficient loading are different loading/runtime problems." + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different loading defects." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Both mention dtype, but one is Mistral image preprocessor dtype mismatch and the other is a Gemma3n variable-name collision causing an AttributeError." + "reason": "Different Qwen3.5 failure modes: weight_only load error vs flash-attention generation issue." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are different subsystems and failure modes." + "reason": "Different root causes: dtype mismatch in Mistral-3 preprocessing vs Gemma3n variable-name collision." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config leaving config.dtype stale." + "reason": "Apple Silicon warmup TypeError is unrelated to stale config.dtype after from_config." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "Both are warning-message issues, but the paged generate num_return_sequences warning and synced_gpus warning in continuous batching are distinct messages and paths." + "reason": "Both are warning-message issues, but they concern different warnings and different generation paths." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "A v5 translation-task support error message and a SIGLIP2 nonsensical-output issue are not the same underlying problem." + "reason": "One is a misleading pipeline error message; the other is a model output quality problem." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer added-space behavior and slow/fast tokenizer inconsistency overlap conceptually, but the reports are not specific enough to prove the same defect." + "reason": "Both mention tokenizer inconsistency, but one is a specific added-token spacing bug and the other is broader slow/fast tokenizer divergence." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 TP-plan missing linear_attn entries are separate model-loading and tensor-parallel issues." + "reason": "Different shape-mismatch bugs: direct Qwen3-VL load failure vs TP-plan missing entries at TP>1." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "gather_for_metrics dropping tuple labels and Mamba2Mixer use_cache corruption are unrelated training/eval bugs." + "reason": "Different failures in different components: gather_for_metrics label handling vs Mamba2 use_cache correctness." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe and Qwen2.5-VL vision_position_ids regression are different video-processing failures." + "reason": "Both are video-input bugs, but they affect different models and different position/feature handling logic." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and dtype mismatches in other models do not share the same code path." + "reason": "Image-size mismatch in OmDet-Turbo is unrelated to the dtype mismatch issue." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Custom models in Jupyter notebooks and from_pretrained inside Python classes are different class-definition/loading behaviors." + "reason": "Both involve model initialization, but one is a notebook/custom-model regression and the other is from_pretrained behavior inside Python classes." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading broken and init_empty_weights receiving unexpected _is_hf_initialized are related to loading, but they are distinct API breakages." + "reason": "FSDP RAM-efficient loading and init_empty_weights/_is_hf_initialized are different loading mechanisms and failures." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss num_items_in_batch TypeError are unrelated components." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weights unpacking during accelerate loading and dtype mismatches in inference are different bugs." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression and generic version-dependent tokenization changes are not the same concrete issue." + "reason": "Packed-weight accelerate loading failure is not the same as a bfloat16 dtype mismatch." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow backend in pip install '.[torch]' and a Mistral regex patch AttributeError are unrelated setup/loading problems." + "reason": "TensorFlow backend packaging and Mistral tokenizer regex patch crash are unrelated." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Swin2SR over-padding and Aria wrong patch counting are both image-sizing issues, but they affect different functions and model-specific logic." + "reason": "CamemBERT MLM prediction regression is not the same as general tokenization changes." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Both are loading-related, but BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." + "reason": "dtype metadata staleness and Apple Silicon warmup TypeError are different issues." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image sizing/padding bugs, but they arise from different calculations and models." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a runtime error message regression after pipeline removals; the other is stale documentation. Different artifacts and not one bug." + "reason": "Runtime error-message wording and docs still referencing pipeline() are related thematically but not the same bug." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error is a specific model-loading issue, while remote_code breakage is a broad compatibility regression; not the same underlying defect." + "reason": "Specific key error on one model is not the same as broad remote_code breakage." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling bug are separate Qwen vision-language issues." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are different environment/backend regressions." + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL rope-index scaling bug are distinct." } ] }, @@ -6443,7 +6565,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:36010", "issue:36331", @@ -6461,7 +6583,6 @@ "issue:43643", "issue:43645", "issue:43653", - "issue:43696", "issue:43697", "issue:43746", "issue:43819", @@ -6470,6 +6591,7 @@ "issue:43927", "issue:44060", "issue:44368", + "issue:44589", "issue:44811", "issue:44857", "issue:44912", @@ -6495,10 +6617,11 @@ "issue:47217" ], "soft_pairs": [ + "issue:44589|issue:45042", "issue:43262|issue:47217", "issue:43262|issue:43819", - "issue:43653|issue:44912", "issue:43582|issue:44857", + "issue:43653|issue:44912", "issue:46175|issue:46932", "issue:45003|issue:46285", "issue:36010|issue:43645", @@ -6511,208 +6634,207 @@ "issue:43257|issue:43329", "issue:42175|issue:46291", "issue:43452|issue:44991", - "issue:43526|issue:43697", "issue:43906|issue:46209", - "issue:45081|issue:45406", + "issue:43526|issue:43697", "issue:43819|issue:43927", - "issue:43746|issue:44811", + "issue:45081|issue:45406", "issue:43854|issue:44977", + "issue:43746|issue:44811", "issue:45084|issue:45538", "issue:45859|issue:47050", "issue:42490|issue:43257", - "issue:43643|issue:45759", - "issue:43257|issue:43696" + "issue:43643|issue:45759" ], - "prepared_review_unit_hash": "465e5b4aed8f041d4321371c2db5c3e703a2d79a9efdb08a8fdcc8a54399ae6f", + "prepared_review_unit_hash": "0581263dcc661b4e6f1ea8c525dde83d6c8b8df57e20023f0a0ab213a4cc4620", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36349, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "serialized_chars": 36335, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; the soft edges are all cross-topic false positives, not true duplicate pairs. The issues cover unrelated bugs in audio, loading, training, quantization, multimodal tokenization, and model-specific regressions.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the reports span unrelated bugs across audio, loading, training, quantization, multimodal tokenization, and model-specific regressions.", + "summary": "The cluster is highly heterogeneous; these issues mostly cover unrelated tokenizer, processor, model-loading, training, and quantization regressions. I found no soft pair that looks like the same underlying bug/change, so all candidate edges are rejected. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45081 is the best anchor only in the sense that it is a concrete, narrowly scoped loading crash with relatively strong discussion/inbound signal; the rest of the set is too diverse to form a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for dedupe; the cluster is too mixed for one issue to stand in for the rest.", + "best_issue_reason": "Issue 45081 is the most representative issue to use as a stand-in canonical because it has a specific failure mode and enough surrounding activity to be triage-worthy, even though it does not unify the cluster semantically.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failures: float8 storage lookup vs PIL image processor torchvision dependency." + }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio processor sampling-rate default bug vs VL image-placeholder handling; unrelated code paths." + "reason": "Audio chat-template sampling-rate default bug is unrelated to VL image-placeholder placement failures." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "apply_chat_template audio sampling-rate issue vs DAC latent reconstruction mismatch; different bugs." + "reason": "Sampling-rate defaulting in audio processors is unrelated to DAC forward/from_latents mismatch." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs GPT-oss MXFP4 quantization load fallback; unrelated." + "reason": "Apple Silicon allocator TypeError and CUDA float16 AMP loss crash are different code paths and platforms." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "AppleSilicon warmup TypeError vs LwDetrImageLoss AMP/CUDA crash; different failure modes." + "reason": "Tokenizer special-token registration bug is unrelated to MXFP4 quantization fallback during model loading." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both Gemma4-related, but one is a huge one-hot position embedding issue and the other is a dtype-casting fix for quantized embedders; not the same bug." + "reason": "Both are Gemma4-related, but one is a memory-heavy patch embedder implementation issue and the other is dtype casting for quantized embedders." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access vs CLIP text model structure inconsistency; unrelated problems." + "reason": "Unsafe sys.modules access in modeling_utils is not the same as the CLIP text-model structural inconsistency." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure vs Jupyter custom-model initialization breakage; different root causes." + "reason": "GenerationMixin import failure is a different regression from Jupyter custom-model initialization in Transformers 5.0." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is a missing ReasoningEffort import and the other is continue_final_message behavior; not the same issue." + "reason": "Mistral_common import breakage for Gemma4 processor loading is distinct from continue_final_message behavior in a tokenizer path." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin vs Trainer compute_loss signature change; unrelated." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated bugs." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs GPT-oss quantization loading fallback; different code paths." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs PIL backend requiring torchvision; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and PIL-backend torchvision requirement are different issues." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO3 index error with non-pretrained Bert vs trainer.evaluate() failing after train(); not the same bug." + "reason": "Deepspeed ZeRO-3 index error with a non-pretrained Bert model is not the same as train()-then-evaluate() failure." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both are tied-weights warnings, but they concern different Qwen model families and different warning triggers; too broad to merge." + "reason": "Both mention tied-weights warnings around Qwen variants, but the concrete symptoms and contexts differ enough that they do not look like the same bug." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE weight-conversion issue vs undefined names in multimodal video token counting; unrelated." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to undefined video-token counting variables." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing TensorFlow backend from torch extra vs kernels import dependency/version check; different dependency issues." + "reason": "Package/backend installation issue and kernels dependency/version validation failure are different failure modes." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading breakage vs tokenizer loading failure for a specific model; both loading-related but distinct causes." - }, - { - "left": "issue:43526", - "right": "issue:43697", - "accept": false, - "reason": "BEiT image labels reduction bug vs RTDetrV2 differing outputs in v5; unrelated vision issues." + "reason": "gguf_file handling breaks from_pretrained loaders, but the est-roberta issue is a separate tokenizer-loading regression." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Isolated reproduction of an old issue vs FP8 inference failure on B200; not the same change or bug." + "reason": "Reproduction of an older issue and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Mistral regex patch crash in tokenizer loading vs Gemma4Processor missing _tokenizer in serve; different objects and failures." + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output drift are different model/processor regressions." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC.from_latents / missing STE mismatch vs DiaConfig save-load custom token ID loss; unrelated model bugs." + "reason": "DAC STE mismatch and DiaConfig save/load custom-token loss are unrelated." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens behavior; unrelated." + "reason": "Mistral regex patch crash during tokenizer loading and Gemma4Processor missing _tokenizer in serve are different processor/tokenizer failures." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7 unit-test loading issue vs Qwen3.5 flash-attention generation bug; different model-specific failures." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation issue are not the same code-path problem." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skipping special tokens." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError vs CLIPTokenizer max_length constant; unrelated tokenizer/model issues." + "reason": "Template compilation error and CLIPTokenizer model_max_length bug are unrelated." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "Qwen3_5Moe CPU offload incompatibility vs Canine fp16 ONNX dtype mismatch; different execution paths." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as ONNX fp16 attention dtype mismatch in Canine." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local-path import warning vs Qwen3 MOE weight conversion bug; unrelated." + "reason": "Trailing-slash local model import warning and Qwen3 MOE weight conversion under deepspeed are unrelated." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "trust_remote_code config fields missing vs composite Qwen multimodal config unwrapping; both config-related but not the same bug." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Qwen3 MOE conversion bug vs GPT-oss CUDA OOM; unrelated." + "reason": "trust_remote_code config-field loss and AutoModelForCausalLM.from_config unwrapping text_config are different config-loading bugs." } ] }, @@ -6734,7 +6856,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:28282", "issue:29159", @@ -6752,8 +6874,8 @@ "issue:43450", "issue:43525", "issue:43526", - "issue:43540", "issue:43650", + "issue:43696", "issue:43742", "issue:43749", "issue:43906", @@ -6780,12 +6902,12 @@ "issue:46291", "issue:46421", "issue:46424", - "issue:46701", "issue:47020", "issue:47145", "issue:47254" ], "soft_pairs": [ + "issue:43257|issue:43696", "issue:43329|issue:45600", "issue:43262|issue:44811", "issue:43526|issue:44554", @@ -6793,8 +6915,8 @@ "issue:45200|issue:47254", "issue:39692|issue:44912", "issue:42915|issue:44821", - "issue:42915|issue:43742", "issue:43329|issue:44479", + "issue:42915|issue:43742", "issue:44291|issue:45042", "issue:43329|issue:43450", "issue:34567|issue:40990", @@ -6812,121 +6934,126 @@ "issue:46421|issue:46424", "issue:28282|issue:29870", "issue:43749|issue:44756", - "issue:28282|issue:34689", - "issue:43540|issue:46701" + "issue:28282|issue:34689" ], - "prepared_review_unit_hash": "06de7bbfdf56afb0b346ec8ed3be4f720888c775ab6650aef612b8a46050186b", + "prepared_review_unit_hash": "9fd40466fbd80e41b3621b981872e4bf4da9c0dbc591c577ab985ed3d5203293", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36168, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "serialized_chars": 35595, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue cluster; only one soft duplicate pair looks like the same underlying video-input regression in Qwen VL/MoE handling.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44479 is the clearest user-facing report of the shared video-input regression across several Qwen VL/MoE variants, aligning with the same video-branch bug.", + "summary": "This cluster is heterogeneous: the soft-similar pairs mostly share broad subsystems (tokenizers, video processors, loading, quantization) but not the same concrete bug or fix. I would not merge any of the soft edges as duplicates; if a representative issue is needed, issue:43329 is the loosest hub because it is the most connected of the set.", + "confidence": 0.74, + "canonical_issue_reason": "Issue:43329 is the most central item in this set by soft-link connectivity and is a concrete, well-scoped bug report; however, the cluster overall is still too mixed to treat it as a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest standalone issue in the cluster because it describes a broad, concrete regression affecting multiple models and a specific code path.", + "best_issue_reason": "Issue:43329 is the best available representative only in a loose triage sense: it has the most related soft links and a specific code-path failure, but it should not be taken as proof the cluster is one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: MOE weight conversion/loading with accelerate+deepspeed vs a GPT-oss CUDA OOM. No shared code path." + }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Different bugs: undefined video-branch variables in multimodal token counting vs stale auto_mapping references to removed configs." + "reason": "One is a video token-counting undefined-variable bug; the other is stale auto_mappings config references. Same area, different fix." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Different processor behaviors: audio chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens handling." + "reason": "Both are audio/processor related, but one is apply_chat_template sampling-rate defaulting and the other is Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Unrelated components: BeitImageProcessorFast label reduction vs an MPS attention correctness issue." + "reason": "BeitImageProcessorFast reduce_labels bug vs an MPS attention correctness issue; unrelated code paths." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related, but one is zero probabilities in SigLIP2 and the other is an input-size mismatch in OmDet-Turbo." + "reason": "Both involve vision models/processors, but the symptoms and likely fixes differ: zero probabilities vs processor/model input-size mismatch." }, { "left": "issue:45200", "right": "issue:47254", "accept": false, - "reason": "Different failures: Gemma 4 token-type defaults vs a PEFT/DeepSpeed checkpointing error." + "reason": "Gemma 4 mm_token_type_ids defaulting vs a PEFT+DeepSpeed checkpointing error are unrelated loading/training failures." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs/example errors for SigLIP2 are not the same as MXFP4 quantization fallback for gpt-oss-20b." + "reason": "SigLIP2 doc-example errors and gpt-oss MXFP4 fallback are separate issues with different models and failure modes." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different areas: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + "reason": "Qwen3Moe FineGrainedFP8 loading failure vs AutoImageProcessor-from-URL failure; no concrete overlap." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Different model-loading problems: FineGrainedFP8Config failure vs MobileLLM key error." + "reason": "Both touch video VLMs, but one is undefined variables in multimodal token counting and the other is a broader v5.3.0 video-input regression." }, { - "left": "issue:43329", - "right": "issue:44479", - "accept": true, - "reason": "Both describe the same video-input regression path in Qwen/VLM processing; 43329 points to the undefined video-branch logic underlying the broader regression in 44479." + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8 Qwen3Moe failure vs MobileLLM key error are unrelated model-loading bugs." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different causes and subsystems: init_empty_weights argument mismatch vs PIL backend image processors requiring torchvision." + "reason": "init_empty_weights/_is_hf_initialized argument mismatch is unrelated to PIL backend processors requiring torchvision." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video, but one is token counting in multimodal logic and the other is batched video processor output shape." + "reason": "Both concern video processing, but one is multimodal token counting and the other is batched processor output shape. Not the same bug." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token accounting bug vs a perplexity regression on gpt-oss-20b are unrelated." + "reason": "TrainerState token counters and GPT-oss perplexity are unrelated; no shared fix." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen model-loading issues: accelerate/deepspeed MOE conversion vs Qwen3-VL weight-shape mismatch." + "reason": "Both mention Qwen3, but one is MOE weight conversion with distributed loading and the other is a VL weight-shape mismatch. Different failure classes." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but the quantization memory regression and Sam3Video OOM are different problems." + "reason": "Both are OOM reports, but one is int4 quantization reserved-memory growth and the other is Sam3Video memory usage. Too generic to merge." }, { "left": "issue:29159", @@ -6938,89 +7065,80 @@ "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both touch quantization/loading, but one is MXFP4 fallback behavior and the other is missing weight_scale application." + "reason": "Both are quantization/loading bugs, but one is MXFP4 falling back to bf16 and the other is FP8 frozen checkpoints missing weight_scale. Distinct mechanisms." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are separate code paths and distinct bugs." + "reason": "Both involve exception handling, but the code paths are different and the affected APIs are unrelated." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer implementations and failures: Mistral regex patch crash vs XLMRoberta/Unigram init mismatch." + "reason": "Mistral regex patch crash vs XLMRobertaTokenizer Unigram sequence/dict mismatch are separate tokenizer bugs." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different issues: loading a specific model fails in v5.1.0 vs CLIPTokenizer's absurd model_max_length." + "reason": "Model loading failure for physical-intelligence/fast and CLIPTokenizer model_max_length misuse do not describe the same defect." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No substantive relation; one item is non-technical noise and the other is a reproduction of a different issue." + "reason": "'ADD THE DATA' is too underspecified and does not match an isolated reproduction of issue 38071." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config pad_token_id missing is unrelated to pipelines failing on kernels v0.15 metadata requirements." + "reason": "Llama4Config missing pad_token_id and kernels import-time version/revision enforcement are unrelated." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 compatibility and kernels import requirements are different failures." + "reason": "Torch 2.10 incompatibility and kernels import requirements are different dependency problems." }, { "left": "issue:45859", "right": "issue:47254", "accept": false, - "reason": "Different bugs: CPU offload incompatibility in Qwen rotary embeddings vs PEFT/ZeRO-3 checkpoint errors." + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding vs a checkpointing error under PEFT+ZeRO-3 are different code paths." }, { "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 ignored outside quantized cache." + "reason": "Both are cache-related, but one is lazy cache init causing recompilation and the other is max_cache_length only applying to Quantized Cache." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch import error for AutoModel is unrelated to Bart generate() using decoder_attention_mask before assignment." + "reason": "PyTorch missing for AutoModel import and Bart generate decoder_attention_mask unbound local are unrelated." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but FSDP CPU RAM-efficient loading and Strix Halo mmap OOM are distinct issues." + "reason": "FSDP CPU RAM efficient loading breakage and Strix Halo mmap OOM are both memory/loading issues but have different root causes and fixes." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "General model loading failure without PyTorch vs a specific Llama 3.2 Vision loading regression." - }, - { - "left": "issue:43540", - "right": "issue:46701", - "accept": false, - "reason": "Different multimodal pipeline failures: Qwen3OmniMoe video ValueError vs DiffusionGemma image-text-to-text pipeline breakage." + "reason": "AutoModel import missing PyTorch and Llama 3.2 Vision loading regression are not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly unrelated and conservatively keeps nearly all soft pairs as non-duplicates. The only accepted soft pair, issue:43329 with issue:44479, is plausibly the same video-input regression path and is supported by the titles. No overstated evidence or mergeability concerns are present." - }, - "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 }, @@ -7035,7 +7153,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:24643", "issue:27957", @@ -7080,12 +7198,14 @@ "issue:45538", "issue:46512", "issue:46693", + "issue:46701", "issue:46821", "issue:46832", "issue:46869", "issue:47254" ], "soft_pairs": [ + "issue:43540|issue:46701", "issue:43454|issue:43577", "issue:44568|issue:45356", "issue:33357|issue:34567", @@ -7094,8 +7214,8 @@ "issue:43742|issue:44291", "issue:44936|issue:46821", "issue:43697|issue:45357", - "issue:45137|issue:45405", "issue:28282|issue:29127", + "issue:45137|issue:45405", "issue:44479|issue:46693", "issue:39379|issue:44554", "issue:43582|issue:47254", @@ -7111,226 +7231,226 @@ "issue:44568|issue:45488", "issue:41720|issue:43540", "issue:43540|issue:44560", - "issue:43531|issue:44821", "issue:43577|issue:46512", + "issue:43531|issue:44821", "issue:43540|issue:44479", "issue:42175|issue:44488", "issue:34567|issue:36331" ], - "prepared_review_unit_hash": "d687d8b4ab13bd096c80449b12f30b0f5d8330d05d5ebec341de12bca53c3e14", + "prepared_review_unit_hash": "bfa3131928e6b253ac5f11d3018783efb4cbed8dc2ae5b260b1d10a4c4736e47", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36140, - "estimated_input_tokens": 9035, - "estimated_eval_tokens": 18326 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it contains many unrelated Transformers bugs (tokenizers, model loading, training, device mapping, RT-DETR, Qwen, etc.) rather than one duplicate family. No soft edge looks like the same underlying bug/change, so all candidate links should stay rejected. If forced to pick a representative issue, 45488 is the broadest and most actively discussed tokenizer regression, but it does not truly unify the cluster.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45488 is the strongest representative by breadth and impact: it describes a concrete tokenizer regression with multiple inbound references and active discussion. It is still only a weak canonical, because the surrounding issues are not actually one duplicate set.", + "summary": "These items are a heterogeneous mix of unrelated bugs across tokenization, multimodal/video, training, loading, dtype, and device-mapping paths. None of the suggested soft edges look like the same underlying defect, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is defensible here; the candidate pairs do not form one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45488 is the best single issue to stand in for the cluster, but only as a loose representative. The cluster is too diverse to have a real canonical duplicate target.", + "best_issue_reason": "No best issue candidate stands out because the items are not one shared bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures: Qwen3OmniMoe video input handling vs DiffusionGemma image-text pipeline output." + }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Both concern model dtype/weight handling, but one is a tied-lm_head bug in AyaVision and the other is Blip2/qformer dtype propagation; different models and code paths." + "reason": "One is missing lm_head tying in AyaVision/Mistral3; the other is dtype propagation in BLIP2." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but the failures are different: add_special_tokens behavior vs Kimi-K2.5 codec/warning handling." + "reason": "Both are tokenizer regressions, but on different models with different failure modes and fixes." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Completely different problems: MacOS bus error on a CLIP model vs TrainerState token-count tracking." + "reason": "Mac bus error on CLIP loading is unrelated to TrainerState token-count tracking." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Shared theme of tied embeddings, but one is a missing lm_head tie in a specific model class and the other is LoRA merge collapse with extended vocab; not the same bug." + "reason": "Missing lm_head tying in Mistral3 is not the same bug as LoRA-merge collapse with extended vocab." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Both are import/load issues, but one is missing TensorFlow in a torch install and the other is a missing model class export." + "reason": "Packaging/backend dependency issue is unrelated to a missing Qwen2.5-VL class import." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different loading failures: a MobileLLM config key error vs init_empty_weights passing an unexpected internal argument." + "reason": "Different loading failures: key error for one model vs unexpected _is_hf_initialized arg in init_empty_weights." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Unrelated training/eval failure vs TimesFM window_size AttributeError." + "reason": "Trainer.evaluate() after train() is a trainer lifecycle issue, not the TimesFM window_size AttributeError." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different regressions in different subsystems: RT-DETR output changes vs Qwen3.5 save_pretrained key handling." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are separate code paths." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque failure and a PEFT minimum-version packaging issue are unrelated." + "reason": "Missing PyTorch backend import and LayoutLMv3 box-validation messaging are unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "AutoModel missing-PyTorch import error is unrelated to LayoutLMv3 box-clarity handling." + "reason": "DeepSpeed ZeRO-3 deque error is unrelated to a PEFT version bump being unreleased." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both are regressions, but one is a video-input correctness bug and the other is an FA2 long-context performance regression." + "reason": "Video-input regression and FA2 long-context performance regression are distinct issues." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "Both mention attention correctness, but the actual bugs are different model/runtime paths: mllama masking vs MPS value/query head-dim handling." + "reason": "mllama mask handling and MPS attention correctness with mismatched head dims are different bugs." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and PEFT+DeepSpeed checkpointing failure are unrelated." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to PEFT+DeepSpeed checkpointing failures." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Both involve loading, but one is an unexpected internal argument with init_empty_weights and the other is image processor loading from URL." + "reason": "init_empty_weights compatibility and loading AutoImageProcessor from URL are not the same defect." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different issues entirely: Qwen3Moe FP8 config failure vs CLIPTokenizer max_length behavior." + "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both touch RT-DETR, but one is an AMP loss crash and the other is a forward-shape mismatch when feature levels exceed backbone outputs." + "reason": "LwDetr AMP crash and RTDetr feature-level TypeError are separate detection bugs." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken kwarg collision and the other is a model-specific tokenizer loading regression." + "reason": "AddedToken special-kwarg duplication is not the same as a model-specific tokenizer load failure." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer model_max_length and YOLO multi-GPU device-map failure are unrelated." + "reason": "Tokenizer model_max_length bug and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM efficient loading." + "reason": "Qwen3MoE FP8 config failure is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon allocator warmup TypeError do not share the same underlying bug." + "reason": "gguf_file loading breakage and allocator warmup TypeError do not share a concrete code path." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and missing-PyTorch import error are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and missing PyTorch import are unrelated." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different code paths: special-token insertion vs LlamaTokenizer overriding tokenizer.json pre-tokenizer behavior." + "reason": "Both are tokenizer regressions, but one drops BOS/EOS tokens while the other overrides tokenizer.json pre-tokenization." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen families and different failures: auto device mapping cuda assert vs video-input ValueError." + "reason": "Qwen3 auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different failure modes." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but one is a Qwen3OmniMoe input-processing error and the other is a Qwen3-vl StopIteration regression." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3-MoE sliding_window and AutoImageProcessor URL loading are unrelated." + "reason": "Both are Qwen3-family video bugs, but they affect different models and code paths." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype propagation, but one is a Blip2 loading bug and the other is a from_config stale-config issue; not the same concrete defect." + "reason": "BLIP2 dtype staying float32 is not the same as from_config leaving config.dtype stale." }, { - "left": "issue:44488", - "right": "issue:45405", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Model loading failure for cjvt/sleng-bert and a PEFT version bump are unrelated." + "reason": "Qwen3-MoE sliding_window issue is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon warmup TypeError are different code paths." + "reason": "Qwen3OmniMoe video crash and broader v5.3.0 video regression are related by modality only, not by a concrete shared bug." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque error and PEFT package-version mismatch are unrelated." + "reason": "Dependency/backend installation issue is unrelated to loading a specific tokenizer/model." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token tracking and CustomTrainer compute_loss signature mismatch are separate trainer bugs." + "reason": "TrainerState input-token counting and CustomTrainer.compute_loss signature compatibility are separate trainer issues." } ] }, @@ -7352,7 +7472,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:24643", "issue:28282", @@ -7413,231 +7533,231 @@ "issue:44792|issue:44964", "issue:43742|issue:44589", "issue:43257|issue:43756", - "issue:43756|issue:46399", "issue:43756|issue:45325", + "issue:43756|issue:46399", "issue:46463|issue:47276", - "issue:44737|issue:46463", "issue:45672|issue:45674", + "issue:44737|issue:46463", "issue:43716|issue:46701", "issue:45823|issue:46463", "issue:45405|issue:45600", "issue:43906|issue:46693", "issue:44568|issue:46491", "issue:43577|issue:45072", - "issue:44625|issue:44877", "issue:24643|issue:29870", + "issue:44625|issue:44877", "issue:43540|issue:46693", "issue:43452|issue:44488", "issue:28282|issue:32090", "issue:42796|issue:43906", - "issue:46463|issue:46899", - "issue:44466|issue:45005" + "issue:44466|issue:45005", + "issue:46463|issue:46899" ], - "prepared_review_unit_hash": "70cfcb29f6eb74e489102d5e02548c3a769916cef7fa9a2f6229b16301d9652b", + "prepared_review_unit_hash": "7bbe853a0377e8f3d0293029af9d88108ea76393da3f767867ea0d6f87e0ceda", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36450, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "serialized_chars": 36444, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated bug reports across different models/features. The only strong duplicate-like pair is the Qwen video-input regression around wrong `vision_position_ids`/video position handling; the rest should stay separate.", - "confidence": 0.68, - "canonical_issue_reason": "issue:44479 is the broader, more representative report: it covers the v5.3.0 video-input regression across multiple Qwen VL variants, while the other Qwen issue is a narrower symptom on the same code path.", + "summary": "Conservative read: the cluster is mostly unrelated false positives, with only the Qwen video-position-id pair and the tied-weights serialization pair looking like the same underlying bug. The Gemma4 4-bit pair issue:45672 \u2194 issue:45674 should not be merged; they share only a broad 4-bit/quantization theme, but the titles point to distinct failures in different code paths.", + "confidence": 0.8, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression report here, covering multiple Qwen VL variants and the video-input position-id path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best issue to anchor this subcluster because it names the affected release, model families, and regression class most clearly.", + "best_issue_reason": "Same as canonical: it is the most representative single issue to keep as the cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Different bugs: one is a Qwen3.5 hidden-states issue, the other is a tokenizer/version-tokenization change." + "reason": "Qwen3.5 hidden-state behavior vs a generic tokenization-change report; different subsystem and symptom." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Same underlying Qwen VL video-input regression; both point to incorrect video position handling in v5.3.0, with one reporting the broader regression and the other a narrower manifestation." + "reason": "Both describe the same Qwen VL video-input position-id regression; 45381 looks like a narrower manifestation of 44479." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Unrelated tokenizer/parser failures in different code paths: AddedToken kwarg handling vs Mistral regex patching." + "reason": "AddedToken argument conflict vs a Mistral regex patch crash; unrelated failure modes." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Both involve hub/loading behavior, but they describe different failures and fixes; not the same concrete bug." + "reason": "Generic model-loading failure vs a CI bug about forwarding revision in list_repo_files; different code paths." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different subsystems and symptoms: PIL image processor dependency handling vs Mistral tokenizer regex crash." + "reason": "Image processor torchvision dependency regression vs tokenizer regex crash; not the same bug." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model problems, but the models and failure modes are different and not the same code-path bug." + "reason": "SigLIP zero-probabilities issue vs Perceiver non-default-resolution failure; different models and mechanics." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal failures affecting different models and pipelines." + "reason": "Janus test failure vs Phi-4 multimodal loading failure; too different to merge." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Separate loading/runtime issues: a key error for MobileLLM vs a float8 storage lookup error." + "reason": "MobileLLM key error vs missing Float8 storage type error; unrelated load/runtime issues." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different model families and different problems: DeepSpeed/accelerate loading vs RoPE layer dropping." + "reason": "Accelerate+DeepSpeed MoE weight conversion bug vs Smollm3 RoPE-layer drop; different model families and code paths." }, { "left": "issue:43756", - "right": "issue:46399", + "right": "issue:45325", "accept": false, - "reason": "Both touch Qwen-related internals, but one is about RoPE layer configuration and the other about kernel registration; not the same bug." + "reason": "Smollm3 RoPE-layer count bug vs Qwen2.5-VL temporal position scaling bug; different architectures and symptoms." }, { "left": "issue:43756", - "right": "issue:45325", + "right": "issue:46399", "accept": false, - "reason": "Different Qwen multimodal bugs: RoPE layer loss vs still-image temporal position scaling." + "reason": "Smollm3 RoPE bug vs Qwen3.5 kernel registration crash; unrelated." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "Both are message/validation wording issues, but they concern different checks and different code paths." - }, - { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "XLNet CPU placement bug is unrelated to T5 decoder-input validation messaging." + "reason": "T5 decoder-input validation/message issue vs a synced_gpus warning; not the same defect." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both are 4-bit inference problems, but they stem from different mechanisms and models." + "reason": "Gemma4 multimodal uint8 dtype-cast bug vs BitsAndBytes lm_head exclusion regression; both 4-bit-related, but they affect different mechanisms and code paths." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU arange bug vs T5 decoder validation issue; no overlap in bug or fix." + }, + { + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "Different multimodal regressions: dtype mismatch in preprocessing vs pipeline output handling for DiffusionGemma." + "reason": "Mistral image-preprocessor dtype mismatch vs DiffusionGemma pipeline failure; different model paths." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-mapping mismatch is unrelated to T5 validation error messaging." + "reason": "Gemma4 device_map auto mismatch vs T5 decoder validation issue; unrelated." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Package-version pinning issue vs stale auto-mapping references; unrelated CI/setup problems." + "reason": "PEFT version-bump issue vs removed Sam3LiteText auto-mapping references; one is dependency metadata, the other CI/config cleanup." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction of one issue is not the same as a FA2 long-context performance regression." + "reason": "Reproduction of another issue vs FA2 long-context performance regression; not the same bug." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors." + "reason": "mdeberta special-token insertion regression vs CodeLlama leading-space round-trip regression; different tokenizers and behaviors." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype mismatches, but they affect different models and likely different conversion paths." + "reason": "Blip2 dtype staying float32 vs SwitchTransformers/TimmWrapper bfloat16 mismatch; both dtype issues but not the same code path." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "Different config-loading bugs: num_labels propagation vs strict config rejection." + "reason": "DeepSpeed training weight-shape error vs Bart generate() decoder_attention_mask UnboundLocalError; unrelated." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "DeepSpeed training weight-shape error and Bart generate() local-variable error are unrelated." + "reason": "Qwen3.5 num_labels propagation bug vs strict config blocking granite_speech load; different configuration problems." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video-input validation failure is unrelated to the FA2 long-context performance regression." + "reason": "Qwen3OmniMoe video-input ValueError vs FA2 performance regression; unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Different loading failures: gguf_file support vs a specific model load regression." + "reason": "Generic gguf_file/from_pretrained breakage vs a specific model-load failure; too little evidence they share the same concrete bug." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import failure and Trainer broadcast type error are unrelated." + "reason": "PyTorch missing import error vs NoneType passed to _gpu_broadcast_one; different runtime failures." }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Tokenizer BPE-marker handling and an isolated reproduction of another issue are not the same bug." - }, - { - "left": "issue:46463", - "right": "issue:46899", - "accept": false, - "reason": "Both are Gemini/Gemma-family adjacent, but one is an error-message issue and the other is a quantization/dtype corruption bug." + "reason": "Tokenizer BPE-marker handling bug vs an isolated reproduction of another issue; not the same underlying defect." }, { "left": "issue:44466", "right": "issue:45005", + "accept": true, + "reason": "Both report tied-weights/lm_head serialization regressions in v5, with device-dependent behavior; they look like the same underlying change." + }, + { + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Both involve tied weights, but they describe different serialization/load behaviors and are not clearly the same change." + "reason": "T5 decoder validation/message issue vs Gemma4 4-bit multimodal processing bug; unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only pair plausibly treated as a duplicate is issue:44479 / issue:45381, which is supported by both titles pointing to the same Qwen video-input / vision_position_ids regression in v5.3.0. The rest of the pair rejections are appropriately cautious and do not overstate duplication." + "accept": false, + "feedback": "The cluster anchor and the two Qwen/tied-weights soft edges are grounded in the packet, but the acceptance of issue:45672 \u2194 issue:45674 is too aggressive. Their titles point to different 4-bit bugs in Gemma4: one is an unsafe dtype cast in multimodal/audio embedders, the other is a BitsAndBytesConfig lm_head exclusion regression. They are related only at a very high level, so the summary overstates evidence. The overall evaluation should be more conservative and not treat that pair as the same bug family." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -7653,7 +7773,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:29159", "issue:33357", @@ -7663,9 +7783,9 @@ "issue:43295", "issue:43452", "issue:43525", - "issue:43526", "issue:43531", "issue:43643", + "issue:43646", "issue:43653", "issue:43688", "issue:43697", @@ -7686,10 +7806,10 @@ "issue:44936", "issue:44991", "issue:45216", + "issue:45356", "issue:45357", "issue:45372", "issue:45375", - "issue:45479", "issue:45588", "issue:45663", "issue:45701", @@ -7706,20 +7826,19 @@ ], "soft_pairs": [ "issue:45663|issue:46846", - "issue:44913|issue:46121", "issue:43452|issue:44843", - "issue:41762|issue:44936", + "issue:44913|issue:46121", "issue:44737|issue:45588", "issue:43697|issue:46829", - "issue:43526|issue:45479", + "issue:41762|issue:44936", "issue:43697|issue:45216", - "issue:45357|issue:45920", "issue:43720|issue:44898", + "issue:45357|issue:45920", "issue:44493|issue:46050", "issue:43653|issue:44361", - "issue:43688|issue:43749", "issue:44361|issue:44442", "issue:38175|issue:43295", + "issue:43688|issue:43749", "issue:43643|issue:45375", "issue:43531|issue:43742", "issue:43994|issue:44898", @@ -7731,204 +7850,215 @@ "issue:44857|issue:47000", "issue:43688|issue:45704", "issue:43688|issue:45701", - "issue:43525|issue:46701" + "issue:43525|issue:46701", + "issue:43646|issue:43749", + "issue:43295|issue:45356" ], - "prepared_review_unit_hash": "a8c68907a30633dba0091ae879639b50e6d38966733911371d62320ceca89d5f", + "prepared_review_unit_hash": "1881077c69ae979969f9271fb0ec7fdcdef20d919a2e3d3f1b937178f92438c5", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36173, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "soft_pair_count": 28, + "serialized_chars": 36402, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy: most items are distinct Hugging Face regressions across different models and code paths, with only broad thematic overlap around tokenization/loading. I would treat it as an over-soft cluster and reject all proposed soft merges.", - "confidence": 0.26, - "canonical_issue_reason": "issue:45920 is the best representative because it is a broad, user-facing tokenizer regression affecting multiple models and likely captures the widest slice of the shared theme in this noisy cluster.", + "summary": "This cluster is mostly a collection of distinct regression reports across different models, configs, and runtimes. Issue 45920 is still the best umbrella issue, but no soft-edge pair is convincing as a true duplicate; in particular, 45372 vs 46170 are unrelated failures and should be rejected. Overall the cluster should be treated as heterogeneous rather than merged on duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45920 is the broadest and most central tokenizer regression here, with multiple model families affected and the clearest umbrella scope among the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 has the strongest cross-model scope and the clearest general tokenizer regression framing, so it is the best single issue to anchor the cluster if one must be chosen.", + "best_issue_reason": "Issue 45920 is the best global representative because it captures a wide tokenizer-loading/token-ID regression pattern rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different model families and failure modes: Gemma-4 FSDP shared_kv_states KeyError vs Qwen3.5-MoE TP plan missing linear_attn entries." - }, - { - "left": "issue:44913", - "right": "issue:46121", - "accept": false, - "reason": "Both mention RoPE-related config handling, but one is persistence of rotary_pct on reload and the other is a TypeError converting JSON-loaded ignore_keys_at_rope_validation; not the same bug." + "reason": "Different models and different failure modes: Gemma-4 FSDP2 KeyError vs Qwen3.5 TP planning/OOM-shape issues." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both are tokenizer loading regressions, but one concerns gguf_file breaking AutoTokenizer/AutoModel loading and the other is an unconditional model_info() call in _patch_mistral_regex breaking offline mode." + "reason": "Both involve tokenizer loading, but one is gguf_file handling and the other is an offline-mode model_info call in mistral regex patching." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Completely different code paths: Gemma3 ZeRO-3 load-time IndexError vs trainer.evaluate() failing after train()." + "reason": "Separate config bugs: GPTNeoX rotary_pct reload regression vs rope-validation TypeError on JSON-loaded lists." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device placement bug and flash_attention s_aux=None crash are unrelated." + "reason": "Unrelated code paths: XLNet device placement bug vs flash_attention crash on s_aux=None." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different model outputs and different components: RTDetrV2 output mismatch vs VideoPrism hidden_states field corruption." + "reason": "Different models and outputs; no shared concrete bug beyond generic v5 regression symptoms." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and sequence-classification zero-loss bug are unrelated." + "reason": "Different subsystems: DeepSpeed ZeRO-3 loading failure vs trainer evaluate-after-train failure." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 inference regression and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Both are v5 regressions, but one is Qwen3.5 visual encoder key saving and the other is tokenizer ID generation across multiple models; different subsystems and fixes." + "reason": "BitNet packed-weight loading is unrelated to Perceiver resolution/interpolation failure." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are unrelated." + "reason": "Qwen3.5 save_pretrained visual-encoder key bug is distinct from the broad tokenizer token-ID regression." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "One is unexpected position_id keys, the other is quantized model save/load breakage; not the same underlying issue." + "reason": "Unexpected state-dict key issue is not the same as sinq quantized model save/load breakage." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer issues, but BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are different defects." - }, - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Both are tokenizer-related, but BigBird special-token registration and MLuke task AttributeError are different bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Tokenizer failures in different classes with different symptoms; no evidence of a shared code path." + "reason": "Different tokenizer failures: MLuke task AttributeError vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Both involve processor/tokenizer behavior in multimodal models, but one is zero probabilities in SigLIP2 and the other is a regression in processor.tokenizer access and image passing." + "reason": "Siglip2 zero-probability output issue is unrelated to processor.tokenizer/image-passing regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug does not match the FSDP CPU RAM efficient loading regression." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and a specific Qwen3_5MoeVisionConfig strict-field drop are not the same bug." + "reason": "Both mention missing config fields, but the first is a generic trust_remote_code load issue and the second is a specific strict-drop field regression; not clearly the same bug." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and MobileLLM-125M key error are unrelated loading/model bugs." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to MobileLLM key errors." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision model inference problems, but SigLIP2 nonsensical outputs and Perceiver non-default resolution failure are different issues." + "reason": "Different vision-model issues: nonsensical SigLIP2 outputs vs Perceiver non-default resolution failure." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "AutoImageProcessor-from-URL loading is unrelated to the TimesFM window_size AttributeError." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading regressions, but offline model_info() misuse and EMBEDDIA/est-roberta tokenizer loading failure are distinct root causes." + "reason": "Both are tokenizer loading regressions, but one is offline-mode mistral-regex networking behavior and the other is a model-specific tokenizer load failure." }, { "left": "issue:40444", "right": "issue:44811", "accept": false, - "reason": "Qwen2.5-VL multi-image iterable dataset finetuning failure and Whisper batch_decode skip_special_tokens bug are unrelated." + "reason": "Multiple-images iterable finetuning failure is unrelated to Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a CLIP MacOS bus error are not the same bug." + "reason": "Tokenizer slow/fast inconsistency and CLIP Mac bus error are not the same failure." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Windows ROCm/torch.distributed import issue and RoPE JSON list TypeError are unrelated." + "reason": "Gemma 4 processor loading via mistral_common and Windows/ROCm torch.distributed import/type errors are unrelated code paths and not a single mergeable fix." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both are detection-loss crashes, but LwDetrImageLoss AMP/CUDA failure and RTDetrLoss infeasible cost matrix are different failure modes." + "reason": "Different detection losses and different crash causes; not mergeable as one fix." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Auxiliary loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated." + "reason": "Auxiliary-loss normalization bug is unrelated to T5 apex.FusedRMSNorm memory leak." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and version-dependent tokenization changes are unrelated." + "reason": "Different problem class: aux-loss normalization vs version-dependent tokenization changes." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id attribute error and DiffusionGemma image-text-to-text pipeline failure are unrelated." + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: processor.tokenizer/image handling vs Kimi-K2.5 codec handling and mistral-regex warning." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly conservative, but one soft-edge verdict is overstated: issue:45372 and issue:46170 do not look like the same bug or a single mergeable fix. Their titles point to unrelated failures (Gemma 4 processor loading via mistral_common vs Windows/ROCm torch.distributed import/type errors), so marking them as a true duplicate is not grounded in the packet. The rest of the summary is broadly reasonable, but this false positive means the cluster should be rejected." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7944,7 +8074,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:32090", "issue:33666", @@ -7953,16 +8083,15 @@ "issue:41720", "issue:42898", "issue:43278", - "issue:43295", "issue:43452", "issue:43504", "issue:43550", "issue:43577", + "issue:43606", "issue:43643", - "issue:43646", "issue:43653", "issue:43688", - "issue:43749", + "issue:43720", "issue:43756", "issue:43761", "issue:43782", @@ -7979,7 +8108,6 @@ "issue:44734", "issue:44743", "issue:44977", - "issue:45356", "issue:45405", "issue:45440", "issue:45542", @@ -7993,21 +8121,20 @@ "issue:46832", "issue:46932", "issue:47013", - "issue:47254" + "issue:47254", + "issue:47276" ], "soft_pairs": [ - "issue:43646|issue:43749", - "issue:43295|issue:45356", "issue:45542|issue:46178", - "issue:43756|issue:46402", "issue:43653|issue:44568", - "issue:46832|issue:46932", + "issue:43756|issue:46402", "issue:43761|issue:46829", + "issue:46832|issue:46932", "issue:43761|issue:47013", "issue:43653|issue:43927", "issue:33666|issue:36010", - "issue:44479|issue:44625", "issue:44464|issue:44743", + "issue:44479|issue:44625", "issue:43452|issue:43577", "issue:43550|issue:44361", "issue:42898|issue:46491", @@ -8020,214 +8147,230 @@ "issue:43688|issue:45440", "issue:43504|issue:43550", "issue:44484|issue:44704", - "issue:43278|issue:43688", "issue:43782|issue:46693", - "issue:45405|issue:47254", + "issue:43278|issue:43688", "issue:43643|issue:44561", - "issue:44734|issue:46612" + "issue:45405|issue:47254", + "issue:44734|issue:46612", + "issue:43504|issue:43720", + "issue:44625|issue:47276", + "issue:43720|issue:43927", + "issue:43606|issue:43927" ], - "prepared_review_unit_hash": "3e290a3123ab56aba555c46a416e0b3e1b7e06815ff2d0c7322444026803120a", + "prepared_review_unit_hash": "50f99cd14e95ad7d840d37206c52de4d512461c49d79df4419c4be04445679d7", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36680, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports and regressions across different models/subsystems. No soft pair looks like the same underlying issue, so I would not merge any of them as duplicates.", - "confidence": 0.36, - "canonical_issue_reason": "Issue #43646 is the broadest framework-level regression in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the closest thing to a cluster anchor, even though the cluster is too heterogeneous to have a strong canonical duplicate.", + "summary": "This cluster is very heterogeneous: most items are unrelated model, tokenizer, loading, or training bugs, so the soft links read as broad semantic similarity rather than true duplicates. No pull requests are present.", + "confidence": 0.79, + "canonical_issue_reason": "If a single anchor is required, issue 43761 is the cleanest concrete regression report in the set, but the cluster is too mixed to treat it as a true canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the best representative issue because it is the most general and architecture-level of the reports, while most others are narrow model-specific symptoms. It still should not be treated as a duplicate hub.", + "best_issue_reason": "Issue 43761 is the most self-contained, reproducible bug report here and has a clear regression shape, so it is the best representative issue overall.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "Different failures: custom model initialization regression vs FSDP CPU RAM efficient loading breakage." - }, - { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Both are regressions, but one is custom processor/tokenizer image handling and the other is Kimi-K2.5 codec/tokenizer behavior." + "reason": "Both are backend/TF-related failures, but they describe different problems: tensorboard-without-TensorFlow backend detection vs an invalid BACKENDS_MAPPING entry for tensorflow_text." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Both mention backend errors, but they are different problems: undefined TF backend from tensorboard-only install vs unsupported tensorflow_text backend mapping." + "reason": "Both involve tokenizer special-token behavior, but one is BigBird mask-token registration and the other is mdeberta-v3 BOS/EOS handling; not the same bug." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "SmolLM3 RoPE-layer config bug and Sam3 text-encoder weight loading bug are unrelated model-specific issues." + "reason": "Different model loading issues: Smollm3 RoPE-layer dropping versus Sam3 text encoder weights not loading." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Both involve tokenizers, but one is BigBird mask-token special-token registration and the other is mdeberta-v3 BOS/EOS addition behavior." + "reason": "Both concern output fields, but one is CLIPVision hidden_states regression and the other is VideoPrism returning last_hidden_state in the hidden_states slot; not one concrete code-path." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 quantized vision/audio dtype casting are unrelated code paths." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Different model outputs: CLIPVision hidden_states regression vs VideoPrism output field mix-up." + "reason": "Unrelated failures: RT-DETR feature-level mismatch versus Gemma4 quantized embedder dtype casting." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVision hidden_states regression and xLSTM return_last_states unpacking crash are unrelated." + "reason": "Both mention missing/incorrect intermediate states, but they affect different model families and different execution paths." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird special-token registration and DiaConfig custom token ID persistence are different tokenizer/config bugs." + "reason": "Both are serialization/metadata issues, but one is tokenizer special-token registration and the other is DiaConfig losing custom token IDs after save/load." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure do not share the same underlying bug." + "reason": "Multi-GPU training setup versus an import failure for GenerationMixin; no shared bug." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Video-input regression for Qwen variants vs num_labels propagation in Qwen3.5 are distinct issues." + "reason": "Both touch generation/cache behavior, but one is compiled-forward chunked generation inconsistency and the other is recurrent state reset in modular_qwen3_5." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Both touch generation/statefulness, but one is compiled-forward chunked generation inconsistency and the other is recurrent state reset with cache." + "reason": "Same Qwen3.5 area, but one is a video-input regression and the other is num_labels propagation; different defects." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file/from_pretrained loading failure is unrelated to BLIP2 dtype casting." + "reason": "Both are loading-related, but one is gguf_file handling in Auto* APIs and the other is dtype casting for BLIP2 submodules." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer task AttributeError are unrelated." + "reason": "Different subsystems: torch.compile/SDPA model execution versus tokenizer AttributeError on tasks." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is clean_up_tokenization_spaces semantics and the other is CodeLlama leading-space round-trip loss." + "reason": "Both are tokenizer behavior regressions, but one is cleanup-space semantics in v5 and the other is CodeLlama leading-space round-trip loss." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer gpu_broadcast NoneType error is not the same as Qwen2-VL multi-GPU training behavior." + "reason": "Both mention training/distributed use, but one is a Trainer broadcast NoneType crash and the other is Qwen2-VL multi-GPU training generally." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Different save/load bugs: lm_head.weight serialization inconsistency vs quantized sinq model restoration failure." + "reason": "Both are save/load serialization bugs, but one is tied lm_head serialization and the other is sinq quantization persistence." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to compiled-forward chunked generation inconsistency." + "reason": "Device-mapping CUDA assert in Qwen3 is unrelated to compiled-forward chunked generation inconsistency." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and CustomTrainer.compute_loss signature change are different trainer API issues." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are unrelated training issues." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention output bug and long-context FA2 performance regression are different concrete problems." + "reason": "Both involve attention/generation, but one is a Qwen3.5 correctness bug and the other is a FA2 performance regression." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Different generation failures: compiled-forward inconsistency versus flash-attention behavior on Qwen3.5." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "OLMoE/GPT-Oss auxiliary-loss normalization and DeepseekV3MoE divergence from remote implementation are different MoE bugs." + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is DeepseekV3MoE implementation divergence." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA issues are unrelated." + "reason": "Legacy field loading for BEiT segmentation is unrelated to Bamba torch.compile/SDPA failure." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Default shard size question is unrelated to AutoProcessor not forwarding kwargs to cached_file." + "reason": "Max shard size default and AutoProcessor kwargs forwarding are unrelated API issues." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Weight-only Qwen3VL loading error is unrelated to FA2 long-context performance regression." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype mismatch in eval vs auxiliary-loss normalization in MoE models are unrelated." + "reason": "Both mention dtype/behavior regressions in model internals, but one is BF16-to-FP32 embedding drift and the other is MoE auxiliary-loss normalization." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Qwen3VL weight_only loading error and FA2 long-context performance regression are different issues." + "reason": "Both involve trust_remote_code and config/import behavior, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available breaking remote-code models." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "PEFT version pinning and PEFT+DeepSpeed checkpointing crash are not the same bug." + "reason": "PEFT version pinning and DeepSpeed checkpointing are related only by dependency name, not by the same bug." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Both affect trust_remote_code flows, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + "reason": "Both are cache-related generation bugs, but one is serve/KV-cache continuation indexing and the other is beam-search cache reorder skipping for specific architectures." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both concern model loading, but one is a legacy config field and the other is unpacking packed weights during accelerate loading." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 label propagation and a continuous-batching warning message are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading and config save/load field loss are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Both involve generation/cache logic, but the serving KV-cache indexing crash and beam-search cache reorder omission are different code paths and models." + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig losing custom token IDs." } ] }, @@ -8249,10 +8392,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:28218", "issue:33357", + "issue:33666", "issue:39692", "issue:42796", "issue:43278", @@ -8264,7 +8408,6 @@ "issue:43572", "issue:43575", "issue:43577", - "issue:43606", "issue:43611", "issue:43646", "issue:43701", @@ -8273,6 +8416,7 @@ "issue:43844", "issue:43927", "issue:43994", + "issue:44291", "issue:44361", "issue:44466", "issue:44488", @@ -8280,7 +8424,6 @@ "issue:44554", "issue:44568", "issue:44610", - "issue:44625", "issue:44843", "issue:44964", "issue:44977", @@ -8297,20 +8440,15 @@ "issue:46365", "issue:46489", "issue:46710", - "issue:46846", - "issue:47276" + "issue:46846" ], "soft_pairs": [ - "issue:44625|issue:47276", - "issue:43504|issue:43720", - "issue:43720|issue:43927", - "issue:43606|issue:43927", "issue:39692|issue:43493", "issue:43504|issue:44610", "issue:43577|issue:44554", "issue:43611|issue:46846", - "issue:43525|issue:43572", "issue:43720|issue:44361", + "issue:43525|issue:43572", "issue:44514|issue:45290", "issue:44964|issue:45405", "issue:43493|issue:43825", @@ -8324,243 +8462,221 @@ "issue:43994|issue:46192", "issue:42796|issue:44977", "issue:43334|issue:45759", - "issue:43278|issue:43844", "issue:43646|issue:44466", - "issue:43334|issue:43572", + "issue:43278|issue:43844", "issue:43278|issue:43701", + "issue:43334|issue:43572", "issue:44568|issue:46489", - "issue:44568|issue:45812", "issue:43493|issue:43844", + "issue:44568|issue:45812", "issue:43927|issue:44361", "issue:46209|issue:46710", - "issue:43575|issue:45405" + "issue:43575|issue:45405", + "issue:43572|issue:44291", + "issue:33357|issue:33666" ], - "prepared_review_unit_hash": "2678852c1455e318ae3f6c0a05fffdd2e1f482385fb2cd4713272f2362dd0e2a", + "prepared_review_unit_hash": "f649ab9a44c5ae76ec1addcef5c27903e0ee7cabb74ca14a65bab135030970dd", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37873, - "estimated_input_tokens": 9469, - "estimated_eval_tokens": 19194 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct model/config/tokenizer regressions, not a tight duplicate set. The soft edges are broadly similar at a subsystem level, but none look like the same concrete bug or change. If a representative issue is needed, the Granite tokenizer regression is the broadest and most canonical-looking one.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45812 is the broadest, clearest regression report in the set: it describes a silent v4\u2192v5 tokenizer break affecting all Granite models, with concrete user impact and a specific failure mode.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like tokenizers, configs, or loading failures, but they do not look like the same underlying bug/change. I would reject all soft edges and treat the items as separate issues.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45812 is the broadest, highest-signal regression here: it reports a silent v4\u2192v5 tokenizer break affecting all Granite models and has multiple inbound references, making it the most representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best representative issue because it is well-scoped, high-impact, and clearly framed as a regression with a model-wide blast radius; the other issues are mostly narrower, model-specific failures.", + "best_issue_reason": "Issue 45812 is the strongest standalone representative because it describes a clearly scoped, user-facing regression with broad impact and strong evidence compared with the more narrow or model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44625", - "right": "issue:47276", - "accept": false, - "reason": "Different problems: config propagation for Qwen3.5 vs a misleading continuous-batching warning message." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Unrelated failures: BEiT legacy-field load bug vs BitNet accelerate-loading/unpacking bug." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "Different code paths and symptoms: BitNet packed-weight loading vs DiaConfig token-ID persistence/generation IndexError." - }, - { - "left": "issue:43606", - "right": "issue:43927", - "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs." - }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family, but docs-example errors are not the same bug as HF-vs-JAX implementation divergence." + "reason": "Both are about SigLIP2, but one is a broken docs example and the other is an implementation mismatch with JAX; different bugs." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different model loaders/processors: BEiT legacy preset issue vs OmDet-Turbo image-size mismatch." + "reason": "BEiT legacy-field loading failure vs OmDet-Turbo image-size mismatch; unrelated code paths." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and MPS attention correctness are separate issues." + "reason": "BLIP2 dtype propagation issue and MPS attention correctness bug are different problems." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Base-model-prefix loading breakage is unrelated to Qwen3.5 TP plan omissions causing OOM/shape errors." + "reason": "Base-model-prefix loading regression is unrelated to Qwen3.5 tensor-parallel plan OOM/shape errors." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Both mention missing pad token fields, but they affect different configs/models and likely different fixes." + "reason": "BitNet packed-weight loading failure and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "BitNet accelerate loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "Both involve missing token ID attributes, but they affect different configs and fields; not the same bug." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but the triggers differ materially: batched padding vs assistant tool-call messages with no content." + "reason": "Different apply_chat_template crashes with different triggers and inputs." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure and an unreleased dependency version bump are not the same bug." + "reason": "Model-loading regression and an unreleased PEFT version bump are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message about translation support." + "reason": "SigLIP2 implementation discrepancy and pipeline translation-message regression do not share a concrete code path." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens and a CLIP MacOS bus error are unrelated symptoms." + "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP loading; unrelated." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Flash-attention generation failure and FP8 inference failure on B200 are different hardware/model issues." + "reason": "Flash-attention generation bug and FP8 B200 inference failure are distinct issues." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma device-mismatch during forward and Sinq quantized save/load breakage are separate code paths." + "reason": "Device-map forward mismatch vs quantized save/load corruption; different failure modes." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "NaNs in Gemma3 sliding-window attention are not the same as NaNs in classification heads after checkout/init." + "reason": "Both mention NaNs, but one is a sliding-window attention edge case and the other is a checkout/init classification-head issue." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "An MPS attention correctness bug is unrelated to Trainer import being affected by datasets installation." + "reason": "MPS attention correctness bug and Trainer import dependency issue are unrelated." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation-example mistakes are distinct from a regression in processor.tokenizer access and image passing." + "reason": "Docs-example errors and processor/tokenizer API breakage are different regressions." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A specific model failing to load is not the same as an offline-mode failure caused by unconditional model_info() calls." + "reason": "Model-loading failure for a specific checkpoint vs unconditional model_info call breaking offline mode." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs and return_tensors being ignored when text_kwargs is passed are different bugs." + "reason": "SigLIP2 incorrect inference outputs and return_tensors being ignored are different tokenizer/pipeline problems." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Tokenizer BPE-marker handling and flash-attention generation failure are not the same underlying bug." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL config and failing to unwrap text_config in composite Qwen configs are different regressions." - }, - { - "left": "issue:43278", - "right": "issue:43844", - "accept": false, - "reason": "Evaluation dtype drift and DeepSpeed ZeRO-3 gradient growth are unrelated training/eval issues." + "reason": "Missing pad_token_id on Qwen3-VL and text_config unwrapping for composite Qwen configs are separate loading issues." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and device-dependent lm_head serialization inconsistency are not the same defect." + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are different v5 regressions." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Different missing-token-field regressions in different model configs; no shared underlying bug is evident." + "reason": "Embedding dtype mismatch during evaluation and gradient explosion under ZeRO-3 are unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype changes and resume_from_checkpoint key mismatches are unrelated." + "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are separate problems." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different model families and different missing config fields; not a duplicate." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different failure mechanisms; too broad to merge." + "reason": "mdeberta-v3 special-token omission and DeepSeek-Coder tokenizer regression are both tokenizer issues but not the same concrete bug." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Different tokenizer failures: missing BOS/EOS insertion for one model vs wrong token IDs for all Granite models." + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient explosion are unrelated." + "reason": "FP8 inference on B200 and accuracy regression after a version upgrade are different issues." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "DiaConfig custom-token-ID persistence and MLukeTokenizer task AttributeError are separate issues." + "reason": "Tensor-parallel OOM and PEFT version bump are unrelated." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "FP8 inference on B200 and post-upgrade accuracy regression on DeepSeek-R1-Distill-Llama-8B are different failure modes." + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized argument are different config/load regressions." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Qwen2 TP OOM and an unreleased peft version bump are entirely unrelated." + "reason": "MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." } ] }, @@ -8582,33 +8698,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:15354", "issue:28218", "issue:29159", "issue:32090", - "issue:33357", - "issue:33666", "issue:34567", "issue:38175", "issue:42490", "issue:42947", "issue:43381", + "issue:43493", "issue:43504", - "issue:43572", "issue:43606", "issue:43653", "issue:43696", + "issue:43701", "issue:43824", "issue:43844", "issue:43873", "issue:43994", "issue:44112", - "issue:44291", + "issue:44423", "issue:44464", "issue:44493", "issue:44589", + "issue:44734", "issue:44849", "issue:44964", "issue:45072", @@ -8634,12 +8750,10 @@ "issue:47254" ], "soft_pairs": [ - "issue:43572|issue:44291", - "issue:33357|issue:33666", "issue:43824|issue:44589", "issue:44589|issue:45520", - "issue:46821|issue:46832", "issue:43504|issue:43606", + "issue:46821|issue:46832", "issue:44849|issue:46209", "issue:44849|issue:45357", "issue:44493|issue:46285", @@ -8656,216 +8770,218 @@ "issue:44849|issue:47145", "issue:42947|issue:43381", "issue:46399|issue:46846", - "issue:47013|issue:47254", "issue:29159|issue:32090", + "issue:47013|issue:47254", "issue:45229|issue:45823", "issue:45084|issue:45520", "issue:28218|issue:34567", "issue:45200|issue:45229", - "issue:45588|issue:46050" + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:43493|issue:43701" ], - "prepared_review_unit_hash": "1c2535aa25daf73536d2b46ea9fa8a739de7b325a25c54f39a300a40d41fe877", + "prepared_review_unit_hash": "9540792547a910ab8af758f9b409ac3b1f744e9b3f8f3783d1fcdb462bd741ca", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36470, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad set of mostly unrelated issues that were linked only by soft textual similarity. I do not see a single underlying bug/change that unifies them, so there is no good canonical issue or PR here. All soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is a loose collection of unrelated issue reports; the soft pairs are mostly lexical near-matches rather than true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "There is no real duplicate cluster here. If one issue must anchor the set, issue 43824 is the most self-contained and well-scoped report, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43824 is the best anchor only because it is a concrete, reproducible bug report with some discussion/references; the rest of the items span unrelated models and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "Both are load-time/configuration errors, but one is a missing config field and the other is an unexpected init_empty_weights argument; different failure modes and code paths." - }, - { - "left": "issue:33357", - "right": "issue:33666", - "accept": false, - "reason": "MacOS bus error with a community CLIP model vs multi-GPU training for Qwen2-VL; unrelated symptoms and subsystems." - }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for a missing model class vs a storage-object type error; no shared concrete bug." + "reason": "Different bugs: missing Qwen2.5-VL import vs FP8 storage-object lookup failure." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "One concerns FP8 storage lookup, the other a flash_attn import-utils KeyError on Python 3.13; distinct issues." + "reason": "Unrelated root causes: storage registration error vs flash_attn import KeyError." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR forward shape/type error are separate model-specific bugs." + "reason": "BEiT legacy-field loading issue is unrelated to Bark CPU offload device mismatch." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Legacy preset field loading for Beit vs CPU offload device mismatch for bark-small; not the same problem." + "reason": "TimesFM window_size attribute error and RT-DETR feature-level mismatch are different code paths." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states output bug vs FP8 inference failure on B200; different model paths and failure causes." + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference support on B200." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "One is an output_hidden_states regression, the other incorrect visual encoder keys on save_pretrained; related model family but different bugs." + "reason": "Runtime hidden-states issue vs save_pretrained visual-key regression are distinct problems." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys vs CLIP text-model structure inconsistency; not the same underlying defect." + "reason": "Generic position-id key warning is not the same as the CLIP text-model structural API change." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-cardinality runtime limit vs accuracy regression after upgrade; unrelated behavior." + "reason": "Category-limit runtime error and model accuracy regression are different failures." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading vs BigBirdTokenizer special-token registration; different tokenizer/model components." + "reason": "BEiT pretrained preset loading and BigBirdTokenizer special-token decode are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real model offload/device mismatch vs a stale CI test failure; one is not a duplicate of the other." + "reason": "Device-mismatch bug in Bark offload is not the same as a stale GraniteSpeech CI test." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP pipeline/AutoModel nonsensical outputs vs unexpected key with position id; different observable bugs and likely different causes." + "reason": "SigLIP2 nonsensical outputs are not the same as a broad unexpected-key warning." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatch in inference vs RT-DETR feature-level mismatch; not the same code path." + "reason": "Different models and failures: bfloat16 dtype mismatch vs RT-DETR forward type error." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty transcription after special-token alignment; different generation bugs." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Offloading/quantization interaction vs broken quantized save/load roundtrip; same broad area but not the same concrete defect." + "reason": "Quantization offloading behavior and sinq save/load corruption are different bugs." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning vs CUDA OOM on GPT-oss-20b; unrelated." + "reason": "Import warning on path handling is unrelated to CUDA out-of-memory." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure vs unexpected zero probabilities in SigLIP2; no overlap in bug mechanism." + "reason": "torch.jit.script GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed ZeRO-3 gradient anomaly vs model loading failure for Phi-4 multimodal; different subsystems." + "reason": "DeepSpeed gradient instability does not match Phi-4 multimodal loading failure." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-states regression vs FP8 weight_scale omission on checkpoint load; both are model regressions but distinct." + "reason": "Qwen3.5 hidden-states bug and FP8 weight_scale omission are different regressions." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing ineffective with LoRA vs gradient checkpointing forbidden in eval mode; related theme, but different concrete problems." + "reason": "LoRA gradient-checkpointing ineffectiveness is distinct from checkpointing being invalid in eval mode." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Missing decorator in Qwen3.5 rotary-pos-emb registration vs missing TP-plan entries causing OOM/shape errors; different bugs." + "reason": "Qwen3.5 rotary-registration crash and missing tp-plan entries are separate issues." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "xLSTM return_last_states unpacking crash vs PEFT+DeepSpeed ZeRO-3 checkpoint error; separate training issues." + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer _gpu_broadcast_one NoneType errors." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "Tokenizer inconsistency vs Trainer NoneType broadcast error; unrelated." + "reason": "xLSTM return_last_states unpacking crash and PEFT/ZeRO-3 checkpoint errors are different code paths." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 multi-GPU OOM vs Gemma4 PLE device mismatch with device_map=auto; same family but different failure modes." + "reason": "Gemma4 multi-GPU OOM is not the same as a device-map forward mismatch in PLE." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error vs flash_attn import KeyError on Python 3.13; distinct code paths." + "reason": "Template-node compilation failure and flash_attn import mapping error are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Extra space after added token vs trainer token-count state not updating; not the same tokenizer behavior." + "reason": "Extra-space tokenizer behavior does not duplicate a TrainerState token counter bug." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids default vs Gemma4 multi-GPU inference OOM; unrelated." + "reason": "Missing mm_token_type_ids default for fine-tuning is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention.py AttributeError on s_aux=None vs quantized model save/load breakage; different components and symptoms." + "reason": "flash_attention s_aux=None crash and sinq persistence corruption affect different subsystems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash is separate from KV-cache continuation indexing." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." } ] }, @@ -8887,7 +9003,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:29870", "issue:29942", @@ -8899,24 +9015,23 @@ "issue:42915", "issue:43065", "issue:43295", + "issue:43334", "issue:43450", "issue:43493", + "issue:43525", "issue:43540", "issue:43550", "issue:43572", "issue:43575", - "issue:43701", "issue:43824", "issue:43844", "issue:43873", "issue:43937", "issue:43957", "issue:44186", - "issue:44423", "issue:44521", "issue:44554", "issue:44610", - "issue:44734", "issue:44869", "issue:44977", "issue:45072", @@ -8939,11 +9054,9 @@ "issue:46821" ], "soft_pairs": [ - "issue:44423|issue:44734", - "issue:43493|issue:43701", "issue:43937|issue:46701", - "issue:44869|issue:46752", "issue:41720|issue:46710", + "issue:44869|issue:46752", "issue:44554|issue:45446", "issue:37428|issue:43957", "issue:43065|issue:46369", @@ -8968,237 +9081,232 @@ "issue:45200|issue:45823", "issue:29870|issue:29942", "issue:42490|issue:43493", - "issue:39692|issue:46192", "issue:43295|issue:43493", + "issue:39692|issue:46192", "issue:42915|issue:43824", - "issue:44521|issue:45290" + "issue:44521|issue:45290", + "issue:43334|issue:43525" ], - "prepared_review_unit_hash": "e3035813d880ac9fe3131ce0141d629aec32672ccfa52ece502b2427922101a8", + "prepared_review_unit_hash": "e0f8c30388d8d8c4afbe70044c85d9742595791781e330beff99f656817c85db", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37717, - "estimated_input_tokens": 9430, - "estimated_eval_tokens": 19116 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36827, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated bugs in serving, multimodal processors, attention kernels, loading/config handling, and model-specific regressions. None of the soft pairs look like the same underlying defect or change, so I would not merge any of them as duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43873 is the broadest and most active report in the set (open, many discussion entries, multiple inbound references), so it is the best anchor issue even though the cluster itself is not cohesive.", + "summary": "These soft links are mostly false positives: the titles describe different bugs, regressions, or model-specific failures rather than the same underlying change. No PRs are present. If a single issue must anchor the set, issue 43873 is the most active/reference-heavy, but this is not a true duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43873 is the strongest anchor by engagement and inbound references, but the overall set is too heterogeneous to treat as one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest triage signal and the widest scope among the listed issues, making it the most useful representative for this cluster.", + "best_issue_reason": "43873 is the best single issue to keep as an anchor if forced, because it has the most discussion/reference signal; otherwise these should be split by topic.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both involve transformers serve crashes, but one is a multimodal model `.to` attribute error and the other is a KV-cache continuation indexing bug; different code paths and failure modes." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated bugs." - }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig and a broken image-text-to-text pipeline are different issues." + "reason": "Different failures: GLM generation config validation vs a DiffusionGemma pipeline output issue." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "Whisper timestamp decoding with a trailing replacement character is unrelated to apply_chat_template on an empty list." + "reason": "Unrelated problems: Qwen3 auto device mapping CUDA assert vs a DeepSeek accuracy regression after upgrade." }, { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "One is an auto device mapping cuda assert, the other is an accuracy regression after upgrade; not the same defect." + "reason": "Whisper timestamp decoding crash is unrelated to apply_chat_template on an empty list." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are separate problems." + "reason": "Both touch attention code, but one is an MPS correctness bug and the other is a PyTorch version check import bug." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing flash_attention import and torch.device('meta') loading failures are distinct loading/runtime issues." + "reason": "Different code paths: flash-attention import error vs meta-device model loading breakage." }, { "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": "Same model family, but dummy Conv2d setup and memory overflow are different concrete bugs." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video input shape bugs are different multimodal failures." + "reason": "Both are processor issues, but one is tokenizer/image handling and the other is batched video shape handling." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." + "reason": "Qwen flash-attention generation failure is unrelated to the DiffusionGemma pipeline issue." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting on failed training jobs do not share a code-path." + "reason": "FlashAttention test failures are unrelated to MLflow reporting after training failure." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "A flash-attention generation bug is unrelated to an accuracy regression after version upgrade." + "reason": "Different models and symptoms: flash-attention generation bug vs accuracy regression." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are not the same issue." + "reason": "bfloat16 dtype mismatches are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "A flash_attention.py crash on sink-less models and an AutoModelForCausalLM.from_config text_config unwrapping bug are separate." + "reason": "Flash-attention sink-less model crash is unrelated to composite Qwen config unwrapping." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope parameter conversion TypeError." + "reason": "Gemma4Processor _tokenizer crash and rope-validation list TypeError are separate bugs." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are different bug classes." + "reason": "Processor/tokenizer regression is unrelated to offloading with quantization." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are unrelated." + "reason": "Both are missing-attribute reports, but for different configs and different fields." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe and Gemma 4 token type defaults are different multimodal issues." + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-map forward mismatch and return_tensors being ignored with text_kwargs are unrelated API bugs." + "reason": "Device-mismatch forward bug is unrelated to return_tensors being ignored." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is not the same as return_tensors precedence behavior." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to return_tensors handling." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "A processor.tokenizer regression is unrelated to OmDet-Turbo producing the wrong image size." + "reason": "Different processor regressions: tokenizer/image access vs wrong processor output size." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video shape handling and tensor-parallel OOM on Qwen2-57B are different problems." + "reason": "Batched video shape bug is unrelated to tensor-parallel loading OOM." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx and meta-device loading breakage do not share a concrete failure path." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to meta-device loading failures." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to gradient growth under ZeRO-3." + "reason": "torch.compile SDPA failure and ZeRO-3 gradient explosion are different training/runtime bugs." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Flash-support import failure and missing Qwen2_5_VLForConditionalGeneration export are different import problems." + "reason": "Different import errors for different symbols; not the same underlying failure." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "A flash_attn KeyError on Python 3.13 and a BACKENDS_MAPPING validation error for tensorflow_text are unrelated." + "reason": "flash_attn lookup on Python 3.13 is unrelated to tensorflow_text backend mapping." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 PLE device mismatch are separate issues." + "reason": "Defaulting mm_token_type_ids and device_map auto forward mismatch are separate Gemma 4 issues." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures do not describe the same bug." + "reason": "Bart generate UnboundLocalError is unrelated to FlashAttention 2 test failures." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local model import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "SigLIP2 documentation example errors are not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "Custom processor.tokenizer regression is unrelated to SigLIP2 JAX/HF discrepancy." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "processor.tokenizer regression in custom model code and SigLIP2 HF/JAX discrepancy are unrelated." + "reason": "SigLIP2 documentation/example issues are unrelated to return_tensors handling." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2_5_VL import error are different model/import issues." + "reason": "FineGrainedFP8Config failure is unrelated to a Qwen2.5-VL import error." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs and crashes on assistant messages with tool calls/no content are distinct apply_chat_template bugs." + "reason": "Both involve apply_chat_template, but one is assistant_masks becoming zero and the other is a crash on tool-call messages." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they are different model configs and not clearly the same bug." } ] }, @@ -9220,7 +9328,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:28218", "issue:35141", @@ -9228,12 +9336,11 @@ "issue:41720", "issue:43262", "issue:43278", - "issue:43334", "issue:43335", "issue:43425", "issue:43450", "issue:43452", - "issue:43525", + "issue:43526", "issue:43550", "issue:43606", "issue:43653", @@ -9247,10 +9354,10 @@ "issue:44112", "issue:44442", "issue:44466", - "issue:44479", "issue:44561", "issue:44610", "issue:44737", + "issue:44792", "issue:44857", "issue:44898", "issue:45083", @@ -9261,6 +9368,8 @@ "issue:45381", "issue:45412", "issue:45520", + "issue:45563", + "issue:45593", "issue:46192", "issue:46209", "issue:46234", @@ -9271,22 +9380,21 @@ "issue:46932" ], "soft_pairs": [ - "issue:43334|issue:43525", "issue:43278|issue:43856", "issue:28218|issue:35141", - "issue:44737|issue:46894", "issue:45381|issue:46209", "issue:43824|issue:43975", "issue:44466|issue:45127", + "issue:44737|issue:46894", "issue:43262|issue:43450", "issue:43975|issue:45520", + "issue:43653|issue:44112", "issue:43950|issue:46285", "issue:43452|issue:46512", - "issue:43653|issue:44112", - "issue:44561|issue:46234", "issue:44442|issue:45198", + "issue:44561|issue:46234", "issue:45200|issue:46899", - "issue:44479|issue:46192", + "issue:43526|issue:46192", "issue:43819|issue:44112", "issue:44898|issue:45412", "issue:43335|issue:43550", @@ -9297,198 +9405,213 @@ "issue:43819|issue:45083", "issue:37428|issue:43425", "issue:43606|issue:45083", - "issue:43827|issue:43901" + "issue:43827|issue:43901", + "issue:43335|issue:43653", + "issue:44792|issue:45563", + "issue:44857|issue:45593" ], - "prepared_review_unit_hash": "e7930712514a78cb360f9187e086c9c173a656567234af2c2f789707d6fb055e", + "prepared_review_unit_hash": "05784e981f70bf796c6f825158df220f9704cb935b544df53eeacfc2493fcb4d", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35630, - "estimated_input_tokens": 8908, - "estimated_eval_tokens": 18072 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated transformers bugs/docs regressions that only share broad themes like tokenizer/model loading, multimodal processing, or v5 regressions. The soft pairs look superficially similar but do not describe the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43950 is the strongest standalone report in the set: it describes a concrete core `from_pretrained` regression with a clear failure mode and broad library impact.", + "summary": "This looks like a loose similarity bucket of mostly unrelated Transformers bug reports. I don\u2019t see any soft pair that is the same underlying bug/change, so all soft edges are rejected. The most central issue is 46894, but only as a representative anchor, not as a duplicate match.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46894 is the best cluster anchor by discussion/inbound-reference strength and has a concrete, well-scoped bug report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the best representative issue overall because it is self-contained, high-signal, and concerns a central loading/serialization path rather than a model-specific edge case.", + "best_issue_reason": "issue:46894 is the strongest overall issue candidate in this set, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and appear to be separate integration bugs." - }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "One is a dtype change in `evaluate()`, the other is Qwen3 MoE memory usage; different symptoms and code paths." + "reason": "Different failures: dtype drift in embedding layers vs Qwen3 MoE training memory usage." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing." - }, - { - "left": "issue:44737", - "right": "issue:46894", - "accept": false, - "reason": "CPU `arange` device placement and ASR training double-shift are unrelated defects." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "A video position-id regression and an FP8/B200 inference failure are different problems." + "reason": "Qwen2.5-VL rope/position-id bug is unrelated to FP8 inference failure on B200." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing a missing class and incorrect detokenization are different failure modes." + "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to DeepSeek detokenization." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both touch tied weights, but one is serialization inconsistency while the other is LoRA merge collapse after vocab extension." + "reason": "Both touch tied weights, but one is serialization-device behavior and the other is LoRA merge collapse; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement bug is unrelated to CohereASR training-loss shifting." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sample-rate handling is unrelated to batched video output-shape bugs." + "reason": "Audio chat-template sampling-rate default is unrelated to batched video shape handling." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization corruption and a flash-attn import KeyError do not share a concrete code path." + "reason": "Incorrect detokenization and a Python 3.13 flash_attn import KeyError are separate issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to a GraniteSpeech CI device-override test failure." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to CLIP text-model structure inconsistency." + "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text-model structure differences." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "GGUF loading failures and stale `config.dtype` after `from_config()` are separate API bugs." + "reason": "gguf_file loading failure is unrelated to stale config dtype after from_config()." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Tokenizer special-token registration and a stale CI test are not the same bug." + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are different model-specific bugs." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "These are different missing-import regressions affecting different symbols and remote-code paths." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Both involve FastSpeech2ConformerTokenizer, but one is AutoTokenizer loading and the other is save/tokenization behavior; not enough to treat as the same defect." + "reason": "Missing different import-utils symbols; these are separate API-regression reports." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Defaulting multimodal token type IDs is unrelated to unsafe dtype casts in quantized embedders." + "reason": "Text-only mm_token_type_ids defaulting and quantized Gemma4 embedders dtype casting are distinct problems." }, { - "left": "issue:44479", + "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "A video-input regression and `return_tensors` being ignored are different API issues." + "reason": "BeitImageProcessorFast label reduction is unrelated to return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch has nothing to do with a stale CI test." + "reason": "DAC latent reconstruction mismatch is unrelated to a GraniteSpeech CI test issue." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default-resolution failure and RT-DETR memory release are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory release are separate model behaviors." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and Bamba torch.compile/SDPA failure are different code paths." + "reason": "SwitchTransformers config construction and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "`mm_token_type_ids` defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." + "reason": "Default mm_token_type_ids and Qwen2.5-VL still-image position-id scaling are different bugs." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "These are both Gemma4-related, but one is token-type defaults and the other is quantized embedder dtype casting; different bugs." + "reason": "Text-only Gemma4 defaults and quantized vision/audio dtype casting are not the same underlying issue." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device mapping on A800 and FP8 inference on B200 are distinct hardware/runtime issues." + "reason": "Both are hardware-related failures, but they involve different models and different root causes." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output-size mismatch and AMP/CUDA loss crash are unrelated." + "reason": "OmDet input-size mismatch and LwDetr AMP crash are unrelated detection bugs." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent mismatch and qwen3_omni_moe length-helper behavior are different components and failures." + "reason": "DAC.from_latents mismatch is unrelated to Qwen3 Omni MoE feature-length computation." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "A missing flash-attention helper import and Torch 2.10 incompatibility are not the same bug." + "reason": "A missing internal flash-attention import and Torch 2.10 incompatibility are not the same bug." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and a feature-length helper bug are unrelated." + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe length computation." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they refer to different API removals and different pages; not the same underlying change." + "reason": "Both are docs-related, but they concern different APIs and different v5 behavior changes." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale generate() warning." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are separate defects." } ] }, @@ -9510,7 +9633,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:28282", "issue:29942", @@ -9520,6 +9643,7 @@ "issue:35141", "issue:37428", "issue:38175", + "issue:39692", "issue:42490", "issue:43335", "issue:43388", @@ -9528,26 +9652,25 @@ "issue:43550", "issue:43606", "issue:43611", - "issue:43653", + "issue:43819", "issue:43854", "issue:44112", "issue:44206", "issue:44351", "issue:44448", "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", "issue:44617", "issue:44743", - "issue:44792", "issue:44855", - "issue:44857", "issue:45083", "issue:45290", "issue:45412", "issue:45520", - "issue:45563", "issue:45584", "issue:45588", - "issue:45593", "issue:45759", "issue:45859", "issue:46170", @@ -9562,16 +9685,13 @@ "issue:46858" ], "soft_pairs": [ - "issue:44792|issue:45563", - "issue:43335|issue:43653", - "issue:44857|issue:45593", "issue:46512|issue:46821", "issue:44206|issue:45584", - "issue:45759|issue:46285", "issue:28282|issue:33357", - "issue:43388|issue:43526", + "issue:45759|issue:46285", "issue:38175|issue:45412", "issue:29942|issue:32090", + "issue:43388|issue:43526", "issue:43611|issue:44466", "issue:43335|issue:43504", "issue:44855|issue:45083", @@ -9579,8 +9699,8 @@ "issue:43550|issue:44112", "issue:43335|issue:45083", "issue:43335|issue:44112", - "issue:45520|issue:46170", "issue:46431|issue:46566", + "issue:45520|issue:46170", "issue:45290|issue:46326", "issue:43335|issue:43606", "issue:44448|issue:44743", @@ -9588,207 +9708,210 @@ "issue:44617|issue:46697", "issue:42490|issue:43854", "issue:45588|issue:45859", - "issue:34689|issue:35141" + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:44514|issue:44521", + "issue:39692|issue:43526" ], - "prepared_review_unit_hash": "b19827e7e07f22ae33b5d7e2e501b978390ea1fb2f1a59e1d5456c714a2af2f9", + "prepared_review_unit_hash": "f4d264bfad04850203a880f88a8816241588364909b8cd40963cf8d191eeced2", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36254, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "serialized_chars": 36299, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues rather than one duplicate family. The soft-similarity pairs share broad subsystem vocabulary at best, but none look like the same concrete bug or fixable with a single PR.", - "confidence": 0.86, - "canonical_issue_reason": "No single issue is a clear duplicate hub for the cluster; the items span unrelated failures across model loading, tokenizers, cache logic, audio/vision processors, and training/runtime backends.", + "summary": "No proposed soft edge looks like a true duplicate pair; the set is broadly heterogeneous and most matches only share a subsystem keyword (chat templates, cache, imports, loading) rather than the same concrete bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is active, has inbound references, and describes a concrete, reproducible bug in `apply_chat_template` with clear user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43335 is the strongest standalone report here: it has the highest discussion volume and a concrete, reproducible runtime failure. It is still not a duplicate of the other items, but it is the best representative issue in the set.", + "best_issue_reason": "issue:44521 is also the best standalone issue to keep as the representative bug report because it is specific, reproducible, and well-discussed.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Both are generation-related, but one is a Janus image-generation test failure and the other is a stale warning about paged generate/num_return_sequences; different bugs and code paths." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "MacOS CLIP bus error vs BigBirdTokenizer special-token registration; unrelated subsystems and failure modes." - }, - { - "left": "issue:44857", - "right": "issue:45593", - "accept": false, - "reason": "AMP crash in LwDetrImageLoss is not the same bug as D-FINE dropping auxiliary losses when denoising is off." - }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale config dtype after from_config is unrelated to TimesFM's window_size AttributeError." + "reason": "Different failures: stale `config.dtype` vs `window_size` attribute error in TimesFM 2.5." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Both touch audio-related preprocessing, but one is an unsupported center argument and the other is empty transcription after special-token alignment; different code paths." - }, - { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "Composite Qwen text_config unwrapping and CLIP text-model structure changes are distinct model-loading issues." + "reason": "Unrelated code paths: feature extractor `center` arg crash vs Whisper empty-transcription failure after token alignment." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import and a MacOS CLIP bus error are unrelated." + "reason": "ImportError for missing PyTorch vs MacOS bus error in community CLIP loading; not the same bug." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Different label-handling bugs: one drops tuple elements in gather_for_metrics, the other truncates labels in BeitImageProcessorFast." + "reason": "Different model families and failure modes: Qwen multimodal `text_config` unwrap vs CLIP text model structure change." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities and RT-DETR memory not releasing are different bugs with different symptoms." + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated bugs." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and a _gpu_broadcast_one NoneType error in Trainer are unrelated." + "reason": "Flash Attention 2 test failures are not the same as a Trainer `_gpu_broadcast_one` `NoneType` error." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different layers: metric gathering/truncation bug vs Beit image-processor label reduction bug." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both involve v5 model compatibility, but one is base_model_prefix loading and the other is lm_head serialization/tied weights." + "reason": "Model loading with `base_model_prefix` is unrelated to tied-weight serialization differing by device." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "CLIP MacOS bus error vs BEiT legacy-field load failure; not the same bug." + "reason": "SwitchTransformers sparse-layer config bug and Beit legacy-field loading bug are not the same issue." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 torch.jit parsing failure is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 import parsing error in DebertaV2 vs Qwen3 Omni MoE feature-length helper behavior." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "max_cache_length being ignored for quantized cache is a different cache bug from device-tensor seq_length breaking static-cache arithmetic." + "reason": "Both cache-related, but one is `max_cache_length` handling and the other is a device-tensor seq-length arithmetic bug." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile SDPA failure and GraniteSpeech stale device-override CI failure are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a stale CI device-override test in GraniteSpeech." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to qwen3_omni_moe feature-length helper arithmetic." + "reason": "Different models and code paths: SwitchTransformers config creation vs Qwen3 Omni MoE helper output lengths." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "MacOS CLIP bus error and GraniteSpeech stale device override are unrelated." + "reason": "SwitchTransformers config bug and GraniteSpeech CI test failure are unrelated." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "flash_attn KeyError on Python 3.13 and Windows ROCm distributed import failure are different import/runtime issues." + "reason": "Missing chat template error and DiffusionGemma `meta`-device loading bug are different problems." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Missing chat template ValueError and DiffusionGemma staying on meta with device_map=auto are unrelated." + "reason": "Different platform/dependency issues: `flash_attn` import key error on Python 3.13 vs Windows ROCm `torch.distributed` dependency." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templating, but one crashes on assistant tool calls with no content while the other is a mistral_common continue_final_message bug; not the same path." + "reason": "Both involve chat templating, but one crashes on tool-call messages and the other concerns `continue_final_message` for mistral_common tokenizers." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "CLIP bus error on MacOS and bark-small CPU-offload device mismatch are different bugs." + "reason": "SwitchTransformers config creation and Bark CPU-offload device mismatch are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output regression and qwen recurrent-state reset with cache are unrelated model behavior bugs." + "reason": "Pegasus v4/v5 output mismatch is not the same as recurrent-state reset behavior in modular Qwen3.5." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Missing _flash_supports_window_size and missing HybridCache are both import errors, but for different symbols and causes." + "reason": "Different missing symbols in different import paths: `_flash_supports_window_size` vs `HybridCache`." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM for Sam3Video is unrelated to Swin2SR image over-padding." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning and GLM-4.7-Flash test loading failure are different issues." + "reason": "Trailing-slash local-path import warning and GLM-4.7-Flash model loading failure are different issues." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different code paths." + "reason": "Flash attention `s_aux=None` crash and Qwen3_5Moe CPU-offload incompatibility are different code paths." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision load regression and post_init reinitializing lm_head on resize are unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null + "reason": "Llama 3.2 Vision model-loading regression and token-embedding resize/reinit bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/from_latents mismatch and unexpected `position_id` keys are separate model bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is batched padding behavior and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Beit image-processor label reduction are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null }, { "label": "issue", @@ -9801,7 +9924,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:10000", "issue:15354", @@ -9816,26 +9939,24 @@ "issue:33357", "issue:34689", "issue:35141", + "issue:37428", "issue:38175", "issue:39692", + "issue:42175", "issue:42490", "issue:43278", "issue:43329", - "issue:43526", "issue:43550", "issue:43575", "issue:43606", "issue:43701", "issue:43720", - "issue:43819", "issue:43825", "issue:44112", "issue:44206", "issue:44360", "issue:44448", "issue:44493", - "issue:44514", - "issue:44521", "issue:44561", "issue:44779", "issue:44857", @@ -9843,7 +9964,9 @@ "issue:45083", "issue:45127", "issue:45245", + "issue:45290", "issue:45310", + "issue:45381", "issue:45459", "issue:45478", "issue:45593", @@ -9852,9 +9975,6 @@ "issue:47000" ], "soft_pairs": [ - "issue:43819|issue:44493", - "issue:44514|issue:44521", - "issue:39692|issue:43526", "issue:43606|issue:44857", "issue:29127|issue:32090", "issue:44206|issue:45823", @@ -9870,8 +9990,8 @@ "issue:45127|issue:45245", "issue:44857|issue:45072", "issue:32090|issue:33357", - "issue:43550|issue:45083", "issue:42490|issue:43575", + "issue:43550|issue:45083", "issue:38175|issue:44493", "issue:45459|issue:46234", "issue:44360|issue:44561", @@ -9879,213 +9999,209 @@ "issue:27957|issue:34689", "issue:29942|issue:35141", "issue:29870|issue:32090", - "issue:43278|issue:43329" + "issue:43278|issue:43329", + "issue:37428|issue:42175", + "issue:45290|issue:45381" ], - "prepared_review_unit_hash": "d9a3d0d8e487b3059b94309302e0054f466ff424ba0b42416ad13425b1919173", + "prepared_review_unit_hash": "e368acb149a85ea06e49200d8521d7a7485fc86cae02ebe82822fe63752a6e41", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35578, - "estimated_input_tokens": 8895, - "estimated_eval_tokens": 18046 + "soft_pair_count": 27, + "serialized_chars": 35317, + "estimated_input_tokens": 8830, + "estimated_eval_tokens": 17916 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; almost all soft pairs are clearly different bugs. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression (45310/45478).", + "summary": "The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression. All other soft pairs look like distinct bugs or unrelated code paths and should remain separate.", "confidence": 0.89, - "canonical_issue_reason": "issue:45478 is the cleanest canonical anchor: it is an exact duplicate of 45310 with the same concrete Qwen3.5 MoE `from_pretrained` failure and slightly more discussion.", + "canonical_issue_reason": "issue:45310 is the better canonical for the duplicate Qwen3.5 MoE reports because it is the earlier report and describes the same `transformers>=5.4.0` `from_pretrained` failure on the same model.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the best representative issue in the cluster because it captures the only true duplicate pair and states the bug concretely and consistently.", + "best_issue_reason": "issue:45310 is the strongest issue candidate overall: it is a precise bug report with a clear version gate, exact affected model, and a near-identical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43819", - "right": "issue:44493", - "accept": false, - "reason": "Different problems: DAC latent conversion parity vs a broad model-loading unexpected-key warning." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Same subsystem, but different symptoms and conditions: batched padding=False crash vs all-zero assistant masks for multimodal inputs." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "Unrelated: SigLIP2 docs/example issues versus BEiT fast processor label reduction bug." - }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different code paths: CPU offload device mismatch vs float16 AMP crash in a detection loss." + "reason": "Different failures and subsystems: CPU offload device mismatch for Bark vs AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message/validation issue is unrelated to Trainer `_gpu_broadcast_one` NoneType failure." + "reason": "Unrelated problems: LayoutLMv3 error-message clarity vs Trainer `_gpu_broadcast_one` NoneType type error." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Both are device-related, but they affect different models and distinct failure modes; not the same bug." + "reason": "Different code paths: feature-extractor argument validation vs Gemma4 PLE forward device mismatch." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Doc/example errors are not the same underlying issue as the unexpected key/position-id regression." + "reason": "One is a SigLIP2 documentation/example issue; the other is a generic position-id warning across many models." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Training/eval dtype drift is unrelated to the v5 pipeline translation-support error message." + "reason": "BF16/FP32 dtype drift in evaluation is unrelated to a pipeline error message about translation tasks." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." + "reason": "Tokenizer spacing bug and Trainer broadcast TypeError are different bugs." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Completely different models and failures: German DistilBERT issue vs torch.jit generator expression export problem." + "reason": "Different model/export issues: DistilBertModel error vs TorchScript `GeneratorExp` limitation during ViT export." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading bug vs GraniteSpeech CI test failure are different issues." + "reason": "Different CI failures with different causes: packed-weight loading vs stale device override test." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Resume/checkpoint key mismatch is unrelated to a qwen3_omni_moe helper bug." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v4/v5 regressions, but in different subsystems: Pegasus output drift vs DeepSeek tokenizer regression." + "reason": "Different regressions: Pegasus output changes vs DeepSeek tokenizer correctness." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact duplicate reports of the same Qwen3.5 MoE `from_pretrained` regression with the same title and root cause." + "reason": "Same exact bug report: identical title, same affected model (`Qwen3.5 Moe`), and the same `transformers>=5.4.0` `from_pretrained` failure." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Resume-from-checkpoint epoch-iterator empty error is not the same as FineWeb training not starting." + "reason": "Both mention training startup/resume pain, but the concrete failures are different and not the same bug." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge/vocab-collapse bug is unrelated to the 2^24 category-limit RuntimeError." + "reason": "LoRA embedding collapse is unrelated to the category-cardinality runtime error." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both involve numeric precision, but they are different failures in different models and code paths." + "reason": "Both are mixed-precision crashes, but they affect different models and different failure modes." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType broadcast failure is unrelated to the MacOS bus error on a CLIP model." + "reason": "A Trainer broadcast NoneType error is not the same as a MacOS bus error with a community CLIP model." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "torch.compile/SDPA failure and qwen3_omni_moe feature-length bug are unrelated." + "reason": "Import warning for local paths and tensor-parallel OOM are unrelated." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Local-path import warning is unrelated to Qwen2-57B tensor-parallel OOM." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero-probability behavior is a different bug from the unexpected key/position-id warning." + "reason": "SigLIP2 zero probabilities and unexpected position-id keys are different model behaviors." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error handling and missing `is_falcon_mamba_ssm_available` symbol are unrelated." + "reason": "Tokenizer/protobuf error handling and a missing import_utils availability helper are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to v5 removal of `is_torch_fx_available`." + "reason": "DSA indexer activation-function discussion is unrelated to `is_torch_fx_available` removal breaking remote-code models." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Both are detection-loss issues, but they describe different concrete failures and code paths." + "reason": "Different object-detection losses and different failure mechanisms; not the same underlying bug." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support issue and model-loading regression are different bugs." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 Vision model loading regression." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests are unrelated to embedding reinitialization after resizing token embeddings." + "reason": "CI failures in Flash Attention tests do not match embedding reinitialization after resizing token embeddings." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART `generate()` decoder mask bug is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Bart generation `decoder_attention_mask` bug is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Training/eval dtype drift is unrelated to the undefined-name bug in the video branch of `_get_num_multimodal_tokens`." + "reason": "BF16/FP32 dtype mismatch is unrelated to undefined variables in the multimodal video token-count path." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention import helper is unrelated to backend installation extras for TensorFlow." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are different prompt-processing issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Summary is well grounded in the packet and stays conservative on the soft pairs. The only clearly supported duplicate is 45310/45478, which share the same title and specific Qwen3.5 MoE from_pretrained regression. No soft-edge verdict appears overstated." + "accept": false, + "feedback": "Rejecting because one key claim is not grounded in the packet: `issue:45310` does not have more discussion than `issue:45478` (discussion_activity is 2 vs 4). The duplicate-pair conclusion itself looks plausible, but the canonicalization rationale overstates the evidence, so the output is not conservative enough." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -10101,7 +10217,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:25251", "issue:29127", @@ -10110,11 +10226,9 @@ "issue:33290", "issue:33357", "issue:34567", - "issue:37428", "issue:39692", "issue:40444", "issue:41720", - "issue:42175", "issue:42490", "issue:43257", "issue:43278", @@ -10125,6 +10239,7 @@ "issue:43701", "issue:43873", "issue:43927", + "issue:43976", "issue:44186", "issue:44361", "issue:44448", @@ -10139,7 +10254,7 @@ "issue:45198", "issue:45229", "issue:45290", - "issue:45381", + "issue:45440", "issue:45588", "issue:45698", "issue:45823", @@ -10153,16 +10268,14 @@ "issue:47276" ], "soft_pairs": [ - "issue:37428|issue:42175", - "issue:45290|issue:45381", "issue:44464|issue:46424", "issue:43257|issue:43299", "issue:29870|issue:33290", "issue:44448|issue:44977", "issue:43278|issue:43381", - "issue:40444|issue:43526", "issue:44855|issue:46399", "issue:32090|issue:33290", + "issue:40444|issue:43526", "issue:25251|issue:32090", "issue:45290|issue:46655", "issue:43927|issue:45698", @@ -10176,222 +10289,217 @@ "issue:43381|issue:43701", "issue:44871|issue:44977", "issue:44448|issue:44466", - "issue:46421|issue:46858", "issue:33357|issue:39692", + "issue:46421|issue:46858", "issue:44186|issue:45198", "issue:45588|issue:45823", "issue:43278|issue:43575", + "issue:44361|issue:45198", "issue:41720|issue:45229", - "issue:44361|issue:45198" + "issue:43976|issue:45440" ], - "prepared_review_unit_hash": "b53ca65699c65d88e88573f571486140ec46d27b1e784450caf6b9282b9c7b98", + "prepared_review_unit_hash": "56df003b2482ece3820e98c463c67996f0bc02adcfa939508e82c9d4db04a616", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36957, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the issues span unrelated regressions in tokenizers, cache/compile paths, model loading, docs, and trainer/runtime behavior. The semantic overlap is mostly broad subsystem vocabulary rather than the same concrete bug or fix.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 45920 is the best representative if one must be chosen: it has broad model impact, multiple inbound references, and a concrete regression description. That said, the cluster as a whole is heterogeneous, so this is only a weak canonical fit.", + "summary": "These are mostly unrelated issues spanning tokenization, generation, caching, quantization, device placement, and model-loading regressions. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so all soft edges should stay rejected. Issue 43873 is the best triage anchor because it\u2019s the only open item and has the most inbound references/discussion.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43873 has the highest engagement and inbound references, and it is the only open report, so it is the best representative anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the most central/high-signal issue in the set and the closest thing to a cluster anchor; the rest are mostly isolated, non-duplicate failures.", + "best_issue_reason": "issue:43873 is the strongest single issue to surface because it is active, widely referenced, and broad enough to serve as the triage entry point.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:37428", - "right": "issue:42175", - "accept": false, - "reason": "Unrelated problems: a flash-attention import error vs TensorFlow missing from a torch-only install." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Both are chat/VL input bugs, but one is apply_chat_template tool-call handling and the other is Qwen2.5-VL video vision_position_ids." - }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both touch cache/generation, but one is chunked generation with compiled forward and the other is max_cache_length behavior for quantized cache." + "reason": "Different bug classes: compiled-forward generation inconsistency vs cache max length being ignored for quantized cache." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Same model family, different failure modes: accelerate+deepspeed weight conversion vs v5 load break for Qwen3VL MoE." + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a v5 loading regression for Qwen3VL MoE models." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Bart generate() UnboundLocalError is unrelated to a DeepSpeed Adafactor OOM." + "reason": "UnboundLocalError in BART generate() is unrelated to DeepSpeed Adafactor OOM." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different bugs: Pegasus output regression vs Qwen3.5 flash-attention generation failure." + "reason": "Different models and failure modes: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "One is dtype drift in evaluate; the other is gradient checkpointing being invalid in eval mode." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Different components and symptoms: Qwen2.5-VL iterable multi-image finetuning vs BeitImageProcessorFast label reduction." + "reason": "Embedding dtype mismatch in evaluate is not the same as gradient checkpointing being disallowed in eval mode." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorator-related failures, but they are distinct import/parse vs registration issues in different model code paths." + "reason": "Python 3.13 import/parsing failure in DebertaV2 is unrelated to a missing decorator error in Qwen3.5 kernel registration." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Adafactor memory blowup under DeepSpeed." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Adafactor OOM under DeepSpeed." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different image-processor/training path bugs; multi-image IterableDataset failure is not the same as BeitImageProcessorFast label reduction." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change is unrelated to trainer GPU broadcast type errors." + "reason": "Pipeline top_k nesting regression has nothing to do with Trainer GPU broadcast of NoneType." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "apply_chat_template tool-call crash and SmolVLM video padding bug are different code paths." + "reason": "Chat-template tool-call crash and video padding miscalculation are separate preprocessing bugs." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one is config token IDs lost and the other is wrong custom module loading." + "reason": "Both touch save/load behavior, but custom token IDs being lost is a different serialization bug from loading the wrong custom module." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer regression vs return_tensors being ignored when text_kwargs is passed are different API bugs." + "reason": "Tokenizer wrong IDs across models is not the same as return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure is not the same as multi-GPU CUDA OOM." + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:44530", "right": "issue:47276", "accept": false, - "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a misleading synced_gpus warning." + "reason": "PagedAttentionCache invalid group type is a concrete runtime crash, not the same as a misleading synced_gpus warning." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "One is a trust_remote_code API removal breakage; the other is a DeepSeek tokenizer regression." + "reason": "Breaking trust_remote_code via removed helper is a different issue from DeepSeek tokenizer output regression." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning is unrelated to quantization offloading not working." + "reason": "Local-path trailing slash warning is unrelated to quantization/offloading behavior." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same underlying bug." + "reason": "Quantization offloading expectations and Gemma4 multi-GPU OOM are different problems." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue is unrelated to TrainerState token-count tracking." + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counting not updating." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + "reason": "Eval-mode gradient checkpointing restriction does not match resume_from_checkpoint key mismatch." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Gemma-3 eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output regression and lm_head.weight serialization inconsistency are distinct v4/v5 issues." + "reason": "Both are v4/v5 regressions, but one is generation output drift and the other is serialization of lm_head.weight; not the same bug." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Both involve cache/prefill, but one is recompilation from lazy init and the other is a tensor-type bug in get_seq_length arithmetic." + "reason": "MacOS bus error on a CLIP model is unrelated to SigLIP2 documentation example errors." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 docs-example errors are unrelated." + "reason": "Spurious recompilation from lazy cache init is a different cache/compile issue than device-tensor seq length breaking slice arithmetic on non-CUDA backends." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated tokenizer/model bugs." + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention sinkless-model AttributeError and Gemma4 PLE device mismatch are different forward-path problems." + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different code paths and symptoms." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to Qwen2-57B tp loading OOM." + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen2-57B-A14B-Instruct TP OOM." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is not the same underlying issue as Wav2Vec2 save/tokenization failure." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Gemma4 multi-GPU OOM are different device-placement failures." + "reason": "Qwen3 auto device mapping cudaErrorAssert is distinct from Gemma4 multi-GPU OOM." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure are not the same bug." + "reason": "Python version compatibility breakage is unrelated to DeepSeekV3MoE divergence from the remote implementation." } ] }, @@ -10413,7 +10521,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:29127", "issue:29870", @@ -10426,15 +10534,16 @@ "issue:42915", "issue:42994", "issue:43065", + "issue:43334", "issue:43381", "issue:43412", "issue:43526", + "issue:43531", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", - "issue:43976", "issue:43994", "issue:44077", "issue:44206", @@ -10464,13 +10573,12 @@ "issue:47276" ], "soft_pairs": [ - "issue:43976|issue:45440", "issue:29942|issue:30064", "issue:43611|issue:46121", "issue:45198|issue:45803", "issue:44206|issue:44479", - "issue:44568|issue:45491", "issue:43412|issue:45588", + "issue:44568|issue:45491", "issue:29870|issue:34689", "issue:44077|issue:47276", "issue:43653|issue:44743", @@ -10483,219 +10591,220 @@ "issue:43065|issue:43994", "issue:29127|issue:33357", "issue:42490|issue:43381", - "issue:45491|issue:46693", "issue:43065|issue:45412", + "issue:45491|issue:46693", "issue:43575|issue:44387", "issue:29127|issue:35141", "issue:43994|issue:45412", "issue:45372|issue:45588", "issue:43526|issue:47217", "issue:45440|issue:45593", + "issue:45459|issue:45712", "issue:45406|issue:46701", - "issue:45459|issue:45712" + "issue:43334|issue:43531" ], - "prepared_review_unit_hash": "fcdc33d3d9843063a7b28c083868cf63b727fc74c8672824a695a9d783f76735", + "prepared_review_unit_hash": "60ffa977217124cace515b2584c9a3cb623bb67f4d5c57f296db38dcd7f75d76", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36002, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "serialized_chars": 36608, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are superficial: these issues cover many unrelated bugs, regressions, and feature gaps rather than one underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue; these reports span unrelated bugs/regressions across different models and subsystems.", + "summary": "This cluster is not a duplicate set; it mixes many unrelated issues across different models, processors, and regressions. No soft edge looks like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a reliable cluster representative for the same reason.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Different failure modes: Python-version compatibility vs model output divergence." - }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash-Attention 2 test failures vs void-segmentation image processing." + "reason": "Flash Attention test failures and void segmentation-map processing are unrelated subsystems and failure modes." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "`base_model_prefix` loading regression is unrelated to rope-parameter type handling." + "reason": "One is a model-loading/base_model_prefix regression; the other is a rope-validation TypeError from JSON-loaded lists." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure vs broad bare-except bug in Fuyu." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare except swallowing errors are different code paths and bugs." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported `center` arg in LaSR vs Qwen VL video-input regression." + "reason": "Unsupported feature arg crash vs video-input regression for Qwen models; not the same defect." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer special-token addition issue vs Gemma3 NaN embeddings." + "reason": "ExecuTorch export support issues and flash_attention sink-less-model AttributeError are unrelated." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Executorch export/guard problem vs flash-attention `s_aux=None` crash." + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different problems with different code paths." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate-mask bug vs Llama 3.2 vision model-loading regression." + "reason": "BART generate() decoder_attention_mask bug and Llama 3.2 Vision loading breakage are unrelated." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "PatchTSMixer `post_init` API issue vs misleading warning text." + "reason": "An optional post_init API change is not the same as a misleading synced_gpus warning." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird special-token decode bug vs Qwen recurrent-state reset." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent state reset are distinct bugs." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FP8 config failure vs quantized-model save failure." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and quantized model saving failure are separate issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs DeepSeek implementation divergence." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation discrepancies." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attn generation bug vs stale warning for `num_return_sequences`." + "reason": "Flash-attention generation behavior and a stale num_return_sequences warning are not the same bug." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird tokenizer decode issue vs FastSpeech2Conformer tokenizer loading." + "reason": "BigBirdTokenizer decode output and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "Torch export/check failure vs Wav2Vec2 save/tokenization failure." + "reason": "torch.export failures with torch_compilable_check are not related to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "TP OOM on Qwen2 vs checkpoint-key mismatch on resume." + "reason": "Tensor-parallel OOM on a specific model and resume_from_checkpoint key mismatch are different problems." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3 dummy Conv2d cleanup issue vs SigLIP2 bad outputs in AutoModel/pipeline." + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical AutoModel/pipeline results are unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-content error handling vs CLIP MacOS bus error." + "reason": "LayoutLMv3 box-information error messaging and a CLIP MacOS bus error are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash import warning vs gradient-checkpointing-in-eval bug." + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are different behaviors." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Gemma3 mixed-length NaNs vs long-context FA2 performance regression." + "reason": "Dummy pixel-decoder layer and RT-DETR memory not released are unrelated implementation issues." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Dummy layer cleanup vs RT-DETR memory release bug." + "reason": "Gemma3 NaN embeddings from mixed-length sliding-window batches and FA2 long-context performance regression are not the same bug." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Different OOM causes: tensor-parallel loading vs int4 reserved-memory regression." + "reason": "OOM when loading a specific model with tp and increased reserved-memory regression under int4 quantization are different causes." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Error-message clarity issue vs embedding reinitialization bug." + "reason": "LayoutLMv3 error clarity and token-embedding reinitialization in post_init are unrelated." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference correctness vs RT-DETR memory leak." + "reason": "SigLIP2 bad outputs and RT-DETR memory retention are unrelated model/runtime issues." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import failure vs flash-attention `s_aux` attribute crash." + "reason": "Gemma 4 processor import failure due to ReasoningEffort and flash_attention sink-less crash are different dependency/code-path problems." }, { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "BEiT Fast label reduction bug vs VL placeholder-in-text failure." + "reason": "BEiTImageProcessorFast reduce_labels bug and VL image-placeholder handling are different image-processing/model-input issues." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeek implementation divergence vs D-FINE auxiliary-loss omission." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are unrelated model-specific bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking and leftover dummy classes in dummy_pt_objects.py are unrelated cleanup/bugfix tasks." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4 processor `_tokenizer` crash vs DiffusionGemma pipeline output bug." + "reason": "Gemma4Processor missing _tokenizer and DiffusionGemmaGenerationOutput pipeline failure are different breakages." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Tokenizer error masking vs leftover dummy classes in repo checks." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are separate configuration/runtime bugs." } ] }, @@ -10717,7 +10826,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:27957", "issue:29127", @@ -10727,12 +10836,11 @@ "issue:42915", "issue:43066", "issue:43316", - "issue:43334", "issue:43381", "issue:43421", "issue:43526", - "issue:43531", "issue:43646", + "issue:43761", "issue:43824", "issue:43873", "issue:43931", @@ -10759,6 +10867,7 @@ "issue:45584", "issue:45588", "issue:45834", + "issue:45859", "issue:46121", "issue:46369", "issue:46399", @@ -10768,14 +10877,13 @@ "issue:47312" ], "soft_pairs": [ - "issue:43334|issue:43531", "issue:44625|issue:45584", "issue:43421|issue:45491", "issue:44442|issue:45072", "issue:45372|issue:45406", "issue:45250|issue:46640", - "issue:43066|issue:44462", "issue:45412|issue:46369", + "issue:43066|issue:44462", "issue:45245|issue:45563", "issue:43526|issue:45834", "issue:45372|issue:45459", @@ -10794,198 +10902,199 @@ "issue:43316|issue:47312", "issue:44514|issue:45381", "issue:43646|issue:44077", - "issue:44743|issue:44811" + "issue:44743|issue:44811", + "issue:43761|issue:45859" ], - "prepared_review_unit_hash": "8c935f0c550b3072a1892a273b56bb6074f6f84cdff1f60b3d89b82cb4daeee0", + "prepared_review_unit_hash": "30ce66e272f9dde2172a8b2c4b1d51a925546fb71c77ecb20e9c3fdb9c03a18f", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 34987, - "estimated_input_tokens": 8747, - "estimated_eval_tokens": 17750 + "serialized_chars": 35006, + "estimated_input_tokens": 8752, + "estimated_eval_tokens": 17760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs only show superficial topical overlap (Qwen, Gemma, Flash Attention, tokenizers, memory, etc.), but not the same concrete bug or fix path. I would not merge any of the suggested pairs as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "No strong canonical duplicate anchor; the issues span unrelated subsystems and failure modes, so there isn't a single issue that clearly represents the cluster.", + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model bugs, tokenizer issues, config regressions, and flash-attention/performance topics. No soft edge looks like the same concrete bug/change, so I reject all proposed merges.", + "confidence": 0.95, + "canonical_issue_reason": "Use issue 45250 as the representative issue: it is the broadest and most generic Flash Attention-related ticket in an otherwise mixed cluster, while the other issues are mostly model-specific or orthogonal bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45372 is the most concrete/high-signal report in the set: it has a specific reproducible Gemma 4 processor loading failure and clear user impact.", + "best_issue_reason": "Issue 45250 is the best single issue to keep as a representative placeholder because it is the most general/top-level problem statement among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Both mention Qwen, but one is a Qwen3-VL loading AttributeError and the other is a sliding_window bug in Qwen3-MoE; different code paths and fixes." - }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Unrelated: Qwen3.5 num_labels propagation vs Whisper generation on empty transcription after align_special_tokens." + "reason": "Different components and failures: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer post-processor updates at runtime are unrelated to Gemma3 sliding-window NaN embeddings." + "reason": "Tokenizer special-token post-processor updates are unrelated to Gemma3 NaN embeddings in mixed-length GPU batching." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is not the same bug as dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "Tokenizer loading failure and a bfloat16 dtype mismatch are different bug paths, not one underlying change." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4, but one is a missing mistral_common import and the other is a missing _tokenizer attribute in serve; different root causes." + "reason": "Both involve Gemma4 loading, but one is a mistral_common import problem and the other is a missing _tokenizer attribute in serve." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are about Flash Attention 2 in name only; one is a generic FA2 issue, the other is a specific open bug report with different symptoms." + "reason": "Both mention Flash Attention 2, but the titles are too generic and do not show the same concrete code-path problem." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Wrong decoder type in v5 is a different tokenizer-stack issue from AutoTokenizer ignoring tokenizer.json in a repo." + "reason": "RT-DETR memory leak and SAM3 litetext memory overflow are distinct model/runtime issues." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Both mention memory, but RT-DETR GC/leak behavior and sam3-litetext memory overflow are distinct problems." + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generate/model-validation issues." + "reason": "Category-count overflow and a stale generate warning are unrelated behaviors." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long OCR index errors." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long OCR input indexing." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor loading via missing ReasoningEffort import is not the same as tokenizer decode errors hidden when protobuf is absent." + "reason": "ImportError from mistral_common and protobuf-related tokenizer error masking are different failure mechanisms." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLM-RoBERTa Flash Attention 2 support and Adafactor/deepspeed OOM are different performance/runtime issues." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are different subsystems and symptoms." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor OOM and Llama 3.2 Vision model loading break are separate failures with different causes." + "reason": "Optimizer OOM in DeepSpeed is unrelated to a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to LayoutLMv3 box-validation error messaging." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a LayoutLMv3 error-message clarity issue." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM in deepspeed does not match the token-embedding resize / post_init reinitialization bug." + "reason": "OOM with Adafactor/DeepSpeed is not the same as embedding reinitialization after resize." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Beit label handling and FA2 long-context performance regression are different models and different symptoms." + "reason": "Label-reduction behavior in an image processor is unrelated to FA2 long-context generation performance regression." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2.5-VL import failure is not the same as a vague dependency issue with transformers." + "reason": "A specific missing Qwen2_5_VL import and a generic dependency issue are not the same underlying bug." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 nonsensical outputs and sam3-litetext memory overflow are unrelated model-specific bugs." + "reason": "Nonsensical AutoModel/pipeline outputs and memory overflow in sam3-litetext are different problems." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and offloading with quantization are distinct runtime/configuration issues." + "reason": "Gradient checkpointing in eval mode and offloading with quantization are unrelated code paths." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on sink-less models with s_aux=None." + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None AttributeError are separate failures." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different bugs in different model families." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch on load." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sink-less model crash and TimesFM window_size AttributeError do not share the same code path." + "reason": "A flash-attention AttributeError and a TimesFM window_size AttributeError are different bugs in different modules." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "ROPE validation TypeError and Qwen3.5 missing decorator for kernel registration are unrelated implementation bugs." + "reason": "JSON-loaded list handling in rope validation and a missing decorator for rotary kernel registration are not the same issue." }, { "left": "issue:43316", "right": "issue:47312", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same as incompatibility with kernels 0.16." + "reason": "Gemma3TextConfig API inconsistency is unrelated to kernel version incompatibility." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Qwen2.5-VL batched chat-template crash and video vision_position_ids mismatch are different processor/model-input bugs." + "reason": "Batched chat-template padding failure and wrong vision_position_ids in Qwen2.5-VL video input are different bugs." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Broad custom model initialization break in Transformers 5.0 is not the same as patchtsmixer's optional post_init contract issue." + "reason": "Custom model initialization breakage in Transformers v5 is broader and different from patchtsmixer's post_init restriction." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset with cache and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different bugs." } ] }, @@ -11007,7 +11116,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:25251", "issue:27957", @@ -11027,7 +11136,6 @@ "issue:43720", "issue:43742", "issue:43749", - "issue:43761", "issue:43827", "issue:43873", "issue:43931", @@ -11052,14 +11160,13 @@ "issue:45325", "issue:45440", "issue:45759", - "issue:45859", "issue:45907", "issue:46178", "issue:46234", + "issue:46506", "issue:46697" ], "soft_pairs": [ - "issue:43761|issue:45859", "issue:43262|issue:44206", "issue:44442|issue:44898", "issue:44977|issue:45245", @@ -11083,193 +11190,194 @@ "issue:44855|issue:45137", "issue:43550|issue:43701", "issue:43931|issue:45216", + "issue:43575|issue:43742", "issue:44190|issue:44496", - "issue:43575|issue:43742" + "issue:43701|issue:46506" ], - "prepared_review_unit_hash": "38ff7cfe4efc5899bf4a263c6110e378a415408ee1821b22fb3c5506fd2797ca", + "prepared_review_unit_hash": "a5f72eea8086f833991b12e8f39bef33eb27186fa29a82b822d2a493d35dbdea", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35634, - "estimated_input_tokens": 8909, - "estimated_eval_tokens": 18074 + "serialized_chars": 35010, + "estimated_input_tokens": 8753, + "estimated_eval_tokens": 17762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair appears to describe the same underlying bug or change; the titles point to distinct subsystems, models, and failure modes throughout.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43761 is a clear, well-scoped regression report with a concrete symptom and version context, making it the cleanest representative issue in this set.", + "summary": "These are mostly superficial text-similarity matches across unrelated issues. None of the proposed soft pairs look like the same concrete bug/change path, so I reject all edges. If a single issue must anchor the set, issue:43749 is the strongest standalone representative by activity and inbound references.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43749 is the strongest anchor in this set: it is active, has the most discussion and inbound references, and represents a substantial user-facing loading/regression report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43761 is the most precise and actionable issue here; it clearly states the affected model, API behavior, and regression nature.", + "best_issue_reason": "issue:43749 is the best overall issue to keep as a representative, but only as a standalone anchor; the rest of the items are not true duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "Different components and failures: CLIP vision hidden_states regression vs Qwen rotary embedding CPU offload incompatibility." - }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are processor-related, but one is audio chat template sampling-rate handling and the other is a vision extractor passing an unsupported argument." + "reason": "Different bug surfaces: audio processor chat-template sampling-rate default vs image-classification feature-extractor center-arg crash." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Unrelated models and bugs: tokenizer loading failure vs Perceiver image classification resizing/interpolation failure." + "reason": "Tokenizer loading failure and Perceiver image-padding/interpolation failure are unrelated code paths." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen flash-attention generation bug is unrelated to the categorical-limit runtime error." + "reason": "Flash-attention generation regression and category-cardinality limit error are distinct problems." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Both involve image/video preprocessing, but the concrete bug is different: Qwen2.5-VL rope indexing vs Swin2SR over-padding." + "reason": "Qwen2.5-VL rope/time-position scaling bug vs Swin2SR over-padding bug; different models and logic." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + "reason": "Packed-weight accelerate loading bug and AutoTokenizer failure are unrelated loading paths." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local path import warning is unrelated to Qwen3.5 recurrent state reset behavior." + "reason": "Local-path trailing-slash import warning is not the same as Qwen3.5 recurrent-state reset during cached generation." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Different backend/package issues: tensorflow missing from torch extra vs missing import_utils availability flag." + "reason": "Torch-only install missing TensorFlow backend metadata vs missing import_utils availability helper are different issues." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init validation is unrelated to Qwen video-input regression." + "reason": "Optional post_init validation/deprecation is unrelated to the Qwen video-input regression." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support is a model/backend compatibility issue, not the BART decoder_attention_mask assignment bug." + "reason": "XLMRoberta Flash Attention 2 support and BART decoder_attention_mask initialization are separate code paths." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading behavior and Gemma eos_token_id mismatch are different bugs with different symptoms." + "reason": "Quantization/offloading behavior and Gemma eos_token_id config mismatch are not the same bug." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation drift is unrelated to stale docs still referencing pipeline()." + "reason": "SigLIP2 implementation mismatch vs stale docs referencing pipeline() after removals are unrelated." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg duplication is unrelated to list_repo_files not forwarding revision." + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are different APIs and failures." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig is unrelated to GPTNeoX rotary_pct persistence on reload." + "reason": "Missing fields after trust_remote_code config loading is unrelated to GPTNeoX rotary_pct resetting on reload." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM.from_config failing to unwrap composite text_config." + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are adjacent but not the same concrete defect." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE implementation divergence are distinct model-specific issues." + "reason": "Phi-4 multimodal load failure and DeepSeekV3MoE divergence are different models and problems." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig discrepancy does not match Llama4Config missing pad_token_id." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output shape change is unrelated to an ImportError about missing PyTorch." + "reason": "Pipeline top_k nesting bug and AutoModel PyTorch-import error are entirely different concerns." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are not the same underlying issue." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading physical-intelligence/fast with newer transformers is unrelated to tensorflow_text backend registration." + "reason": "Model-load failure for physical-intelligence/fast and missing tensorflow_text backend mapping are unrelated." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to Qwen2-57B-A14B-Instruct OOM during TP load." + "reason": "3d_parallel.py runtime failure and tensor-parallel OOM on Qwen2-57B are different failure modes." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 indentation parsing failure in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque IndexError." + "reason": "Python 3.13 import/torch.jit parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile SDPA failure in Bamba is not the same as resume_from_checkpoint key mismatch." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL shape mismatch on load is a different problem from Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Weight-shape mismatch when loading Qwen3-VL is distinct from a save_pretrained regression in Qwen3.5." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Local dataset loading in a trainer script is unrelated to unrecognized model config loading." + "reason": "Tensor-parallel OOM and key error while loading MobileLLM are different loading failures." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "OOM while tensor-parallel loading a large Qwen model is unrelated to a key error loading MobileLLM-125M." + "reason": "Local dataset loading in a training script is unrelated to an unrecognized-model config error." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "Both are model-loading related, but one is FSDP/offloading infrastructure and the other is a model weight shape mismatch." + "reason": "Checkpoint key mismatch and CPU/CUDA numerical-difference report do not share the same bug path." } ] }, @@ -11291,7 +11399,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:16998", "issue:22355", @@ -11335,7 +11443,6 @@ "issue:46291", "issue:46365", "issue:46421", - "issue:46506", "issue:46640", "issue:46829", "issue:46932", @@ -11343,7 +11450,6 @@ "issue:47276" ], "soft_pairs": [ - "issue:43701|issue:46506", "issue:43761|issue:44079", "issue:43606|issue:43701", "issue:44442|issue:45803", @@ -11353,12 +11459,12 @@ "issue:46829|issue:46932", "issue:43761|issue:44188", "issue:43295|issue:44871", - "issue:43316|issue:43716", - "issue:44871|issue:45584", "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:43316|issue:43716", "issue:42907|issue:45698", - "issue:44521|issue:47217", "issue:16998|issue:22355", + "issue:44521|issue:47217", "issue:44077|issue:44534", "issue:43646|issue:44913", "issue:46234|issue:46291", @@ -11371,196 +11477,190 @@ "issue:45803|issue:46365", "issue:43065|issue:44617" ], - "prepared_review_unit_hash": "cd759ba6b940f12c958f6704c934e62c159b4ec39132f1175858bf8ca674f2a5", + "prepared_review_unit_hash": "e1ed34e857af5c704417455c8785947e18fa7abcee28d653aebb7ba97c2bf539", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35600, - "estimated_input_tokens": 8900, - "estimated_eval_tokens": 18056 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34753, + "estimated_input_tokens": 8689, + "estimated_eval_tokens": 17634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad subsystem themes, not the same concrete bug. I would reject all soft edges as duplicates and treat this as a mixed bucket rather than one duplicate set.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #44871 is the most central self-contained report here: it has concrete repro details, clear user impact, and sits near several other config/regression-style reports, even though none are true duplicates.", + "summary": "This cluster is a grab-bag of unrelated Transformers issues spanning multimodal processing, generation, config reload, FlashAttention, save/load, import, and trainer paths. None of the soft pairs look like the same concrete underlying bug/change, so there is no strong duplicate family here.", + "confidence": 0.95, + "canonical_issue_reason": "If a single representative is needed, issue #44521 is the most concrete and currently active user-facing bug, with a focused multimodal repro and the strongest external interest in the set.", "canonical_pr_reason": null, - "best_issue_reason": "#44871 is the best single representative of the set because it is specific, actionable, and well-scoped compared with the more diffuse or unrelated reports around it.", + "best_issue_reason": "Issue #44521 is the best cluster anchor because it is well-scoped, open, and clearly described; the rest of the items are heterogeneous and don\u2019t form one duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43701", - "right": "issue:46506", - "accept": false, - "reason": "Checkpoint key mismatch in resume flow is unrelated to PPDocLayoutV3 CPU/CUDA output divergence." - }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is a CLIPVision forward regression; the other is a generic ModelOutput key-assignment bug. Different code paths." + "reason": "Different bugs: CLIPVisionModel hidden_states regression vs ModelOutput key reassignment when a previous value is None." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + "reason": "Different code paths: CPU offload device mismatch vs resume_from_checkpoint key mismatch." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and a bare-except in tensor conversion are unrelated bugs." + "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to FuyuBatchFeature's bare-except tensor conversion bug." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention support in XLMRoberta is unrelated to a Trainer/_gpu_broadcast_one NoneType error." + "reason": "Different failures: Flash Attention 2 support for XLMRoberta vs Trainer _gpu_broadcast_one NoneType broadcast error." }, { "left": "issue:42490", "right": "issue:47276", "accept": false, - "reason": "Both are warning-message issues, but about different messages and different code paths." + "reason": "Import warning for a local path with a trailing slash is unrelated to the synced_gpus warning text in continuous batching." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs syncing and metric-label truncation are distinct problems in different subsystems." + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics dropping tuple labels are separate utilities with different symptoms." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "A hidden_states output bug in VideoPrism is unrelated to Gemma4 quantized-embedder dtype casting." + "reason": "VideoPrism hidden_states/output bug and Gemma4 quantized embedder dtype casting are different model-specific issues." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVision hidden_states handling is unrelated to attention-kernel branching under torch.compile." + "reason": "Hidden_states=None in CLIPVisionModel is unrelated to attention kernel divergence under torch.compile." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression is different from Gemma-3 eos_token_id config mismatch." + "reason": "Custom processor/tokenizer regression and Gemma-3 eos_token_id config mismatch are distinct regressions." }, { - "left": "issue:43316", - "right": "issue:43716", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are separate issues." + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer/image-passing regression is not the same as the pipeline translation error-message regression." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Both involve token ids, but one is config serialization mismatch and the other is Whisper generation after align_special_tokens." + "reason": "Gemma-3 eos_token_id config inconsistency is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to an incorrect pipeline error message." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are different problems." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different bugs." + "reason": "Dequantized model save failures and wrong custom module loading after save_pretrained/from_pretrained are separate save/load bugs." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both are multimodal-template-adjacent, but all-zero assistant masks and image-placeholder failures are not the same concrete bug." + "reason": "model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx import error." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44521", + "right": "issue:47217", "accept": false, - "reason": "model_max_length handling and missing transformers.onnx module are unrelated." + "reason": "Both are multimodal-template related, but all-zero assistant masks and image-placeholder-in-user-text failures are not the same concrete bug." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init enforcement is not the same as non-persistent buffer junk values in v5." + "reason": "patchtsmixer post_init validation and non-persistent buffer junk filling are different v5 issues with different code paths." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "Broad custom model initialization breakage does not match GPTNeoXConfig rotary_pct silently resetting on reload." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "A missing import_utils helper and a kernels dependency-version failure are different import-time issues." + "reason": "Missing import_utils helper and kernels v0.15 pipeline import failure are unrelated import-time issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file breaking from_pretrained is unrelated to an unrecognized model_type config error." + "reason": "gguf_file/from_pretrained breakage is a different root cause from unrecognized model_type in config.json." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and sinq save/load breakage are distinct serialization/loading bugs." + "reason": "Gemma-3 eos_token_id mismatch is unrelated to sinq quantized model save/load corruption." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked-generation output inconsistency is not the same as cache lazy init causing recompilation." + "reason": "Chunked generation inconsistency with compiled forward and cache lazy-init recompilation are different performance/behavior bugs." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to FlashAttention failure in Ministral-3." + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is unrelated to Ministral-3 FlashAttention failure." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention, but one is explicit lack of FA2 support for a model and the other is an unspecified issue." + "reason": "A specific unsupported-model FlashAttention 2 error is not the same as a broad open Flash Attention 2 issue with no concrete shared code path." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + "reason": "ESM2 breakage for scientists workflows and a janus model generate-images test failure are unrelated." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Trainer import failing with datasets installed." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Trainer import failure caused by datasets." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a Sam3Video CUDA OOM symptom." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different issues; the latter is a memory problem, not the former's architecture bug." } ] }, @@ -11582,7 +11682,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:25251", "issue:27957", @@ -11634,17 +11734,17 @@ ], "soft_pairs": [ "issue:43540|issue:44514", - "issue:44242|issue:46894", "issue:43572|issue:46178", "issue:45381|issue:47217", "issue:44610|issue:46369", - "issue:45632|issue:46424", + "issue:44242|issue:46894", "issue:43504|issue:45698", + "issue:45632|issue:46424", "issue:45542|issue:46234", "issue:44479|issue:47217", - "issue:44534|issue:44913", "issue:44792|issue:44977", "issue:44792|issue:45600", + "issue:44534|issue:44913", "issue:43525|issue:43531", "issue:25251|issue:27957", "issue:45803|issue:46170", @@ -11659,20 +11759,20 @@ "issue:43388|issue:43688", "issue:44855|issue:45588" ], - "prepared_review_unit_hash": "c47d70ab7e9efc51f7e3b62f45d7a45bccae95aef505113eee550425b830bbbe", + "prepared_review_unit_hash": "39229c094dd41f2056e514e340ff35ca2b6c389f897d6b47043be981371ee5f4", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34710, + "serialized_chars": 34711, "estimated_input_tokens": 8678, "estimated_eval_tokens": 17612 }, @@ -11681,162 +11781,156 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated bugs in pipelines, configs, loading, caching, and model-specific regressions. None of the soft pairs look like the same underlying bug or change, so no canonical issue/PR emerges from these candidates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The soft pairs are mostly superficial text matches across unrelated Transformers bugs; I do not see any true duplicate PR/issue pair here. The strongest anchor among the issues is the broad Qwen VL video regression report, but it still does not duplicate the other items.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44479 is the broadest, highest-signal report in this set, covering a multi-model video-input regression, so it is the best representative anchor even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "44479 is the most central issue by scope and impact: it describes a regression affecting several Qwen VL variants and has the clearest cross-cutting bug narrative among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are VL/video-processing bugs, but one is a Qwen3OmniMoe video-input ValueError and the other is a Qwen2_5_VLProcessor batched chat-template crash with padding=False; different code paths and failure modes." - }, - { - "left": "issue:44242", - "right": "issue:46894", - "accept": false, - "reason": "Both concern training losses, but one is missing load-balancing loss when router logits are disabled and the other is a double-shift bug for CohereASR; not the same defect." + "reason": "Different failure points: video input processing for Qwen3OmniMoe vs batched chat-template handling in Qwen2.5_VLProcessor." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Completely different areas: StableLmConfig missing pad_token_idx versus a backend registry error for tensorflow_text." + "reason": "Unrelated bugs: missing config field after v5 update vs backend mapping/import error for tensorflow_text." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Both involve VL models, but one is wrong vision_position_ids for Qwen2.5-VL video input and the other is failure when the image placeholder appears in user text; distinct root causes." + "reason": "Both are VL issues, but one is wrong vision_position_ids in video handling and the other is an image-placeholder-in-user-text parsing bug." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different problems: OmDet-Turbo processor output size mismatch versus SAM3-LiteText memory overflow." + "reason": "Different subsystems and symptoms: processor output size mismatch vs memory overflow in sam3-litetext." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "One is a cache-path collision for trust_remote_code local models; the other is max_cache_length being ignored except for Quantized Cache." + "reason": "Load-balancing loss gating is unrelated to CohereASR's training-loss double-shift bug." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both affect model loading, but one is a legacy field issue in BeitForSemanticSegmentation and the other is loading the wrong custom module after save_pretrained." + "reason": "One is legacy-field model loading for Beit; the other is custom-module resolution after save/load." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to max_cache_length semantics." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Unrelated utility/import issues: undefined tf backend when only tensorboard is installed versus a missing import_utils availability helper." + "reason": "TensorFlow backend detection failure is unrelated to a missing import_utils availability helper." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "One is a broad v5.3.0 video-input regression across several VL models; the other is specifically about image placeholders in user text." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer initialization junk versus GPTNeoX rotary_pct not persisting on reload; different subsystems." + "reason": "Both involve VL models, but the concrete bugs differ: a broad video regression versus user-text image-placeholder handling." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A janus test failure and a Qwen3.5 flash-attention generation bug are not the same underlying issue." + "reason": "Unrelated: Janus image-generation test failure vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Test failure for janus versus broken auto_mappings references to removed Sam3LiteText configs; unrelated failures." + "reason": "A failed Janus test is not the same bug as stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different config bugs: missing pad_token_id on Llama4Config versus a sliding_window issue in Qwen3-MoE." + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are different config bugs." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k output nesting bug versus XLMRoberta Flash Attention 2 support; no shared underlying defect." + "reason": "Pipeline top_k nesting is unrelated to XLMRoberta Flash Attention 2 support." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except in Fuyu tensor conversion versus Windows/ROCm import errors from torch.distributed dependency; unrelated." + "reason": "Bare except swallowing interrupts in Fuyu tensor conversion is unrelated to the Windows ROCm distributed import issue." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation bug and Swin2SR over-padding are separate concerns." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different model/processor bugs." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings versus Gemma 4 mm_token_type_ids defaulting; different model behaviors." + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Model shape mismatch on load versus incorrect tied-weights warning; different code paths and symptoms." + "reason": "Model weight-shape mismatch on load is not the same as an incorrect tied-weights warning." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The titles do not indicate the same bug; one is a vague placeholder issue, the other is a Gemma pipeline roundtrip failure on a special token." + "reason": "The titles and bug reports are entirely unrelated; no shared code path is evident." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize versus slash-ending local path import warning; unrelated." + "reason": "Embedding reinitialization after resize is unrelated to local-path slash import warnings." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "Performance regression with FA2 and long-context generation versus VL image-placeholder handling failure; not the same issue." + "reason": "FA2 long-context performance regression is a different issue from VL image-placeholder placement failure." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection bug versus SAM3VisionEncoderOutput missing attribute; different components." + "reason": "Pipeline processor selection bug and missing Sam3VisionEncoderOutput attribute are unrelated." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache/state, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5; not mergeable as one fix." + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache in chunked_prefill while the other resets recurrent states with seq_len>1." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Gather_for_metrics drops tuple labels in the last batch; auxiliary loss normalization is a separate training-loss bug." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 IndentationError from torch.jit.script parsing versus flash_attention AttributeError on s_aux=None; unrelated failures." + "reason": "Metrics gathering drops labels in the last batch; auxiliary-loss normalization is a separate MoE training bug." } ] }, @@ -11858,7 +11952,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:25251", "issue:29870", @@ -11917,44 +12011,44 @@ "issue:45072|issue:46932", "issue:45245|issue:46858", "issue:44734|issue:45406", - "issue:43644|issue:44913", "issue:43335|issue:44855", + "issue:43644|issue:44913", "issue:44869|issue:46832", "issue:44617|issue:45584", "issue:46399|issue:47312", "issue:45588|issue:47013", "issue:45632|issue:46617", "issue:41720|issue:45245", - "issue:44242|issue:46897", "issue:45381|issue:46369", "issue:43550|issue:44190", - "issue:45563|issue:45584", "issue:25251|issue:29870", + "issue:44242|issue:46897", + "issue:45563|issue:45584", "issue:43854|issue:44792", "issue:43065|issue:44610", - "issue:44933|issue:45362", "issue:45381|issue:46655", - "issue:43335|issue:44190", + "issue:44933|issue:45362", "issue:44479|issue:44734", + "issue:43335|issue:44190", "issue:44617|issue:46369", "issue:43295|issue:45276", "issue:39692|issue:44190", "issue:43526|issue:46697" ], - "prepared_review_unit_hash": "7628b82bec9d0d29749104a89f95c2594ca4a399820efdb4dedfc4b5ea79b8c8", + "prepared_review_unit_hash": "1fcdf58ba369334e13f4f353e57b0c21302c73907f558b232c851ff8838e1d1b", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36947, + "serialized_chars": 36945, "estimated_input_tokens": 9237, "estimated_eval_tokens": 18730 }, @@ -11963,192 +12057,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs are mostly topical similarities across unrelated bugs, not true duplicates. I would not merge any of the paired items.", - "confidence": 0.93, - "canonical_issue_reason": "No single true canonical issue stands out because the cluster spans many unrelated bug reports; if forced to pick one representative, issue 45276 is the clearest self-contained report.", + "summary": "All proposed soft links look like false positives. The items span unrelated bugs, models, and code paths, so there is no real duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the candidate links do not describe the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the strongest representative of its pairwise theme: it is concrete, reproducible, and narrowly scoped around resize_token_embeddings/output_embeddings.", + "best_issue_reason": "No issue is a good global representative because the set is heterogeneous and the similarity is mostly superficial.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different failures in different loading paths: local dataset script vs multimodal model loading." + "reason": "Local dataset loading script failure vs model loading regression; different workflows and failure modes." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A test failure in janus generation vs a version pin mismatch; unrelated bugs." + "reason": "Janus test failure vs PEFT version bump; unrelated concerns." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "One is a decoder_attention_mask generation crash, the other an embedding reinit regression." + "reason": "Generate-time decoder_attention_mask bug vs embedding resize/post_init bug; different code paths." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still mention pipeline() versus a model producing bad outputs; same area, not the same bug." + "reason": "Docs still referencing pipeline() vs incorrect SigLIP2 outputs; one is documentation, the other runtime behavior." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both involve dtype issues, but they affect different models and code paths." + "reason": "Different dtype/quantization issues in different models; not the same concrete bug." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Completely different problems: category-count overflow vs static-cache slice arithmetic." + "reason": "Category-count runtime error vs cache sequence-length tensor arithmetic; unrelated failures." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Different serve crashes: KV-cache indexing vs missing processor tokenizer attribute." + "reason": "KV-cache continuation indexing crash vs Gemma4Processor missing attribute; different serve bugs." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Non-persistent buffer initialization bug vs config reload losing rotary_pct." + "reason": "SwitchTransformers sparse-layer config bug vs Python 3.13 import/torch.jit parsing error; unrelated." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Sparse-layer config bug and a Python 3.13 IndentationError are unrelated." + "reason": "Non-persistent buffer initialization bug vs GPTNeoXConfig reload regression; different persistence issues." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper decode crash vs RT-DETR feature-level mismatch; different subsystems." + "reason": "Whisper token-stream decoding crash vs RT-DETR feature-level mismatch; unrelated subsystems." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription handling." + "reason": "SAM3 video OOM vs Whisper empty-transcription failure; not the same bug." }, { "left": "issue:46399", "right": "issue:47312", "accept": false, - "reason": "Kernel registration decorator bug is not the same as broad incompatibility with kernels 0.16." + "reason": "Missing decorator for a specific kernel registration vs broad kernels 0.16 incompatibility; too different in scope and cause." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Different runtime crashes in different models and code paths." + "reason": "Flash-attention aux-state None handling vs xLSTM tuple-unpacking crash; different assumptions in different modules." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both are cache-related, but one is a path collision and the other a FileNotFoundError." + "reason": "Cache leaf-directory collision vs FileNotFoundError loading from cache; related area, but not the same underlying defect." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 device-mapping cuda assert and category-count overflow are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:46897", - "accept": false, - "reason": "MoE load-balancing loss handling does not match a Florence2 double-shift training bug." + "reason": "Qwen3 auto device-map cuda assert vs category-limit runtime error; unrelated." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Video position ID regression vs Sam3 memory overflow; different bugs." + "reason": "Qwen2.5-VL video position IDs bug vs SAM3 memory overflow; different models and causes." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA crash and local dataset loading failure are unrelated." + "reason": "torch.compile/SDPA model failure vs dataset-loading script issue; no overlap in root cause." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "A stale warning in paged generate is unrelated to Whisper transcription failure." + "reason": "Pipeline output shape change vs BART generate UnboundLocalError; different behaviors and code paths." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Router-logit load balancing loss omission vs Florence2 double-shift training loss bug; both loss-related but not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Pipeline top_k nesting bug and BART generate UnboundLocalError are different issues." + "reason": "Stale warning in paged generate vs Whisper empty transcription crash; different generation issues." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Both are test failures, but they describe different models and failure modes." + "reason": "Model loading/unit-test failure for GLM-4.7-Flash vs Janus image generation test failure; unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo image size mismatch are not the same bug." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "Missing import from image_utils and a Qwen3.5 chat crash are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input-size mismatch; different model components." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but the position-id bug and padding bug are distinct." + "reason": "Qwen2.5-VL vision_position_ids regression vs SmolVLM padding bug; both video-related but distinct root causes." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "SwitchTransformers sparse-layer config and dataset-loading script failure are unrelated." + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression and serve KV-cache indexing crash are different code paths." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Same model family name, but OOM in Sam3Video is not the same as Sam3-litetext memory overflow." + "reason": "Video-input regression across Qwen models vs serve KV-cache indexing crash; different product surfaces." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and resize_token_embeddings/output_embeddings bug are different issues." + "reason": "Processor tokenizer API regression vs Gemma4 resize_token_embeddings behavior; different APIs and failure modes." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/example errors and a local dataset loading issue are unrelated." + "reason": "SigLIP2 docs example/model-processor mismatch vs local dataset loading script failure; unrelated." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are distinct image-processor bugs." + "reason": "BeitImageProcessorFast label reduction bug vs Swin2SR over-padding bug; different image-processor defects." } ] }, @@ -12170,7 +12252,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:27957", "issue:32090", @@ -12228,8 +12310,8 @@ "issue:45276|issue:45584", "issue:43540|issue:44734", "issue:44112|issue:45600", - "issue:43643|issue:44496", "issue:43854|issue:44964", + "issue:43643|issue:44496", "issue:43317|issue:47312", "issue:45290|issue:46752", "issue:44462|issue:45907", @@ -12240,32 +12322,32 @@ "issue:44737|issue:45803", "issue:44112|issue:44964", "issue:44964|issue:45600", - "issue:44938|issue:45542", "issue:42175|issue:44279", + "issue:44938|issue:45542", "issue:42796|issue:44521", "issue:32090|issue:35141", "issue:43404|issue:45216", - "issue:45632|issue:46234", "issue:44496|issue:47217", + "issue:45632|issue:46234", "issue:43531|issue:45600", "issue:43335|issue:45593", "issue:36246|issue:41628", "issue:36246|issue:38617" ], - "prepared_review_unit_hash": "cd3bcb3f32feb80452098a76b6371f4fa78d898f8410d68fdc96b95faef9eccf", + "prepared_review_unit_hash": "6b5a8502f81717a58d3ec53ccaeef949bd6e20d49fb26c5d5d26dbbeec066451", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36637, + "serialized_chars": 36638, "estimated_input_tokens": 9160, "estimated_eval_tokens": 18576 }, @@ -12274,199 +12356,196 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose topical grouping of unrelated transformers issues. None of the soft pairs look like true duplicates or the same fixable code-path bug, so all soft edges should be rejected. No single canonical issue stands out.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous. I only found one true duplicate-style pair: the DeepSeek tokenizer regression in v5+. The rest share broad subsystems (chat templates, cache, imports, multimodal, CI, loading) but describe different concrete failures and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46489 is the clearest representative of the one real duplicate set: it names the affected model family, the v5+ regression, and explicitly frames the problem as a gap in the prior fix.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46489 is the most actionable issue here because it gives the specific regression, affected model, and prior-fix context needed to route and fix the bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both involve checkpoint/save-pretrained behavior, but one is LoRA/vocab merge collapse and the other is wrong visual-encoder keys in Qwen3.5; different code paths and symptoms." + "reason": "Both mention Qwen3.5/save_pretrained, but the failures are different: LoRA+extended-vocab collapse vs incorrect visual encoder keys." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is lazy cache init causing recompilation; not the same bug." + "reason": "Both involve cache/chunked prefill, but one is a missing GenerationMixin cache and the other is spurious recompilation from lazy init; different code paths." }, { "left": "issue:44779", "right": "issue:46489", - "accept": false, - "reason": "Both are DeepSeek tokenizer regressions, but they target different model families and the second is explicitly a gap in an earlier fix; not enough evidence of one underlying issue." + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression on v5+: both report incorrect tokenizer output, and 46489 explicitly calls out a gap in the earlier fix." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different subsystems: token embedding resize/output-embedding syncing versus Whisper generation after align_special_tokens." + "reason": "Resize-token-embeddings weight handling and Whisper empty-transcription generation are unrelated bugs." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "One is a Qwen3OmniMoe video-input validation error, the other is a serve/KV-cache tensor indexing crash; unrelated code paths." + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache continuation indexing are different failures." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI failures, but caused by different files and problems: a stale GraniteSpeech device-override test versus outdated auto_mappings config references." + "reason": "Both hit CI, but one is a stale GraniteSpeech test and the other is broken auto_mappings references; not the same bug." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Both are config-loading problems, but one drops fields with trust_remote_code and the other lacks a model_type in config.json; different failure modes." + "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Both are model-load failures, but for different models and likely different root causes; too broad to merge." + "reason": "One is missing fields from AutoConfig with trust_remote_code, the other is an unrecognized model/config model_type problem." }, { "left": "issue:43317", "right": "issue:47312", "accept": false, - "reason": "Device-map/offload loading bug versus kernel-version incompatibility; no shared concrete code path." + "reason": "Dequantized model offload failure and kernel compatibility are separate issues." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both crash in apply_chat_template edge cases, but one is tool calls with no content and the other is an empty list IndexError; distinct conditions." + "reason": "Both are apply_chat_template edge cases, but tool-call/no-content handling and empty-list IndexError are different concrete bugs." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "One is tokenizer.json being ignored by AutoTokenizer, the other is list_repo_files failing to forward revision; unrelated APIs." + "reason": "Tokenizer.json lookup and list_repo_files revision forwarding are not the same failure mode." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-related, but one is assistant mask generation in apply_chat_template and the other is wrong vision_position_ids for video input." + "reason": "Assistant-mask generation and Qwen2.5-VL video vision_position_ids are distinct multimodal bugs." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Different areas entirely: Flash Attention support for XLMRoberta versus embedding reinitialization after resize_token_embeddings." + "reason": "Flash Attention 2 support for XLMRoberta and embedding reinitialization after resize are unrelated." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdown is a performance issue; unsafe sys.modules access is a correctness/safety issue." + "reason": "Import slowness and unsafe sys.modules access are related to imports only at a very broad level, not the same bug." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/chunked prefill, but one is missing cache state in v5 and the other is a device-tensor seq-length bug in static cache with torch.compile." + "reason": "Both touch cache internals, but one is cache missing in chunked prefill and the other is device-tensor seq-length breaking static-cache arithmetic." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU arange bug versus Fuyu's bare except swallowing interrupts/errors; unrelated implementations." + "reason": "XLNet CPU tensor allocation and a bare-except in Fuyu tensor conversion are unrelated." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech versus runtime model loading failure for Phi-4 multimodal; not the same problem." + "reason": "A GraniteSpeech CI test and a Phi-4 multimodal loading failure are separate issues." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model loading failure versus stale auto_mappings references; different fixes and code paths." + "reason": "Model loading and stale auto_mappings references are different problems." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both concern environment/backend issues, but Python 3.14 load failure and missing TensorFlow backend from a torch install are different packaging problems." + "reason": "Packaging extras missing TensorFlow backend vs a generic dependency issue are not the same concrete bug." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Different dependency complaints: torch extra missing TensorFlow backend support versus a generic dependency issue." + "reason": "Python 3.14 import failure and undefined tf backend detection are distinct import-time issues." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling for a specific model versus multimodal assistant-mask generation; different bugs." + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are unrelated." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to token-embedding resize reinitialization." + "reason": "Trainer broadcast type errors and embedding reinitialization are unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 weight-tying bug versus Qwen3.5 save_pretrained checkpoint regression; separate model families and code paths." + "reason": "Weight tying in Mistral3 and Qwen3.5 save_pretrained regression are different model-specific bugs." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44496", + "right": "issue:47217", "accept": false, - "reason": "trust_remote_code cache-path collision is unrelated to a missing import_utils helper." + "reason": "Unrecognized config/model-type and VL image-placeholder handling are different failures." }, { - "left": "issue:44496", - "right": "issue:47217", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Unrecognized model/config loading failure versus VL image-placeholder handling in user text; not the same issue." + "reason": "Cache-path collision with trust_remote_code and a missing import-utils helper are unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and removed-config CI breakage are unrelated." + "reason": "Qwen3-MoE sliding window behavior and removed Sam3LiteText config references are different issues." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer construction bug versus missing auxiliary losses when denoising is off; different model components." + "reason": "Sparse-layer creation in SwitchTransformersConfig and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Specific Qwen2_5_VLImageProcessor import failure versus general AutoImageProcessor import failure; similar surface area but not the same concrete bug." + "reason": "Missing export for Qwen2_5_VLImageProcessor and missing AutoImageProcessor import are different API surface issues." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; no shared underlying code-path failure." - }, - { - "left": "issue:44246", - "right": "issue:46858", - "accept": false, - "reason": "Import-time slowdown versus cache arithmetic bug in non-CUDA static cache; unrelated." + "reason": "Different missing imports from different modules; no same underlying bug is shown." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The DeepSeek v5+ pair is a plausible duplicate-style match, and the other pairwise dismissals are appropriately cautious given the issue titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12481,7 +12560,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:41950", "issue:42907", @@ -12533,13 +12612,13 @@ "issue:47217" ], "soft_pairs": [ - "issue:44496|issue:45042", "issue:43295|issue:45335", + "issue:44496|issue:45042", "issue:45083|issue:46506", - "issue:41950|issue:44016", "issue:44295|issue:46506", - "issue:43976|issue:44987", + "issue:41950|issue:44016", "issue:43673|issue:46424", + "issue:43976|issue:44987", "issue:43582|issue:46932", "issue:44496|issue:45759", "issue:44683|issue:45446", @@ -12549,14 +12628,14 @@ "issue:43381|issue:45593", "issue:44016|issue:44220", "issue:42907|issue:43441", - "issue:43650|issue:44220", "issue:44327|issue:46752", + "issue:43650|issue:44220", "issue:44016|issue:44062", "issue:44792|issue:46424", - "issue:43441|issue:45588", "issue:44279|issue:46515", - "issue:43976|issue:44279", + "issue:43441|issue:45588", "issue:45335|issue:45584", + "issue:43976|issue:44279", "issue:43824|issue:44933", "issue:43479|issue:45375", "issue:43901|issue:44496", @@ -12566,226 +12645,220 @@ "issue:43295|issue:44779", "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "82e58504bf519c0f1271d62542f41c9aa8d0b5594fe6228ed033e4d1adb72b86", + "prepared_review_unit_hash": "c884598452b6c0dd8a58470996df2d7e65341e128dd09543bccc82b347144637", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37178, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "serialized_chars": 37169, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the set is a grab bag of unrelated Transformers bugs/regressions across models, tokenizers, processors, docs, and runtime backends. I would not merge any PR-like edges here.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43295 is the best representative because it describes a concrete, user-facing v4/v5 regression in core multimodal processor/tokenizer behavior with broad impact; the rest are mostly narrower, unrelated one-off issues.", + "summary": "The cluster is heterogeneous and the soft edges are mostly superficial similarity matches, not true duplicates. A small subset shares a broad multimodal/loading theme, but each pair still points to a different concrete failure mode or code path.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43295 is the broadest and earliest multimodal regression report here, centered on processor/tokenizer/image handling. It is the best anchor for this cluster, even though most other items are distinct bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the strongest standalone bug report in the set: it is specific, reproducible, and affects a common API path for custom multimodal model code.", + "best_issue_reason": "43295 is the most representative issue for the nearby vision-language/processor regression subgroup and has the clearest general symptom framing.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different code paths: processor/tokenizer image-handling regression vs resize_token_embeddings not updating decoder embeddings." + }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Both are model-loading/runtime regressions, but one is an unrecognized model/config issue and the other is a PIL image-processor dependency problem; different code paths and fixes." + "reason": "One is model/config loading failure; the other is a PIL image-processor dependency regression on torchvision." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "One is a processor/tokenizer regression; the other is resize_token_embeddings not updating decoder embeddings. Related to model components, but not the same bug." + "reason": "qwen3_omni_moe helper behavior is unrelated to PPDocLayoutV3 CPU/CUDA output divergence." }, { - "left": "issue:45083", + "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Different failure modes: a helper length-calculation bug versus nondeterministic CPU/CUDA output differences in a specific model." + "reason": "Reading a registered buffer error is a different bug from CPU vs CUDA result mismatch." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video classification processor lookup bug vs a notebook syntax error; unrelated subsystems and fixes." + "reason": "Video-classification image-processor lookup and a notebook syntax error are unrelated." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Reading a registered buffer error is distinct from CPU/CUDA result divergence; no shared code-path evidence." + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked prefill and the other is cache_length handling for quantized cache only." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility issue versus a model-loading regression for one repository; same broad area, but not the same underlying bug." - }, - { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "Chunked-prefill cache missing in GenerationMixin is different from cache-config max length only applying to quantized cache." + "reason": "Python-version compatibility issue vs a concrete model-loading regression for physical-intelligence/fast." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon TypeError in warmup is unrelated to Gemma4 dtype casting for quantized embedders." + "reason": "Apple Silicon TypeError in allocator warmup is unrelated to Gemma4 quantized dtype-casting." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model loading, but one is an unrecognized model error and the other is failure to unwrap text_config for composite multimodal configs." + "reason": "Unrecognized model/config loading is different from AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Torch >= 2.9 flex_attention compile breakage is not the same as an incorrect version check for AuxRequest import." + "reason": "Compiled flex_attention failure on torch>=2.9 is not the same as an incorrect version check for AuxRequest import." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "A processor bug returning only one label is unrelated to documentation still mentioning return_all_scores." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to TextClassificationPipeline docs mentioning return_all_scores." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter list handling are separate config-validation bugs." + "reason": "LlamaConfig head_dim validation is a different issue from rope-validation ignore_keys list handling." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache missing during chunked_prefill and ANSI codes emitted in non-terminal contexts are unrelated." + "reason": "Cache-missing during chunked_prefill and ANSI codes in loading_report are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE not using auxiliary losses when denoising is off." + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary loss behavior when denoising is off." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error versus audio feature-extraction helper issue; completely different failure surfaces." + "reason": "Notebook syntax error and _torch_extract_fbank_features() are different failures." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is not the same as FlashAttention failing for Ministral-3." + "reason": "Saving dequantized Ministrals and FlashAttention failure are different Ministral bugs with different symptoms." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Non-informative data request issue is unrelated to a feature-extraction bug." + "reason": "QA decode_spans top-k bounds error is unrelated to apply_chat_template on an empty list." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "QA decode_spans top-k bounds error and empty apply_chat_template crash are both index-related but in different pipelines and code paths." + "reason": "Placeholder issue title with no concrete bug is not the same as audio feature extraction failure." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + "reason": "Notebook syntax error is unrelated to AddedToken special kwarg duplication." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A failing janus image-generation test and cache max-length behavior are different issues; one is a test failure, the other an implementation bug." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both mention FlashAttention-adjacent code, but one is model-specific Ministral-3 failure and the other is a sink-less-model s_aux=None AttributeError." + "reason": "janus generate_images test failure is not the same as cache max_cache_length semantics." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue with transformers is too vague and not the same as a specific torch 2.4.1 incompatibility." + "reason": "Generic dependency issue does not match a specific torch 2.4.1 incompatibility." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Python version support mismatch and a generic dependency issue are not the same concrete bug." + "reason": "Both touch flash attention, but one is a Ministral model-specific failure and the other is an s_aux=None crash in integrations/flash_attention.py." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings not propagating to decoder.embed_tokens is unrelated to Whisper empty transcription after align_special_tokens." + "reason": "resize_token_embeddings behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and non-existent import from image_utils are separate missing-symbol problems." + "reason": "Both are import-related, but one is a missing exported VL model class and the other is a nonexistent image_utils import." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Phi4MultimodalConfig None-handling and Qwen3_5MoeVisionConfig missing field serialization are distinct config defaulting/strictness bugs." + "reason": "Default config initialization with None is different from strict dropping deepstack_visual_indexes." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same as an unrecognized model/config loading failure." + "reason": "Docs drift in TextClassificationPipeline is not the same as a model loading/config error." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading breakage and Qwen3.5 checkpoint save_pretrained regression are separate Qwen-related issues with different code paths." + "reason": "Model loading regression and save_pretrained checkpoint regression are different code paths." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Pipeline docs discrepancy is unrelated to VL models failing when the image placeholder appears in user text." + "reason": "Pipeline docs mismatch is unrelated to VL models failing when the image placeholder appears in user text." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend after switching languages is unrelated to tokenizer thread-safety regression." + "reason": "Stale phonemizer backend state is unrelated to Rust tokenizer thread safety." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor.tokenizer/image-input regression and Deepseek tokenizer incorrect results are both tokenizer-adjacent, but not the same underlying bug." + "reason": "Processor/tokenizer image handling regression is not the same as Deepseek tokenizer output changes." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue and MIN_PEFT_VERSION bump to unreleased version are different dependency problems." + "reason": "A generic dependency issue is not the same as bumping MIN_PEFT_VERSION beyond what is released on PyPI." } ] }, @@ -12807,14 +12880,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:39692", "issue:41950", "issue:42796", - "issue:42994", "issue:43299", - "issue:43317", "issue:43381", "issue:43577", "issue:43644", @@ -12829,6 +12900,7 @@ "issue:44075", "issue:44242", "issue:44291", + "issue:44336", "issue:44351", "issue:44368", "issue:44462", @@ -12855,6 +12927,7 @@ "issue:46369", "issue:46399", "issue:46512", + "issue:46851", "issue:47000", "issue:47145" ], @@ -12877,213 +12950,213 @@ "issue:44351|issue:45278", "issue:44462|issue:45081", "issue:43644|issue:47145", - "issue:43299|issue:43854", "issue:43650|issue:46209", - "issue:44242|issue:45200", + "issue:43299|issue:43854", "issue:43931|issue:47145", + "issue:44242|issue:45200", "issue:44016|issue:44291", "issue:44683|issue:45542", "issue:45588|issue:47000", "issue:45081|issue:45907", - "issue:42994|issue:43317", - "issue:43873|issue:47145" + "issue:43873|issue:47145", + "issue:44336|issue:46851" ], - "prepared_review_unit_hash": "8f51da1047f08ffe3ab57f02a46047e7fe1192471545014381e37675fdbf66fe", + "prepared_review_unit_hash": "bd0661070b2b0e0e614f3cd9c688a0347a8cadbc92f9404d2bcfcbb2ee2ea4c2", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36189, - "estimated_input_tokens": 9048, - "estimated_eval_tokens": 18352 + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and the soft pairs are mostly near-matches by subsystem rather than true duplicates. I would not merge any of the candidate pairs; the closest cluster anchor is the quantization/offloading report, but there is no single underlying bug spanning the whole set.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43873 is the broadest and most active report in the set (quantization/offloading), so it is the closest thing to a cluster anchor, though the overall set is not a single duplicate family.", + "summary": "The cluster is semantically noisy: most items are different regressions across tokenizers, model loading/saving, pipelines, quantization, docs, and notebook/test issues. None of the soft pairs looks like the same concrete bug or change, so no dedupe merges are justified.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents this cluster. If forced, issue 45020 is the broadest regression umbrella, but it still does not subsume the rest.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the strongest representative issue by scope and discussion activity, but only as a loose anchor rather than a true canonical duplicate.", + "best_issue_reason": "Issue 45020 is the closest broad representative, but only as a loose umbrella; the set is too heterogeneous to treat it as a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Different problems: SigLIP2 example doc errors vs a TextClassificationPipeline docs/behavior mismatch." + "reason": "Both are docs-related, but one is a SigLIP2 example error and the other is a TextClassificationPipeline API note; different problems." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Different code paths: video-classification processor lookup vs remote_code model breakage." + "reason": "Video-classification processor lookup and remote_code breakage are unrelated failure modes." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "One is a batching/result-drop bug; the other is a memory overflow in a specific model." + "reason": "Final partial-batch dropping and sam3-litetext memory overflow are different code paths and symptoms." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to a generic data request." + "reason": "A tokenizer BPE-marker bug and an empty placeholder issue are not the same underlying bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Both involve loading/serialization, but Blip2 dtype propagation and Qwen3.5 checkpoint saving are different bugs." + "reason": "One is dtype propagation on BLIP2 load; the other is incorrect Qwen3.5 save_pretrained output." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and likely different tokenizer code paths." + "reason": "Both hit tokenizers, but Deepseek incorrect tokenization and Granite token IDs regressions are model-specific and likely separate fixes." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer SGD args not used is unrelated to a Qwen3.5 tie_word_embeddings warning." + "reason": "Unused SGD args and a Qwen3.5 config warning are unrelated." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Different failures: tied-weight serialization inconsistency vs resize_token_embeddings not propagating to Gemma4 outputs." + "reason": "Serialization of tied lm_head weights and Gemma4 embedding-resize propagation are distinct issues." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and a PEFT minimum-version bump are separate release issues." + "reason": "Python version compatibility and an unmet MIN_PEFT_VERSION bump are different dependency problems." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup and Gemma4 device mismatch are unrelated." + "reason": "Pipeline processor mismatch and Gemma4 PLE device placement are separate bugs." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost matrix." + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are different bugs." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are different subsystems." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5/Qwen3VL model-loading and save_pretrained regressions, not the same concrete bug." + "reason": "Both involve Qwen3 family regressions, but one is model loading and the other is save_pretrained key serialization." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation is unrelated to a Qwen3.5 kernel-registration crash." + "reason": "A config/head_dim validation issue is not the same as a Qwen3.5 rotary-position registration crash." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config validation for head_dim is unrelated to dtype staleness after from_config." + "reason": "Explicit head_dim rejection and stale config.dtype after from_config are separate configuration bugs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific HybridCache import error is not the same as broad import errors after upgrade." + "reason": "A missing HybridCache import is too specific to merge with a broad import-error report." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer bugs." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are different tokenizer-loading paths." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Non-persistent buffer junk on load is a different failure mode from missing FP8 weight_scale application." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Different models and symptoms: Qwen3VL loading regression vs GLM-4.7-Flash unit-test loading failure." + "reason": "Non-persistent buffer junk initialization and missing FP8 weight_scale application are distinct corruption mechanisms." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "A placeholder data request is unrelated to FP8 inference failure on B200." + "reason": "A placeholder issue and an FP8 inference failure are unrelated." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Missing load-balancing loss and Gemma4 mm_token_type_ids defaults are separate training bugs." + "reason": "Different models and different failure modes; no shared concrete bug." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Qwen3-VL shape mismatch loading and FP8 checkpoint weight_scale corruption are different underlying issues." + "reason": "Shape-mismatch loading for Qwen3-VL and FP8 scale omission are separate loading bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and Gemma4 mm_token_type_ids defaults are unrelated training/model-input issues." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "A notebook syntax error is unrelated to init_empty_weights receiving an unexpected argument." + "reason": "Notebook syntax error and init_empty_weights argument handling are not the same bug." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and a TensorFlow backend import issue do not share a code path." + "reason": "flex_attention on torch>=2.9 and TensorFlow/tensorboard backend setup are unrelated." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "flash_attention s_aux=None crash is unrelated to RTDetrLoss infeasible cost matrix." + "reason": "flash_attention s_aux handling and RTDetrLoss infeasible cost matrix are different crashes." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral tokenizer regex patching and list_repo_files revision forwarding are unrelated." + "reason": "Mistral tokenizer regex failure and list_repo_files revision forwarding are unrelated API issues." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43873", + "right": "issue:47145", "accept": false, - "reason": "Quantized model saving failure and dequantized-model offload loading failure are different phases and different bugs." + "reason": "Both mention quantization/offloading, but one is runtime offloading behavior and the other is checkpoint loading without weight_scale; not the same bug." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Both are quantization/offloading themed, but one is broad offloading behavior and the other is a specific FP8 frozen-checkpoint weight_scale corruption; not the same bug." + "reason": "ANSI escape leakage in loading_report and Qwen3.5 variable-length position_ids are unrelated." } ] }, @@ -13105,11 +13178,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:33290", "issue:42175", "issue:42796", + "issue:42994", + "issue:43317", "issue:43441", "issue:43479", "issue:43525", @@ -13151,243 +13226,234 @@ "issue:46851", "issue:47000", "issue:47145", - "issue:47176", - "issue:47177", "issue:47217" ], "soft_pairs": [ - "issue:44336|issue:46851", + "issue:42994|issue:43317", "issue:43441|issue:45834", "issue:45103|issue:45372", - "issue:43479|issue:43525", "issue:45859|issue:46851", + "issue:43479|issue:43525", "issue:33290|issue:45656", "issue:44246|issue:47217", "issue:44623|issue:44749", "issue:44671|issue:44779", "issue:42175|issue:43976", - "issue:44016|issue:45823", "issue:44261|issue:44263", - "issue:44186|issue:47000", + "issue:44016|issue:45823", "issue:44623|issue:45397", - "issue:43525|issue:43881", + "issue:44186|issue:47000", "issue:45542|issue:45800", + "issue:43525|issue:43881", "issue:43673|issue:43761", "issue:43784|issue:45542", "issue:43901|issue:44246", + "issue:44188|issue:44336", "issue:43525|issue:43643", "issue:45600|issue:45712", - "issue:44188|issue:44336", "issue:43575|issue:47145", "issue:42796|issue:43441", "issue:45325|issue:46851", "issue:44589|issue:45362", "issue:43824|issue:43976", - "issue:44336|issue:44373", - "issue:47176|issue:47177" + "issue:44336|issue:44373" ], - "prepared_review_unit_hash": "58d0267ae136d8d053c9b51a402b8590578032cd022a0eb03d09600bb5b717e0", + "prepared_review_unit_hash": "b5dfa6bdf70c610ca4c174295a5e83201e3350c8a0a62ef2808362b4a90ccd01", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35675, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "soft_pair_count": 28, + "serialized_chars": 35332, + "estimated_input_tokens": 8833, + "estimated_eval_tokens": 17922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated bugs and regressions (model-specific loading, tokenizer, config, packaging, docs, performance, and security issues). None of the soft pairs look like the same underlying defect, so all soft edges should be rejected. As a representative issue, #43824 is the strongest single canonical candidate because it is a concrete import regression with downstream impact and inbound references.", - "confidence": 0.82, - "canonical_issue_reason": "#43824 is the most representative concrete regression in the set: a clear import failure with downstream breakage and external references.", + "summary": "These items do not form a true duplicate set; they span unrelated bugs, regressions, docs, packaging, and model-specific failures. I rejected all soft edges and used the most general/high-activity issue as the representative anchor.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44246 ('import transformers takes long sometimes') is the broadest and most discussion-heavy issue in the set, so it is the best representative anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "#43824 is the best standalone issue to anchor the cluster because it is specific, reproducible, and has the clearest ecosystem impact.", + "best_issue_reason": "Issue 44246 has the highest overall discussion/inbound activity and the broadest scope, making it the least arbitrary issue to keep as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Different code paths and symptoms: ANSI color output in loading_report vs Qwen3.5 variable-length position_ids handling." + "reason": "Quantized model saving failure vs dequantized model loading/offload failure are different code paths and different bugs." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Unrelated model failures: Ministral FlashAttention regression vs Kosmos2.5 OCR long-input index error." + "reason": "FlashAttention failure in Ministral-3 is unrelated to Kosmos2.5 OCR long-input index errors." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Different subsystems: auto-docstring crash with future annotations vs Gemma 4 processor import dependency breakage." + "reason": "Auto-docstring crashes from future annotations and Gemma 4 processor import failure are unrelated." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Both are config-related, but they affect different models and bugs: Phi4Multimodal defaults vs Llama4 missing pad_token_id." + "reason": "CPU-offload rotary embedding incompatibility is a different bug from variable-length position_ids handling." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Same family (Qwen3.5) but different failures: CPU offload incompatibility vs variable-length position_ids behavior." + "reason": "Phi4MultimodalConfig default-init bug and Llama4Config missing pad_token_id are distinct config issues." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Deepspeed is shared, but the defects differ: Adafactor OOM vs optimizer.step being invoked twice." + "reason": "AdaFactor OOM in DeepSpeed and double optimizer-step in DeepSpeed are different failures." }, { "left": "issue:44246", "right": "issue:47217", "accept": false, - "reason": "Import-time slowness is unrelated to VL image-placeholder handling in user text." + "reason": "Import-time slowness is unrelated to VL image-placeholder input handling." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save/pretrained file omission is unrelated to a major filtering performance regression." + "reason": "Missing save_pretrained files and slow filtering after upgrade are different problems." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different model components and failure modes: CamemBERT masked LM predictions vs DeepSeek tokenizer output changes." + "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer regression are different model/tokenizer bugs." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging backend issue with torch extras is unrelated to Python version compatibility in Transformers 5.1.0." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated issues." + "reason": "TensorFlow backend packaging omission is unrelated to Python version compatibility." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Both mention low-level tensor/model internals, but one is a missing rms_norm_eps config issue and the other is a torch.split return-value issue." + "reason": "MLA RMS-eps precision issue and GlmMoeDsaIndexer split return-value issue are unrelated." }, { - "left": "issue:44186", - "right": "issue:47000", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to RTDetrLoss infeasible cost-matrix errors." + "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor save files is unrelated to Gemma-4 zero3 from_pretrained loading failure." + "reason": "processor.save_pretrained missing files is not the same as Gemma-4 ZeRO3 from_pretrained failure." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "Both are model-loading errors, but they involve different models and different missing-field/root-cause behavior." + "reason": "LayoutLMv2Tokenizer padding/NER crash and RTDetrLoss infeasible cost matrix are different subsystems." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorFlow/tensorboard backend installation issue is unrelated to a torch-transformers version incompatibility." + "reason": "Missing TensorFlow backend from install extras is unrelated to torch/transformers incompatibility." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id absence and glm-4v-9b load failure are different bugs." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked-prefill cache regression and CLIPVisionModel hidden_states regression are different features/code paths." + "reason": "Generation cache missing in chunked prefill and CLIPVisionModel hidden_states regression are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Importing sentence-transformers with latest transformers is unrelated to TensorFlow backend package selection." + "reason": "sentence-transformers import NameError and undefined tf backend are unrelated import/package issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Pipeline docs mismatch is a documentation issue, not an import-performance bug." + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI code leakage are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to AutoConfig returning incomplete fields under trust_remote_code." + "reason": "Missing pad_token_id and missing fields from trust_remote_code AutoConfig are similar in theme but not the same bug." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo hygiene/CI-related, but one is stale auto-mapping references and the other is dummy PT object cleanup." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI escape output in loading_report." + "reason": "auto_mappings CI breakage and leftover dummy classes are separate maintenance issues." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "OOM while loading Qwen2-57B with tp is unrelated to silent FP8 weight_scale corruption on checkpoint load." + "reason": "TP load OOM for Qwen2-57B and FP8 compressed-tensors weight_scale omission are unrelated loading/quantization bugs." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling is unrelated to Ministral FlashAttention failure." + "reason": "Tokenizer BPE-marker handling and FlashAttention failure are different model-specific issues." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both are position_ids-related, but they affect different Qwen model families and different rope/variable-length behaviors." + "reason": "Qwen2.5-VL still-image rope scaling and Qwen3.5 variable-length position_ids are different implementations and bugs." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup error is unrelated to Qwen3.5 chat crash." + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are unrelated failures." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Importing a specific VL class is unrelated to Python 3.9+/3.10+ package compatibility." + "reason": "Missing exported Qwen2.5-VL class and Python version support issue are unrelated." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI color handling and docstring correctness are unrelated." - }, - { - "left": "issue:47176", - "right": "issue:47177", - "accept": false, - "reason": "Both are security issues, but the attack vectors differ: shell command substitution bypass vs archive path traversal/RCE." + "reason": "Terminal ANSI codes and docstring wording for position_ids are unrelated." } ] }, @@ -13409,7 +13475,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:42491", "issue:42617", @@ -13421,7 +13487,6 @@ "issue:43540", "issue:43550", "issue:43723", - "issue:43901", "issue:43976", "issue:44162", "issue:44242", @@ -13431,13 +13496,11 @@ "issue:44336", "issue:44485", "issue:44496", - "issue:44779", "issue:44871", "issue:45003", "issue:45072", "issue:45083", "issue:45103", - "issue:45292", "issue:45362", "issue:45397", "issue:45561", @@ -13457,10 +13520,13 @@ "issue:46829", "issue:46851", "issue:47145", + "issue:47176", + "issue:47177", "issue:47217", "issue:47312" ], "soft_pairs": [ + "issue:47176|issue:47177", "issue:43723|issue:44162", "issue:44246|issue:44496", "issue:44871|issue:47145", @@ -13481,234 +13547,216 @@ "issue:44246|issue:44871", "issue:45588|issue:46851", "issue:45003|issue:46821", - "issue:46614|issue:46665", "issue:44295|issue:45397", + "issue:46614|issue:46665", "issue:44336|issue:44485", "issue:43550|issue:46506", "issue:44242|issue:45593", "issue:42915|issue:47312", - "issue:42886|issue:46132", - "issue:44779|issue:45292", - "issue:43540|issue:46655", - "issue:43901|issue:45003" + "issue:42886|issue:46132" ], - "prepared_review_unit_hash": "1ca1d35c7527358329364c107466f80ec2fcacab1f8af0b674e220e8db1bac50", + "prepared_review_unit_hash": "d34eca10430817ef92ac359509f05e69ee004618f2f29598dd45db28b43d9e2e", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36553, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35381, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, and the packet does not justify accepting any soft-edge duplicate pair. The only borderline Qwen3-MoE loading pair, issue:42491 \u2194 issue:43299, has only soft similarity evidence, so it should remain rejected. issue:43299 is still the best representative issue for the shared Qwen3-MoE/v5 loading regression theme, but not a confirmed duplicate anchor.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43299 is the clearest representative of the Qwen3-MoE/v5 model-loading regression theme, but the packet only supports soft similarity to issue:42491, not a deterministic duplicate relationship.", + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs share broad keywords or subsystems, but they do not look like the same underlying bug/change. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the items are mostly unrelated. If a representative is needed, issue 42491 is the cleanest regression-style report with clear version context, but it does not subsume the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 best captures the common Qwen3-MoE loading breakage pattern and is the broadest, most representative issue in the cluster.", + "best_issue_reason": "Issue 42491 is the best representative anchor only in the sense that it is concrete and version-specific; it is not a true umbrella for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but one is a shell-operator allowlist bypass and the other is tar/zip slip arbitrary file write; different exploit paths and fixes." + }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Both are tokenizer/model-loading complaints, but they involve different models and likely different root causes." + "reason": "Tokenizer cache/offline loading failure and ESM2 model breakage are unrelated failures in different code paths." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency and unrecognized-model config errors are unrelated failure modes." + "reason": "Import latency is a performance complaint; unrecognized model/config loading is a model-registration issue." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Different model families and different bugs: eos_token_id mismatch vs FP8 checkpoint scaling." + "reason": "One is an eos_token_id config mismatch for Gemma-3; the other is missing weight_scale application for FP8 frozen checkpoints." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both mention Qwen3 variants, but one is a feature-extraction helper issue and the other is a variable-length position_ids crash." + "reason": "Both involve Qwen models, but one is a helper-length calculation in qwen3_omni_moe and the other is variable-length position_ids handling in Qwen3.5." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both involve kernels, but one is an import-time dependency issue and the other is a model-specific registration crash." + "reason": "Kernel version/revision validation for pipelines is a dependency/import issue; the Qwen3.5 crash is a registration/decorator problem in a specific model path." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as a zero3 from_pretrained loading failure." + "reason": "Tokenizer save config mismatch and gemma-4 zero3 from_pretrained failure are distinct save/load issues." }, { "left": "issue:42617", "right": "issue:43976", "accept": false, - "reason": "Running a script and Python-version compatibility are unrelated problems." + "reason": "Failure to run a parallel example script is unrelated to a Python-version compatibility problem." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Both are vision-related, but padding calculation and missing-vision-backend handling are different bugs." + "reason": "Incorrect video padding in SmolVLM is unrelated to AutoProcessor missing-vision-backend error handling." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "These are different Qwen3.5 failures: kernel registration vs variable-length position_ids." + "reason": "Both are Qwen3.5-related, but one fails when registering apply_rotary_pos_emb for kernels, while the other is about variable-length position_ids; different code paths." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to VL image-placeholder failures." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder handling in user text." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "The packet marks this as soft similarity only; that is not enough to call it a duplicate." + "reason": "Both mention Qwen3 MoE loading across versions, but one is LoRA compatibility from hf4.x to hf5.x and the other is Qwen3VL MoE model loading in 5.0.0.dev0; not the same concrete bug." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "A dtype/compile inference issue is unrelated to an output-object field mix-up." + "reason": "bfloat16 dtype mismatch in inference and incorrect hidden_states wiring in ImageClassifierOutput are different backend/output bugs." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-processing errors and empty-list chat-template crashes are unrelated." + "reason": "Video-input processing in Qwen3OmniMoe and empty-list chat template IndexError are unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "A label-reduction bug in an image processor is unrelated to unsafe module lookup." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both are Qwen3-family issues, but sliding-window behavior and chat crashes are different code paths." + "reason": "Sliding_window behavior in Qwen3-MoE and a Qwen3.5 chat crash are different model/runtime issues." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation handling is unrelated to kernel registration failures." + "reason": "Auto-docstring crashes with future annotations are unrelated to Qwen3.5 kernel registration failures." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Pytest-xdist file races and stale generation warnings are separate problems." + "reason": "A pytest-xdist race on captured_info.txt is unrelated to a stale warning in paged generate()." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import latency and Gemma eos token configuration are unrelated." + "reason": "Import performance and Gemma eos_token_id inconsistency do not share the same failure mode." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention auxiliary-state handling is unrelated to variable-length position_ids." + "reason": "Flash-attention s_aux handling and Qwen3.5 variable-length position_ids are different bugs." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Modeling utils internals and a TimesFM window_size AttributeError are different bugs." + "reason": "sys.modules access in modeling_utils is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are different issues." + "reason": "Reading a buffer-like position_ids after registration and gemma-4 zero3 from_pretrained are not the same issue." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "position_ids buffer access and zero3 from_pretrained crash do not share the same root cause." + "reason": "Stale phonemizer backend state and inconsistent from_pretrained behavior inside Python classes are only loosely related through statefulness, not the same bug." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI code leakage in loading_report is unrelated to GLM-5 RoPE implementation concerns." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure and CPU-vs-CUDA result mismatch are different issues." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 and CPU/CUDA result drift in PPDocLayoutV3 are different backend correctness problems." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern missing losses under config flags, but they are different models and loss mechanisms." + "reason": "Both mention missing auxiliary losses under a flag, but they concern different models and different loss mechanisms; not the same code-path bug." }, { "left": "issue:42915", "right": "issue:47312", "accept": false, - "reason": "FineGrainedFP8Config failure and kernels 0.16 incompatibility are distinct compatibility problems." + "reason": "Qwen3Moe FP8 config failure and kernels 0.16 incompatibility are different integration/version issues." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are unrelated." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." - }, - { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Both are multimodal/video-related, but they are different processor bugs." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "A documentation mismatch for a pipeline argument is unrelated to unsafe sys.modules access." + "reason": "Offline tokenizer cache loading failure and AttentionInterface.register behavior change are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary is mostly grounded, but one soft-edge verdict overstates the evidence. The packet marks issue:42491 \u2194 issue:43299 as deterministic_accept=false (only soft similarity), yet the analyst set accept=true and called it a \"strong duplicate-like pair.\" That is not supported by the packet. The rest of the verdicts are broadly conservative, but this single over-accept is enough to reject." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13724,10 +13772,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ - "issue:29870", - "issue:30333", "issue:36246", "issue:41950", "issue:42757", @@ -13735,8 +13781,9 @@ "issue:43295", "issue:43352", "issue:43475", - "issue:43526", + "issue:43540", "issue:43596", + "issue:43901", "issue:44038", "issue:44060", "issue:44077", @@ -13750,6 +13797,7 @@ "issue:44479", "issue:44623", "issue:44749", + "issue:44779", "issue:44857", "issue:44877", "issue:44987", @@ -13772,235 +13820,241 @@ "issue:46655", "issue:46726", "issue:46752", - "issue:46897", "issue:47217" ], "soft_pairs": [ + "issue:44779|issue:45292", + "issue:43540|issue:46655", + "issue:43901|issue:45003", "issue:43257|issue:45137", "issue:41950|issue:44220", "issue:46726|issue:47217", "issue:44479|issue:46655", "issue:36246|issue:42757", - "issue:45375|issue:45759", "issue:36246|issue:44351", + "issue:45375|issue:45759", "issue:36246|issue:43596", "issue:45292|issue:45701", - "issue:44451|issue:46752", "issue:43295|issue:45292", + "issue:44451|issue:46752", "issue:45137|issue:45600", "issue:44162|issue:45200", "issue:44295|issue:44749", - "issue:43352|issue:45250", "issue:44466|issue:45335", + "issue:43352|issue:45250", "issue:44060|issue:44077", "issue:45003|issue:45561", "issue:43475|issue:46369", "issue:44877|issue:45375", - "issue:43526|issue:46897", - "issue:44242|issue:44857", "issue:44995|issue:45200", "issue:44987|issue:45459", "issue:44038|issue:46506", "issue:44479|issue:46170", - "issue:44623|issue:46726", - "issue:29870|issue:30333" + "issue:44242|issue:44857", + "issue:44623|issue:46726" ], - "prepared_review_unit_hash": "1820bcbcbc86a2cb338f581308b588ea08d190d3ae2c40ad88206471684574ea", + "prepared_review_unit_hash": "c2e1d8f1ddbfb5788bbc892abb39a8f531feff29d5a4d1c009c231887de5ccc0", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36097, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35713, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues; the soft pairs mostly share a subsystem name or broad topic but not the same concrete bug, so they should all be rejected.", - "confidence": 0.88, - "canonical_issue_reason": "No true canonical duplicate stands out. If one issue must anchor the cluster, issue 44479 is the broadest high-signal regression here, affecting multiple Qwen VL video models.", + "summary": "The items are a mixed bag of unrelated bug reports (video/VL regressions, import errors, config issues, tokenizer/serialization problems). I don\u2019t see any true duplicate pairs among the soft edges, so all should be rejected. If forced to pick one issue as the cluster\u2019s representative, the broadest user-facing regression is the v5.3.0 video-input bug affecting multiple Qwen VL variants.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression here: one bug report spanning multiple related Qwen VL/video models with a clear v5.3.0 breakage and actionable repro scope.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the most broadly scoped and representative item in the set; it has the clearest cross-model regression framing among otherwise unrelated reports.", + "best_issue_reason": "issue:44479 is the strongest single representative because it is user-facing, version-specific, and covers multiple affected models rather than a one-off edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output drift and resize_token_embeddings mismatch are different code paths and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a Qwen3OmniMoe ValueError and the other is a SmolVLM video-padding bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both mention DeepSpeed, but one is a Qwen3 MoE weight-conversion problem and the other is a ZeRO3 deque/index error; different failures and code paths." + "reason": "Both mention DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque IndexError." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features(); different pipeline and bug." + "reason": "Video-classification image-processor lookup and fbank feature extraction are unrelated failures." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Missing vision backend/unrecognized image processor is not the same as VL models failing on image placeholders in user text." + "reason": "Both involve VL input handling, but one is missing vision backend/processor resolution and the other is empty-image-placeholder handling." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both concern video inputs, but the concrete bugs differ: Qwen VL regression vs SmolVLM padding calculation." + "reason": "Both are video bugs, but they affect different models and different failure points in the video pipeline." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Separate import errors for different symbols/modules; no shared underlying bug." + "reason": "Two separate ImportErrors for different symbols from different packages." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is a missing config field dropped by strict parsing and the other is incorrect text_config unwrapping." + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Different import failures affecting different APIs; not the same issue." + "reason": "Both are Qwen multimodal config issues, but one drops a config field and the other fails to unwrap text_config." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5-VL import failure and BertModel ZeRO3 init crash are unrelated." + "reason": "ImportError for a VL image processor is unrelated to a DeepSpeed/BertModel IndexError." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "resize_token_embeddings/output_embeddings behavior is unrelated to version-dependent tokenization changes." + "reason": "resize_token_embeddings behavior and tokenization version drift are different bugs." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Loading a specific model and crashing on empty chat input are different bugs." + "reason": "Processor/tokenizer regression with images is not the same as output_embeddings not updating after resize." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to output embedding resizing behavior." + "reason": "Model loading failure for ScandiBERT and empty-list chat-template crash are unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque crash and stale auto_mappings reference are different problems." + "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings references are separate problems." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma4 mm_token_type_ids defaulting are unrelated model-specific issues." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific bugs." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error and a performance regression report are not the same bug." + "reason": "Position_ids buffer access error is unrelated to the Chinese performance regression report." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "One is a concrete unsupported-model error; the other is a generic Flash Attention 2.0 topic, not the same underlying fix." + "reason": "Both involve embedding/serialization behavior, but the affected models and bug mechanics differ." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Tied-weight serialization/device issue is different from resize_token_embeddings not updating decoder embeddings." + "reason": "A model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention issue." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to PatchTSMixer post_init policy." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access bug and xdist captured_info.txt race are separate test/runtime issues." + "reason": "Unsafe sys.modules access and xdist race on captured_info.txt are different failure modes." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 Video missing attribute and SAM3 litetext memory overflow are different failure modes." + "reason": "SAM 3 video attribute error and SAM 3 lite text memory overflow are distinct bugs." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config rejection for granite_speech is unrelated to Qwen vision config field loss." - }, - { - "left": "issue:43526", - "right": "issue:46897", - "accept": false, - "reason": "BEIT label reduction bug and Florence2 double-shift training-loss bug are different model-specific issues." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash do not share the same code-path problem." + "reason": "Strict config loading for granite_speech and missing Qwen3_5MoeVisionConfig field are different config issues." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash and Gemma4 token-type defaulting are unrelated." + "reason": "Stale indexer cache on second forward is unrelated to Gemma 4 token-type-id defaults." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading physical-intelligence/fast failure and protobuf tokenizer error masking are different import/serialization issues." + "reason": "Model loading failure and tokenizer protobuf exception handling are unrelated." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe/Transformers 5.0 bug is unrelated to PPDocLayoutV3 CPU vs CUDA output differences." + "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA mismatch are different models and behaviors." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video input regression and Windows ROCm/torch.distributed import failure are unrelated." + "reason": "Video-input regression in Qwen VL models is unrelated to Windows ROCm/torch.distributed import failures." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Missing files on processor.save_pretrained and missing vision backend handling are different bugs." + "reason": "Missing load-balancing loss and AMP/CUDA image-loss crash are different issues." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLFlow job-status reporting are unrelated." + "reason": "processor.save_pretrained missing files is unrelated to AutoProcessor vision-backend resolution." } ] }, @@ -14022,15 +14076,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ + "issue:29870", + "issue:30333", "issue:42199", "issue:42886", "issue:42994", "issue:43065", "issue:43408", "issue:43475", - "issue:43526", "issue:43540", "issue:43653", "issue:43723", @@ -14067,14 +14122,13 @@ "issue:46832", "issue:46851", "issue:46858", - "issue:46894", "issue:47020", "issue:47068", "issue:47145", "issue:47312" ], "soft_pairs": [ - "issue:43526|issue:46894", + "issue:29870|issue:30333", "issue:44877|issue:46170", "issue:44995|issue:45588", "issue:44368|issue:44977", @@ -14092,8 +14146,8 @@ "issue:43931|issue:44368", "issue:44188|issue:46202", "issue:44368|issue:45563", - "issue:45987|issue:46082", "issue:43906|issue:46202", + "issue:45987|issue:46082", "issue:46132|issue:47145", "issue:44483|issue:46202", "issue:44188|issue:46421", @@ -14102,190 +14156,196 @@ "issue:45103|issue:46858", "issue:46752|issue:47020" ], - "prepared_review_unit_hash": "6bc64f266a07b38c6e96e2164dec6f5f703fae6f28237c989770fcb0a5d5979b", + "prepared_review_unit_hash": "91715f06de3c77d1368a75ad1d816eb5e39e762df2d23b7dcb0090667533a6f1", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35905, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "serialized_chars": 35955, + "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: the items span unrelated bugs in tokenizers, cache/static-cache behavior, model config loading, multimodal models, and deepspeed/torch.compile edge cases. No soft pair looks like the same concrete underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 46858 is the best representative only because it is the most concrete, technically scoped regression in the set; however, the cluster overall does not form a true duplicate group.", + "summary": "This cluster appears to be mostly false-positive similarity noise: the issues span unrelated subsystems (tokenizers, generation, vision, quantization, distributed training, etc.) with no clear shared underlying bug or change. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical issue exists here because the cluster is heterogeneous; the items are not describing the same bug family. If forced to name a broad representative, issue 43723 is the closest generic tokenizer-loading report, but it still does not represent the cluster as a whole.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46858 has the clearest root-cause description and the most actionable failure mode (static cache seq-length returning a device tensor and breaking slice arithmetic under torch.compile).", + "best_issue_reason": "No issue in this set is a good global canonical representative. The broadest/most generic is issue 43723, but the cluster is too mixed for it to serve as a real dedup target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:46894", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Different subsystems and failure modes: BeitImageProcessorFast label reduction vs. CohereASR training-loss shifting." + "reason": "Unrelated failures: BART generate() UnboundLocalError vs MLflow job-status reporting for failed training jobs." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Unrelated problems: strict config loading for granite_speech vs. Windows/ROCm torch.distributed import issues." + "reason": "Different problem areas: strict config loading for granite_speech vs Windows/ROCm import failure due to torch.distributed dependency." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Both crash bugs, but in different code paths and with different causes: stale indexer cache vs. s_aux=None in flash attention." + "reason": "Not the same bug: stale indexer cache in GlmMoeDsa second forward pass vs flash_attention crash on sink-less models with s_aux=None." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Same model family mention, but one is a warning about tie_word_embeddings and the other is a flash-attention generation bug." + "reason": "Different symptoms and code paths: tie_word_embeddings warning in Qwen3.5 fine-tuning vs flash-attention generation malfunction." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Both involve deepspeed, but one is a gemma-4 from_pretrained issue and the other is an optimizer double-step bug." + "reason": "Different underlying issues: gemma-4 zero3 from_pretrained loading vs deepspeed optimizer step called twice." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration bug vs. an ESM2 model breakage; not the same underlying issue." + "reason": "Tokenizer special-token decoding bug vs ESM2 model breakage; no concrete shared failure path." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "Different models and different failure modes: DETR cardinality error vs. Qwen3.5 variable-length position_ids handling." + "reason": "Both are model-specific, but the bugs differ: DETR cardinality/background-class error vs Qwen3.5 variable-length position_ids handling." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Separate multimodal model bugs affecting different components and inputs." + "reason": "Both involve multimodal/video models, but one is a missing Sam3VisionEncoderOutput attribute and the other is a Qwen3OmniMoe video-input ValueError." }, { "left": "issue:42994", "right": "issue:47312", "accept": false, - "reason": "Quantized model saving failure is unrelated to kernel-version incompatibility." + "reason": "Too broad and unsupported: quantized model saving failure is not the same as generic kernels 0.16 incompatibility." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram/int type issue is unrelated to missing chat templates in processors." + "reason": "Different subsystems and failures: MPS histogram on Int in moe code vs processor chat-template absence error." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading regression is unrelated to Gemma multi-GPU CUDA OOM." + "reason": "Tokenizer cache/offline loading bug vs Gemma4 multi-GPU CUDA OOM; not the same bug." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Different errors: torch.distributed dependency on Windows/ROCm vs. RT-DETR forward shape mismatch." + "reason": "Import-time dependency issue vs RT-DETR forward TypeError from feature-level/backbone mismatch; unrelated paths." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory not released on delete vs. final partial batch bookkeeping in MaskGenerationPipeline." + "reason": "Memory not released on RT-DETR deletion vs MaskGenerationPipeline final-batch dropping results; different behavior and fix surface." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 is a different problem from a model accuracy regression after upgrade." + "reason": "Tokenizer loading issue in v5 vs accuracy regression in DeepSeek-R1-Distill-Llama-8B after version upgrade; no same code path." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as the sam3_video/sam3_tracker config warning." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to the sam3_video/sam3_tracker model-type warning." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL shape mismatch is unrelated to the Qwen3.5 tie_word_embeddings warning." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3.5 tie_word_embeddings warning." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization on \u2581." + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma tokenizer roundtrip failure on '\u2581'." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Configuration warning about tie_word_embeddings is not the same as stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to a post-upgrade performance regression." + "reason": "Isolated reproduction of a prior issue vs Gemma pipeline tokenizer roundtrip failure; not the same bug." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache seq-length return type bug is unrelated to LlamaConfig head_dim validation." + "reason": "StaticCache.get_seq_length() returning a tensor is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:46132", + "right": "issue:47145", "accept": false, - "reason": "Isolated reproduction of a prior issue is unrelated to Gemma pipeline roundtrip failure." + "reason": "AttentionInterface.register behavior change is unrelated to FP8 compressed-tensors checkpoints missing weight_scale on load." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions API request rejection is unrelated to Gemma token roundtrip behavior." + "reason": "v5 chat/completions API rejection vs Gemma tokenizer roundtrip issue; different surfaces and failure modes." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both touch compile/cache behavior, but one is attention-kernel divergence and the other is spurious recompilation from cache lazy init." + "reason": "Both touch performance/compile behavior, but one is attention-kernel divergence and the other is cache lazy-init recompilation with chunked prefill." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "Different bugs: auxiliary-loss handling in D-FINE vs. host synchronization from a Python conditional in deepspeed_sp_compute_loss." + "reason": "D-FINE auxiliary-loss bug is unrelated to deepspeed_sp_compute_loss host synchronization from CUDA-tensor conditional." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer task AttributeError and data-filtering slowdown are not the same bug." + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to the Chinese-described filtering slowdown regression after upgrading Transformers." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Both are annotation/cache-adjacent regressions, but they affect different mechanisms and code paths." + "reason": "auto_docstring annotations crash is unrelated to static-cache seq-length device tensor arithmetic in _prefill." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat-template input crash is unrelated to XLMRobertaTokenizer passing the wrong vocab type to Unigram." + "reason": "Empty-list apply_chat_template IndexError is unrelated to XLMRobertaTokenizer passing a dict to Unigram." } ] }, @@ -14307,7 +14367,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:28282", "issue:30990", @@ -14369,238 +14429,244 @@ "issue:44623|issue:45656", "issue:43475|issue:43643", "issue:43475|issue:46821", - "issue:42994|issue:43482", "issue:43784|issue:46399", + "issue:42994|issue:43482", "issue:44373|issue:46851", "issue:39692|issue:46726", "issue:44871|issue:46132", "issue:46463|issue:46877", - "issue:45561|issue:47217", "issue:28282|issue:30990", + "issue:45561|issue:47217", "issue:44188|issue:46851", "issue:45375|issue:45478", "issue:46877|issue:47000", "issue:45230|issue:45397", "issue:44869|issue:45356", "issue:43723|issue:46326", - "issue:45310|issue:45375", "issue:43232|issue:43673", + "issue:45310|issue:45375", "issue:44038|issue:44623", "issue:42994|issue:43525", "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "f0c8fdb24796c96aee8596928ec72571f6a30160cd3bbd051892e696a4aaaf17", + "prepared_review_unit_hash": "d44854b3acb9c2b35d49549c394eb9988dbbb08efbc19ff2e198dd333e762f97", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36062, - "estimated_input_tokens": 9016, - "estimated_eval_tokens": 18288 + "serialized_chars": 36066, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly distinct issues across unrelated model families and code paths. The only plausible duplicate edge is the Qwen3.5 MoE load regression pair, where one report is the umbrella failure and the other points to the strict-config field loss as the likely root cause.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45310 is the broadest and most user-visible report of the Qwen3.5 MoE from_pretrained regression, making it a good umbrella canonical issue for that duplicate set.", + "summary": "This cluster is mostly unrelated issues. The only clear duplicate-looking thread in the packet is the exact-title Qwen3.5 MoE from_pretrained error pair (45310/45478); issue 45375 looks like a separate, more specific config-field bug and should not be treated as the same thread from titles alone.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is part of the exact-title duplicate pair with issue:45478 and cleanly represents the Qwen3.5 MoE from_pretrained regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 best represents the underlying bug because its title captures the end-user failure across versions, while related reports can be folded into it as root-cause details.", + "best_issue_reason": "issue:45310 is the strongest issue candidate: its title exactly matches issue:45478, while the other nearby Qwen3.5 item (45375) describes a different missing-field problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both touch vision/image handling, but one is bad SigLIP2 outputs and the other is an error when a vision backend is missing; different bugs and code paths." + "reason": "Both are vision-related, but one is about wrong outputs from AutoModel/pipeline and the other is a missing-vision-backend import/error path." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but tokenizer metadata mismatch and missing processor files are different artifacts and failure modes." + "reason": "Both mention save_pretrained, but tokenizer config mismatch and missing processor files are different artifacts and code paths." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch during resume is unrelated to a data-processing slowdown regression." + "reason": "Checkpoint key mismatch on resume is unrelated to a tokenizer/data-processing slowdown regression." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder internals and MaskGenerationPipeline batch-finalization are separate subsystems with different symptoms." + "reason": "A dummy Conv2d in Sam3PixelDecoder and partial-batch dropping in MaskGenerationPipeline are different bugs in different components." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A performance regression is not the same underlying bug as optimizer.step being invoked twice under DeepSpeed." + "reason": "A data filtering performance regression is not the same concrete bug as double optimizer stepping under deepspeed." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Missing fields from trust_remote_code config loading and ESM2 being broken are unrelated model-specific issues." + "reason": "Custom model initialization breakage and ESM2 breakage are both regressions, but not the same underlying failure." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model loading failure and DeepSpeed ZeRO3 deque underflow are different runtime problems with no clear shared code path." + "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque IndexError are unrelated." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files and duplicate optimizer stepping under deepspeed are unrelated." + "reason": "Missing processor files on save_pretrained and optimizer stepping twice are unrelated subsystems and symptoms." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "A missing attribute on Sam3 vision outputs is not the same as trust_remote_code returning incomplete config objects." + "reason": "Missing fpn_position_embeddings and missing fields from trust_remote_code config loading are different missing-field bugs." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Both are missing-attribute style reports, but they concern different models and different fields." + "reason": "These are too generic: different models and different missing-attribute problems." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are both quantization-adjacent but not the same concrete bug." + "reason": "An import-time NameError in sentence-transformers and a Qwen3.5 kernel registration crash are different failure paths." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "An import-time NameError in sentence-transformers and a missing decorator crash in Qwen3.5 are unrelated." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate serialization/loading problems." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring is documentation-only; the other is an actual position_ids runtime bug." + "reason": "A wrong docstring and a runtime position_ids bug are not the same issue." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "The first is a broken documentation example; the second is a runtime error when a required vision backend is absent." + "reason": "SigLIP2 example errors and AutoProcessor's missing-backend error are different vision-stack bugs." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "EOS-token config inconsistency and AttentionInterface.register behavior changes are different issues." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are unrelated." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect T5 validation messaging is unrelated to auto_docstring printing diagnostics at import time." + "reason": "Decoder input validation messaging and doc-lint stdout leakage are unrelated." }, { - "left": "issue:45561", - "right": "issue:47217", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "A pytest-xdist file race and VL image-placeholder handling are different problems." + "reason": "PyTorch import missing and Sentence Transformers loading stuck are too different to be duplicates." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "PyTorch missing ImportError and Sentence Transformers hanging on load are not the same failure." + "reason": "A pytest-xdist captured-info race is unrelated to VL image-placeholder handling." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence is a separate problem from Qwen3.5 variable-length position_ids handling." + "reason": "torch.compile attention-kernel divergence and variable-length position_ids are different code-path problems." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "They are very close in title, but only 45375 is in the soft edge list; no direct pair to evaluate here." + "reason": "The titles point to different bugs: one is a missing deepstack_visual_indexes field, the other is a from_pretrained error message." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Import-time docstring diagnostics and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report and a Gemma-4 zero3 from_pretrained issue do not indicate the same underlying bug." + "reason": "A generic bug report is not enough to make it the same as gemma-4 zero3 from_pretrained." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding on trailing replacement characters is unrelated to a tokenizer codec-handling regression." + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are both tokenizer-adjacent, but distinct bugs." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading failure in v5 and continue_final_message behavior for mistral_common are different code paths." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": true, - "reason": "Both describe the same Qwen3.5 MoE from_pretrained regression in v5.4+, and 45375 appears to identify the strict-config field loss causing the broader load failure." + "reason": "AutoTokenizer loading failure and continue_final_message behavior for mistral_common tokenizers are different issues." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs updates after sync_gpus and missing GenerationMixin cache during chunked_prefill are not the same bug." + "reason": "Update-model-kwargs after sync_gpus and missing GenerationMixin cache during chunked_prefill are distinct generation regressions." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same broad Qwen3.5 area, but a generic from_pretrained error and a specific missing config field do not establish the same concrete bug." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading bugs and processor save_pretrained missing files are unrelated despite both involving transformers v5-era regressions." + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different failures." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different issues." + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Cannot import AutoImageProcessor and a non-existent import from image_utils are related to imports, but they are not the same missing symbol or code path." + "reason": "Both are import-related, but the missing symbols and failure modes differ." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": false, + "reason": "This pair is not present in the soft-edge list, but the packet evidence indicates it is the only exact-title duplicate thread." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted Qwen3.5 MoE pair is the only clearly supported duplicate edge among the evaluated soft pairs, and the other verdicts appropriately reject unrelated code paths and failure modes. Minor note: issue:45478 has the same title as issue:45310, but it was not one of the evaluated soft pairs." + "accept": false, + "feedback": "The cluster summary is a bit too confident for the evidence in the packet. The clearest duplicate pair in the titles is actually issue:45310 and issue:45478 (same Qwen3.5 MoE from_pretrained error wording), while issue:45375 has a different, more specific title about a missing deepstack_visual_indexes field. From the packet alone, that does not justify calling 45375/45478 a 'direct mirror' or 'the only obvious duplicate thread.' The soft-edge rejections are mostly conservative, but the one accepted pair looks stronger than the packet supports." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14615,7 +14681,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:30333", "issue:30990", @@ -14676,8 +14742,8 @@ "issue:45406|issue:46202", "issue:46202|issue:46701", "issue:45593|issue:46877", - "issue:41628|issue:44351", "issue:44038|issue:45310", + "issue:41628|issue:44351", "issue:44945|issue:45753", "issue:44222|issue:45310", "issue:43232|issue:44792", @@ -14697,218 +14763,221 @@ "issue:44843|issue:47085", "issue:44568|issue:47085" ], - "prepared_review_unit_hash": "1033e74d0f2f08a7f7ded28efbe18b92f764ec1737481d3f9c6a5fb775da1fcf", + "prepared_review_unit_hash": "a070ce7bb489c1a286ffacf2a0c585095663efefcde9a9672985c022a22c4d53", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36085, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous one-off bug reports across Transformers subsystems, with only one clear duplicate pair (the Qwen3ForCausalLM VRAM leak reports).", - "confidence": 0.71, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more-discussed report for the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak, and issue:43704 is an obvious duplicate.", + "summary": "This cluster is mostly noisy: the items share Transformers/tokenizer/model-adjacent vocabulary, but they describe different bugs, model families, or packaging regressions. I did not find any soft pair that looks like the same underlying fix.", + "confidence": 0.33, + "canonical_issue_reason": "issue:44843 is the clearest concrete core regression with a specific failure mode and downstream references; the rest are mostly unrelated point bugs rather than one duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue in this set: it has the only exact duplicate match and enough discussion/inbound activity to serve as the anchor report.", + "best_issue_reason": "issue:44843 is the most actionable representative issue in the set: it has a precise trigger, a clear code path (_patch_mistral_regex / offline mode), and broader utility as the anchor if one item must be selected.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Different problems: quantization/offloading behavior vs incorrect generation output under pipeline parallelism." + "reason": "Both are runtime/model-behavior complaints, but one is quantization/offloading and the other is pipeline-parallel output correctness; different bugs." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Unrelated issues: TF32 API guidance versus remote-code/meta-init incompatibility for InternVL2." + "reason": "TF32 settings vs meta-init incompatibility for old InternVL2 are unrelated changes and failure modes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and root causes; not the same bug." + "reason": "Both are import errors, but for different symbols and different breakages; not the same underlying defect." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Tokenizer mapping logic versus a huggingface_hub CLI attribute mismatch; no concrete shared code path." + "reason": "Model-mapping logic vs CLI completion compatibility with huggingface_hub are unrelated." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Training/eval dtype drift and a DeepSpeed ZeRO3 deque error are different failures." + "reason": "Embedding dtype drift during evaluate and a ZeRO3 deque pop error are different training/runtime problems." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex/tokenizer loading crash vs auto-docstring annotation handling; unrelated." + "reason": "Both crash with AttributeError, but in different helper paths with different root causes." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to docstring lint output at import time." + "reason": "AMP/CUDA loss crash and auto_docstring stdout diagnostics are unrelated subsystems." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Processor missing _tokenizer in serve mode versus Gemma pipeline roundtrip failure; different paths." + "reason": "Gemma processor missing _tokenizer and Gemma pipeline roundtrip failure are different code paths." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both involve Gemma, but one is tokenizer roundtrip and the other is an image-text pipeline failure." + "reason": "Both involve Gemma pipelines, but one is a tokenizer roundtrip issue and the other is an image-text-to-text pipeline failure; too distinct to merge." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary loss behavior is unrelated to auto_docstring stdout logging." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Separate import/export regressions for different classes; not the same missing symbol bug." + "reason": "D-FINE auxiliary-loss behavior and doc-lint logging are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but they reference different model variants and separate from_pretrained failures." + "reason": "Both mention Qwen3 MoE variants, but they target different model families/versions and the exact failure details differ." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Importing AutoImageProcessor vs importing HybridCache are separate API-export regressions." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption is unrelated to Qwen3_5 looping on a specific image." + "reason": "Pipeline-parallel output correctness and Qwen3_5 image-induced looping are different bugs." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are different code paths." + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained are unrelated model/tooling issues." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image-generation test failure." + "reason": "Generation kwargs update after sync_gpus and a janus image-generation test failure do not share a concrete root cause." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "xdist race on captured_info.txt is unrelated to the CLI completion attribute error." + "reason": "pytest-xdist file races and CLI completion breakage are separate test/runtime issues." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend selection issue versus a missing image_utils import; not the same bug." + "reason": "Missing tensorflow in the torch extra and a nonexistent image_utils import are different packaging/import problems." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3_5 recurrent-state reset bug is unrelated to deepspeed_sp_compute_loss host synchronization." + "reason": "Qwen3.5 recurrent-state reset and a host-sync concern in deepspeed_sp_compute_loss are unrelated model internals." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version pinning issue is unrelated to auto_docstring import-time diagnostics." + "reason": "PEFT minimum version bump and auto_docstring import-time output are unrelated maintenance issues." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed training jobs and DeepSpeed OOM with Adafactor are distinct failures." + "reason": "MLFlow reporting on failed jobs and Adafactor OOM in DeepSpeed are entirely different topics." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression and FP8 save_pretrained behavior are different problems." + "reason": "FineGrainedFP8 accuracy and FP8 save_pretrained are both FP8-adjacent but not the same bug." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing TensorFlow in torch extra and leftover dummy PT classes are unrelated packaging issues." + "reason": "TensorFlow backend omission in a torch install and dummy pt object leakage without torch are different packaging/namespace issues." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup-space behavior and BOS/EOS special-token insertion are separate regressions." + "reason": "Tokenizer cleanup behavior and add_special_tokens BOS/EOS insertion are separate tokenizer semantics regressions." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Two different import errors for different names; same broad symptom but not the same underlying bug." + "reason": "Sentence-transformers import NameError and Qwen2_5_VL import error are unrelated import failures." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config/type loading failure is unrelated to xdist file-race behavior." + "reason": "Unrecognized model config and pytest-xdist capture file races have no shared underlying fix." }, { "left": "issue:42673", "right": "issue:43704", - "accept": true, - "reason": "Exact same VRAM leak report for Qwen3ForCausalLM in multiple dataloader threads; 43704 is a duplicate of 42673." + "accept": false, + "reason": "These are the same title, but the second is a later report of a similar VRAM leak; without code evidence they are still treated as separate reports rather than a proven duplicate pair." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and a missing image_utils import are unrelated." + "reason": "Python-version compatibility and an image_utils import problem are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformer loading hang and embedding reinitialization on resize are different model-loading issues." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "HF_HUB_OFFLINE breakage in _patch_mistral_regex is unrelated to tokenizer thread safety." + "reason": "Offline model_info behavior in mistral regex patching and tokenizer thread-safety are distinct tokenizer regressions." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer special-token behavior and fast-tokenizer thread safety are separate bugs." + "reason": "BOS/EOS insertion semantics and tokenizer thread-safety are not the same concrete bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: the only exact title duplicate is issue:42673 / issue:43704, and the other soft-edge rejections stay conservative. No unsupported mergeability claims stood out." - }, - "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 }, @@ -14923,7 +14992,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:22355", "issue:27957", @@ -15005,14 +15074,14 @@ "issue:45405|issue:45712", "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "4348e9ab31cfe2743cc27fdc0d8c6d7b6fa515e2d0aec1c3af0b37182cf14ffa", + "prepared_review_unit_hash": "076879c2ba9a7f6b0ab0c4c865c93be819dd29a349eef1692a71b1dbca424840", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, @@ -15027,186 +15096,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Hugging Face Transformers issues that only share broad themes like regressions, tokenizers, or multimodal code. I found no true duplicate pairs among the provided soft edges.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42898 is a clear, self-contained regression report with a concrete version boundary and behavior change, making it a reasonable anchor for the cluster even though it is not a duplicate of the others.", + "summary": "This cluster is a loose grab-bag of unrelated issues; none of the soft pairs look like true duplicates. I\u2019d keep one strong, high-impact issue as the anchor rather than merging across topics.", + "confidence": 0.91, + "canonical_issue_reason": "`issue:45812` is a broad, high-impact silent regression (`AutoTokenizer` returning wrong IDs for all Granite models) with clear scope and multiple references, making it the best single issue to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the cleanest representative issue here: specific, reproducible, and narrowly scoped enough to serve as the cluster anchor.", + "best_issue_reason": "`issue:45812` is the most compelling standalone issue here: concrete regression, wide model impact, and likely easier to act on than the more niche or documentation-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different subsystems and failures: multimodal config initialization vs incorrect output field mapping in video classification." + "reason": "Different model families and different failure modes: config initialization defaults vs output field misassignment." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 regressions, but one is token spacing behavior and the other is wrong token IDs for Granite models; different code paths." + "reason": "Both involve tokenizer behavior changes, but one is about `clean_up_tokenization_spaces` and the other is a Granite ID regression; not the same bug." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same bug as fast tokenizers losing thread safety." + "reason": "LayoutLMv2 NER/padding crash is unrelated to tokenizers losing thread safety." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained errors are unrelated failures." + "reason": "`processor.save_pretrained` missing files is unrelated to Qwen3.5 MoE `from_pretrained` loading errors." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in multi-thread dataloader use is not the same as FA2 long-context generation slowdown/regression." + "reason": "VRAM leak in `Qwen3ForCausalLM` with dataloader threads is not the same as a long-context FA2 performance regression." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is loading failure and the other is add_special_tokens handling." + "reason": "Generic `AutoTokenizer.from_pretrained` loading issue and a specific BOS/EOS regression for mDeBERTa are not the same underlying defect." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Two broken documentation examples, but for different models and different mistakes." + "reason": "Both are broken docs examples, but they concern different examples and likely different mistakes/code paths." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "CI breakage from removed config references is unrelated to the huggingface_hub CLI compatibility failure." + "reason": "Broken auto-mapping config references in CI are unrelated to a Hugging Face hub CLI completion incompatibility." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Different pipeline/model logic: attention mask construction vs final partial-batch handling." + "reason": "Gemma4 attention-mask bug and pipeline final-batch result dropping are different subsystems and behaviors." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and docs parameter-name mismatch are separate documentation issues." + "reason": "Notebook syntax error and documentation parameter-name mismatch are both docs-related but not the same problem." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config default initialization bug is unrelated to Whisper timestamp decoding crashing on a trailing replacement character." + "reason": "Multimodal config default initialization is unrelated to Whisper word-timestamp decode crashing on trailing replacement characters." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config defaults and ModelOutput key assignment are different code paths." + "reason": "Config initialization bug and `ModelOutput` key assignment bug affect different code paths and objects." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "VRAM leak in dataloader threads is not the same as tokenizer thread-safety regression." + "reason": "A VRAM leak in Qwen3 CausalLM is not the same as fast tokenizers becoming non-thread-safe." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to a model-loading regression for Llama 3.2 Vision." + "reason": "MLflow reporting on failed training jobs is unrelated to Llama 3.2 Vision model loading regressions." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 behavior for XLMRoberta and MLflow reporting are unrelated." + "reason": "Flash Attention 2 behavior for XLMRoberta and MLflow job status reporting have no shared code path." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different models and different tokenization behaviors." + "reason": "Both are tokenizer regressions in v5, but one concerns tokenization-space cleanup and the other Deepseek token IDs; too different to merge." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3-family issues, but one is a tied-weights warning and the other is missing tensor-parallel metadata." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen3.5 MoE issues." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Token spacing behavior changes and processor/tokenizer API regressions are different problems." + "reason": "`clean_up_tokenization_spaces` behavior change and processor/tokenizer API regression are separate tokenizer-related problems." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Pegasus output differences and clean_up_tokenization_spaces changes are not the same underlying bug." + "reason": "Different regressions: tokenizer cleanup behavior versus generation output differences for Pegasus." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Trainer/optimization issues, but one is MLflow reporting and the other is a custom compute_loss signature breakage." + "reason": "MLflow failure reporting and `compute_loss(num_items_in_batch=...)` signature breakage are unrelated training issues." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are both import errors but from different causes." + "reason": "Missing `transformers.onnx` module and missing PyTorch import are different import-time dependency problems." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated multimodal issues." + "reason": "VitPose models being broken and Gemma 4 needing default `mm_token_type_ids` are unrelated multimodal issues." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "A buffer read error for position_ids is unrelated to DeepSpeed causing optimizer.step to run twice." + "reason": "Buffer registration/reading issue is unrelated to optimizer steps being called twice under deepspeed." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch helper in a processor and remote-code checkpoint meta-init incompatibility are different bugs." + "reason": "Missing image-patch-count API and remote-code checkpoint meta-init incompatibility are different multimodal loading problems." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache continuation crash and auto-docstring annotation handling are unrelated." + "reason": "KV-cache continuation crash in `transformers serve` is unrelated to the auto-docstring annotations crash." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Two example-script issues, but one is multi-label output filtering and the other is local dataset loading." + "reason": "Example-script multi-label output bug and local dataset loading failure in a different script are not the same issue." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer.save_pretrained metadata mismatch are separate serialization bugs." + "reason": "FP8 MoE save-pretrained behavior and tokenizer config class mismatch are separate save/serialization bugs." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Dependency-version bump complaint and leftover dummy class cleanup are unrelated maintenance issues." + "reason": "PEFT version pinning and leftover dummy classes in `dummy_pt_objects.py` are unrelated maintenance issues." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "SGD optimizer args not being used is not the same as a docs parameter-name mismatch." + "reason": "SGD optimizer args being ignored and a docstring parameter-name mismatch are not the same underlying bug." } ] }, @@ -15228,7 +15297,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:30990", "issue:38175", @@ -15294,9 +15363,9 @@ "issue:43122|issue:46209", "issue:43723|issue:44977", "issue:41628|issue:42757", - "issue:46614|issue:46932", "issue:43504|issue:47059", "issue:43232|issue:47276", + "issue:46614|issue:46932", "issue:45071|issue:46082", "issue:44360|issue:46762", "issue:44222|issue:44484", @@ -15304,228 +15373,228 @@ "issue:44190|issue:46082", "issue:30990|issue:38175", "issue:44263|issue:45092", - "issue:44327|issue:47059", "issue:43232|issue:46424", + "issue:44327|issue:47059", "issue:44295|issue:44623", "issue:44263|issue:44373", "issue:43475|issue:46305", "issue:42907|issue:46050", "issue:45092|issue:45357" ], - "prepared_review_unit_hash": "71f4bbc88603ead585d787aaf5ff4d2af217ad0b6f0d36cfd3e5c851c7c0d370", + "prepared_review_unit_hash": "6bb8bffef150fcae6c461bed46e3ef54557f78a215d06ec2f21e573ebd90557d", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36652, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "serialized_chars": 36657, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These look like a heterogeneous set of distinct Transformers bugs rather than one duplicate cluster. The soft pairs mostly share broad areas like tokenization, save/load, or config handling, but the concrete symptoms and code paths are different, so none should be merged as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "No single issue clearly subsumes the rest; the set spans unrelated failures across tokenization, serialization, FP8, generation, config validation, and dependency/import regressions.", + "summary": "This set is mostly a collection of unrelated bug reports that only share broad themes like loading, tokenizers, save_pretrained, or v5 regressions. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the clearest, most user-facing regression in the set: a concrete v5 tokenizer loading failure with a direct reproduction path via AutoTokenizer.from_pretrained.", + "best_issue_reason": "No true duplicate cluster is present. If one issue must serve as the broadest anchor, issue:43723 is the most generic concrete loading failure (AutoTokenizer.from_pretrained in v5), but it is still not a duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Both involve tokenizers, but one is about BPE marker handling and the other is a v5 loading regression; different symptoms and likely different fixes." + "reason": "Both involve tokenizers, but one is a specific BPE-marker bug in Ministral-3-8B and the other is a general tokenizer-loading regression in v5; different underlying failures." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "One reports output drift between v4 and v5, the other a behavior change in AttentionInterface.register; not the same underlying bug." + "reason": "The first is a model output regression for Pegasus; the second is an AttentionInterface.register behavior change. Same broad area, not the same bug." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config default initialization for multimodal subconfigs is unrelated to non-persistent buffers being filled with junk." + "reason": "One is a multimodal config initialization bug, the other is a non-persistent buffer serialization issue. No shared code-path bug." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issues and processor.save_pretrained missing files are different failure modes in different paths." + "reason": "FP8 accuracy and processor.save_pretrained missing files are unrelated failures in different subsystems." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer metadata saved incorrectly is unrelated to an optimizer step being called twice under DeepSpeed." + "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed causing optimizer.step to run twice." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both touch import/export hygiene, but one is a missing image_utils import and the other is leftover dummy classes leaking into dir(transformers); distinct issues." + "reason": "Both touch imports, but one is a missing import from image_utils and the other is leftover dummy classes leaking into namespace checks; not the same defect." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category cardinality limits have nothing to do with register-time behavior changes in AttentionInterface." + "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MOE checkpointing and the other is processor file emission; not the same bug." + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is processor file persistence; different objects and symptoms." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference failure on B200 and missing chat template errors are unrelated code paths." + "reason": "FP8 inference on B200 and missing processor chat template are unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A wrong docstring for position_ids is not the same as a GLM-5 RoPE implementation discussion." + "reason": "Docstring wording for position_ids is not the same issue as GLM-5 RoPE implementation correctness." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failures are different issues with different triggers." + "reason": "Tokenizer_class mismatch during save_pretrained is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization differences across versions are unrelated to a B200 FP8 inference failure." + "reason": "Tokenizer behavior across versions and FP8 inference on B200 are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and flash-attention generation problems are not the same concrete bug." + "reason": "General tokenizer-loading failure and Qwen3.5 flash-attention generation bug are different code paths." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different dependencies and different remediation paths." - }, - { - "left": "issue:46614", - "right": "issue:46932", - "accept": false, - "reason": "Stale phonemizer backend state and quantized vision/audio dtype casting are unrelated multimodal bugs." + "reason": "Both are import errors, but from different packages and symbols; no shared underlying bug." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "A legacy field blocking model preset loading is unrelated to a CLI completion API break in huggingface_hub." + "reason": "Beit pretrained loading with a legacy field is unrelated to a hub CLI compatibility failure." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "One is a generation-state update bug, the other is a misleading warning message; not the same underlying problem." + "reason": "One is a generation state update bug, the other is a misleading warning message; not the same concrete problem." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state and quantized vision/audio dtype casting are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking regression and LlamaConfig head_dim validation are separate config semantics issues." + "reason": "PretrainedConfig type-checking regression is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "A missing ReLU in DSA indexer and numerical differences in Minimax MSA attention are different code paths and failure modes." + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences do not describe the same bug." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained behavior and the 50GB shard-size default are both serialization-related, but not the same bug." + "reason": "FP8 MoE save_pretrained bug and the 50GB max_shard_size question are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation with sync_gpus and a local dataset loading failure in an example script are unrelated." + "reason": "Generation keyword handling and Kosmos2.5 long OCR index error are different failures." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "An example script's local dataset loading problem is not the same as a LlamaConfig validation error." + "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hangs and zero probabilities in SigLIP2 are different model-level bugs." + "reason": "Sentence Transformers loading hang and zero probabilities in siglip2 are unrelated model issues." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A torch.split() return-value issue in an indexer is unrelated to meta-initialization incompatibility for old InternVL2 checkpoints." + "reason": "torch.split return semantics in GlmMoeDsaIndexer are unrelated to remote-code checkpoint incompatibility in Transformers v5." }, { - "left": "issue:44327", - "right": "issue:47059", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "QA top_k bounds handling and a CLI completion attribute error do not share the same underlying code path." + "reason": "Generation sync_gpus handling and cache max length behavior are not the same bug." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44327", + "right": "issue:47059", "accept": false, - "reason": "A generation kwargs bug and cache max length being honored only for quantized cache are different features." + "reason": "QA decode_spans top_k bounds error is unrelated to the hub CLI _add_completion compatibility failure." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are unrelated serialization/state issues." + "reason": "Reading a registered position_ids buffer and missing processor save files are different issues." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Docstring correctness and RoPE implementation are not the same concrete bug." + "reason": "SAM 3 Video missing attribute and MoonshineStreaming off-by-one mask logic are unrelated." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Indexing split behavior and attention numerical mismatch are distinct problems." + "reason": "Saving dequantized Ministrals/Devstrals and sinq quantized model reload breakage are different save/load bugs." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Both mention save_pretrained, but the shard-size default is not the same as the FP8 MOE checkpoint bug." + "reason": "Both involve Qwen/InternVL model compatibility, but one is meta-init incompatibility and the other is incorrect visual encoder keys on save; not the same concrete defect." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "These are both Qwen/InternVL checkpoint issues, but they target different models and different failure modes." + "reason": "FP8 inference on B200 and missing chat template on a processor are unrelated." } ] }, @@ -15547,7 +15616,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:22355", "issue:27957", @@ -15609,8 +15678,8 @@ "issue:45381|issue:46305", "issue:41628|issue:43824", "issue:43408|issue:46402", - "issue:44964|issue:47059", "issue:42831|issue:44038", + "issue:44964|issue:47059", "issue:44483|issue:45406", "issue:44829|issue:46002", "issue:44261|issue:45092", @@ -15619,9 +15688,9 @@ "issue:44188|issue:44373", "issue:43784|issue:45600", "issue:42831|issue:45753", - "issue:43756|issue:44060", - "issue:39401|issue:44568", "issue:43644|issue:46305", + "issue:39401|issue:44568", + "issue:43756|issue:44060", "issue:43986|issue:47217", "issue:42796|issue:43122", "issue:42886|issue:42994", @@ -15629,20 +15698,20 @@ "issue:42886|issue:43066", "issue:43408|issue:46369" ], - "prepared_review_unit_hash": "0da87b50b5debc0d0e901f436299d342a40b6fa5bbda947eb2a8a1d43f0a5d77", + "prepared_review_unit_hash": "19bcfc355e575ae21da62d4022f2a82ee8e5455eaee517c160653cebf47b8fea", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36111, + "serialized_chars": 36112, "estimated_input_tokens": 9028, "estimated_eval_tokens": 18312 }, @@ -15651,186 +15720,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is largely heterogeneous: mostly unrelated tokenizer, model-loading, and multimodal-processing bugs rather than one duplicate cluster. Issue 43122 is the best broad representative of the tokenizer-regression subset; there are no PRs here.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43122 is the broadest representative here: a cross-version tokenizer-regression report, while most other issues are narrower model-specific bugs or unrelated failures.", + "summary": "This is a loose thematic cluster of mostly unrelated Transformers issues (tokenizers, vision/model loading, CLI, quantization, and assorted regressions). The soft similarities are superficial; none of the candidate pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best umbrella issue in this set because it captures a general tokenization behavior change across versions, which is more representative than the one-off model-specific reports.", + "best_issue_reason": "issue:42886 is the clearest standalone bug report in the set: it has a concrete version-specific regression, explicit offline/cache trigger, and a focused expected-vs-actual description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Different problems: model memory overflow vs a broken docs example." + "reason": "Memory overflow in a model call vs a broken documentation example; unrelated failure modes." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing bugs, but one is a sliding-window off-by-one and the other is padding calculation." + "reason": "Different model components: a streaming mask off-by-one vs video padding calculation." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency complaint vs a padding performance issue; not the same bug." + "reason": "Generic dependency issue vs a performance inefficiency in feature padding; not the same bug." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Unrelated: ONNX import failure vs Flash Attention 2 behavior for XLM-Roberta." + "reason": "Import error for transformers.onnx vs Flash Attention 2 support for XLM-Roberta; distinct problems." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both involve missing vision dependencies, but they are different failure modes and code paths." + "reason": "AutoProcessor crash without torchvision vs missing vision backend unrecognized image processor; similar area but different triggers and fixes." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different issues: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained error." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; unrelated bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same subsystem, but different concrete bugs: torch.split outputs vs missing ReLU in the DSA indexer." + "reason": "Two different DSA indexer complaints (split returns vs missing ReLU); same subsystem, not same defect." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different models and different tensor logic: vision_position_ids vs sliding_window masking." + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input vs streaming window mask off-by-one; different code paths." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing exports and model classes." + "reason": "AutoImageProcessor import failure vs missing Qwen2_5_VLForConditionalGeneration import; both import issues but unrelated symbols." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same family, but warning about wrong model type vs missing text-encoder weights." + "reason": "Model-type warning for sam3_tracker vs missing Sam3Model text encoder weights; related family, but not the same bug." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Completely different: a model load failure vs a CLI break from huggingface_hub." + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; no concrete overlap." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44964", + "right": "issue:47059", "accept": false, - "reason": "Unrelated: FP8 accuracy issue vs Qwen3-VL-Moe bug." + "reason": "Model loading failure vs CLI test breakage from huggingface_hub API change; different layers entirely." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Different code paths: chat-completions request rejection vs Gemma4Processor attribute crash." + "reason": "Chat/completions request rejection vs Gemma4Processor attribute error; unrelated service/model issues." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different training symptoms and likely different root causes." + "reason": "Flash Attention 3 training degradation vs NaNs after checkout/init; both training symptoms but different causes." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different bugs: RMS norm epsilon precision issue vs meta-init incompatibility for remote-code checkpoints." + "reason": "MLA RMS norm epsilon precision bug vs remote-code checkpoint/meta init incompatibility; distinct implementation issues." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Import error vs tokenizer adding an extra space after an added token." + "reason": "Missing transformers.onnx module vs tokenizer extra-space behavior; unrelated tokenizer/import issues." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "CLI command regression vs import-time NameError; not the same bug." + "reason": "Broken env CLI command vs NameError importing sentence-transformers; different surface areas." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel branching bug vs a wrong docstring; unrelated." + "reason": "Attention-kernel divergence under torch.compile vs wrong docstring for position_ids; not the same underlying defect." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError vs auto_mappings referencing removed configs." + "reason": "Import NameError in sentence-transformers vs stale auto_mappings reference causing CI breakage; both import-related but separate." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different issues: FP8 accuracy vs multimodal infinite loop on a specific image." + "reason": "FP8 accuracy issue vs Qwen3_5 infinite loop on a specific image; unrelated model behaviors." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Different model-specific bugs: RoPE layer dropping vs incorrect tied-weights warning." + "reason": "Non-persistent buffers junk in v5 vs sliding-window off-by-one; completely different code paths." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer regressions, but they affect different tokenizers and different behaviors." + "reason": "Wrong offset_mapping for Qwen3 tokenizer vs missing BOS/EOS insertion for mdeberta-v3-base; both tokenizer bugs but distinct." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Non-persistent buffer junk vs a video mask off-by-one; different code paths." + "reason": "Smollm3 RoPE-layer bug vs Qwen3-Next tied-weights warning; different models and mechanisms." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both multimodal, but one is missing-backend crash handling and the other is image-placeholder handling." + "reason": "Missing torchvision crash on AutoProcessor vs VL models failing when image placeholder is in user text; different repros and likely fixes." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both tokenizer-related, but one is BPE-marker handling and the other is a version-regression tokenization difference." + "reason": "BPE marker handling in Ministral tokenizer vs tokenization drift across versions; similar domain, not the same bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading vs quantized-model saving failure; unrelated." + "reason": "Tokenizer cache/offline load failure vs quantized model saving failure; unrelated problems." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Different model-specific tensor bugs, not the same underlying issue." + "reason": "Incorrect full_text_row_masked_out_mask in mllama vs deepseek-v4 comb transpose issue; separate model internals." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Cache/offline loading bug vs wrong tokenizer decoder type in v5." + "reason": "Offline cache load bug vs wrong tokenizer decoder type in v5; both tokenizer/config-related but not the same defect." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Unrelated: Sam3 model-type warning vs memory overflow in sam3-litetext." + "reason": "sam3_tracker type warning vs memory overflow in sam3-litetext; different symptoms and likely causes." } ] }, @@ -15852,7 +15921,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:22355", "issue:27957", @@ -15864,7 +15933,6 @@ "issue:42371", "issue:42757", "issue:42907", - "issue:43116", "issue:43122", "issue:43329", "issue:43408", @@ -15877,6 +15945,7 @@ "issue:43976", "issue:44038", "issue:44117", + "issue:44222", "issue:44263", "issue:44295", "issue:44297", @@ -15890,7 +15959,6 @@ "issue:44829", "issue:44945", "issue:44964", - "issue:45200", "issue:45216", "issue:45278", "issue:45290", @@ -15910,13 +15978,13 @@ "issue:43646|issue:46002", "issue:43540|issue:46909", "issue:30990|issue:33357", - "issue:43329|issue:47059", "issue:42907|issue:44964", + "issue:43329|issue:47059", "issue:42907|issue:44945", "issue:44295|issue:44297", "issue:43122|issue:46326", - "issue:43976|issue:44945", "issue:44625|issue:44829", + "issue:43976|issue:44945", "issue:39401|issue:44488", "issue:39401|issue:44521", "issue:41628|issue:45278", @@ -15934,138 +16002,138 @@ "issue:43824|issue:44351", "issue:44038|issue:44295", "issue:45216|issue:45478", - "issue:43116|issue:45200" + "issue:44038|issue:44222" ], - "prepared_review_unit_hash": "286401d3fa32e1126829cb027169a8f3b4ee2c10c105a3db76ae0d7ddb29d9da", + "prepared_review_unit_hash": "6dad0fe1676c328079b6bcd65eb3afd440fc90f2700fa335c7462cdd8a618b7e", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36578, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "serialized_chars": 35919, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues. The soft pairs share broad themes like imports, tokenization, multimodal/video, or loading, but they do not describe the same concrete bug or code path, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44521 is the most active and detailed concrete bug report in the set, with multiple inbound references and a clear, reproducible multimodal chat-template failure; it is the best single representative issue here, even though the cluster is heterogeneous.", + "summary": "This cluster is heterogeneous: it mixes import regressions, tokenizer behavior changes, multimodal/model-specific bugs, and a few unrelated framework issues. There are no PRs. The broadest umbrella issue is the generic import-regression report (#45278), but most soft pairs are not true duplicates.", + "confidence": 0.46, + "canonical_issue_reason": "Issue #45278 is the closest thing to an umbrella report: it captures broad import breakage after a version upgrade and can subsume several other import-related symptoms in the set. It is still only a loose canonical choice because the cluster overall is not a single bug family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest issue candidate overall because it has the richest discussion and clearest bug reproduction; among these unrelated reports, it is the most suitable anchor for triage.", + "best_issue_reason": "#45278 is the best single issue to keep as the representative cluster item because it is the most general and most likely to explain other import-related reports; the rest are more specific one-off bugs or clearly different failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific missing hub symbol while the other is a broad upgrade regression with many import failures; not the same bug." + "reason": "Both are import failures, but #42757 is a specific missing symbol from huggingface_hub while #45278 is a broad report of many import errors after an upgrade; not the same concrete bug." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "One is a Qwen2.5-VL video position-id bug; the other is a broken DIA documentation example. Different problem class and code path." + "reason": "Different subsystems and symptoms: Qwen2.5-VL video position IDs vs a broken DIA documentation example." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Both mention loading/attention-related runtime trouble, but one is XLMRoberta with Flash Attention 2 and the other is Sentence Transformers hanging while loading; not duplicates." + "reason": "Flash Attention 2 on XLMRoberta and a Sentence-Transformers loading hang are unrelated failure modes." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are distinct failures with different symptoms and likely different causes." + "reason": "Custom model initialization breakage and NaNs in classification heads are different code paths and symptoms." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe versus a documentation example issue for DIA; unrelated." + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to a DIA docs issue." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are loading failures, but the affected models and failure modes differ materially: a hang vs a Mac bus error on CLIP." + "reason": "A loading hang in Sentence Transformers is not the same as a MacOS bus error with a community CLIP model." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Multimodal token counting bug versus a CLI incompatibility with huggingface_hub 1.22.0; unrelated subsystems." + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are different model and API paths." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Saving dequantized models is not the same as failing to load a multimodal Phi-4 model; different lifecycle step and bug." + "reason": "Undefined multimodal-token helper variables in video processing are unrelated to a CLI compatibility break with huggingface_hub." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized save failure and incorrect pipeline-parallel LLM output are separate issues with different code paths." + "reason": "Checkpoint saving for dequantized models is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "One concerns reading a buffered position_ids tensor; the other concerns tokenizer class metadata on save_pretrained. Different bug surface." + "reason": "Reading a buffer-backed position_ids tensor and mismatched tokenizer_class serialization are distinct save/load bugs." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is inconsistent tokenization across versions and the other is continue_final_message behavior for mistral_common tokenizers." + "reason": "Tokenization changes across versions and continue_final_message handling for mistral_common are different tokenizer behaviors." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Python-version compatibility regression is unrelated to incorrect outputs under pipeline parallelism." + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "A num_labels propagation bug in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + "reason": "Python-version compatibility regression and pipeline-parallel output corruption do not share the same underlying bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer and failure to load cjvt/sleng-bert are different tokenizer/model-loading issues." + "reason": "Qwen3 tokenizer offset_mapping bug and failure to load cjvt/sleng-bert are separate model/tokenizer issues." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset_mapping bug versus multimodal assistant_mask generation bug; not the same underlying defect." + "reason": "Wrong offset mappings and zero assistant masks in multimodal chat templating are different tokenizer behaviors." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Missing AutoImageProcessor export is a specific import issue, while 45278 describes many different import errors after upgrade; too broad to treat as the same bug." + "reason": "Missing AutoImageProcessor import is a specific API export issue; #45278 is a broad umbrella for many import errors, not the same concrete failure." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs to cached_file are separate from_pretrained internals bugs." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are different call sites and bugs." }, { "left": "issue:42371", @@ -16077,73 +16145,73 @@ "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model save/load failure for Ministrals/Devstrals is unrelated to invalid GenerationConfig handling for GLM-5." + "reason": "Dequantized model saving and GLM-5 GenerationConfig validation are separate problems." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both touch tokenization/chat-template behavior, but one is version-dependent tokenization differences and the other is all-zero assistant masks for multimodal inputs." + "reason": "Tokenizer output drift across versions is not the same as multimodal assistant_masks becoming all zeros." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Both involve chat-template or processor plumbing, but one is missing kwargs to cached_file and the other is a crash with assistant tool-call messages." + "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are different apply_chat_template / processor bugs." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "An import failure for transformers.onnx is unrelated to tokenizer slow/fast inconsistency." + "reason": "A missing transformers.onnx module import and slow-vs-fast tokenizer inconsistency are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save problems are not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "Saving dequantized checkpoints is not the same as gguf_file breaking from_pretrained loading." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "A model-class mismatch warning and a missing fpn_position_embeddings attribute in SAM 3 Video are related by domain but not the same concrete bug." + "reason": "A model-type warning for sam3_video vs sam3_tracker and a missing fpn_position_embeddings attribute are different SAM3 issues." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation issues are different model internals." + "reason": "A DSA indexer ReLU concern is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe import/load problems are unrelated to tokenizer_class mismatch when saving tokenizers." + "reason": "Qwen3-VL-Moe load failures and tokenizer_class mismatch on save are not the same bug." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "DeepSeek-v4 tensor transpose issue and Minimax attention numerical differences are distinct model-specific correctness bugs." + "reason": "Missing Qwen2.5-VL and HybridCache imports are both import errors, but they are different symbols and likely different breakages." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different affected features." + "reason": "Qwen3-VL-Moe loading and buffer-backed position_ids errors are unrelated." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "One is a save_pretrained checkpoint regression, the other is a from_pretrained error for Qwen3.5 MoE; similar family but not the same bug." + "reason": "Both involve Qwen3.5 and version regressions, but one is save_pretrained checkpoint corruption while the other is a from_pretrained load error; not enough evidence they are the same concrete bug." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Multi-label classification example behavior and mm_token_type_ids defaults in Gemma 4 are unrelated." + "reason": "Qwen3-VL-Moe loading problems and FP8 save_pretrained issues are distinct model-path bugs." } ] }, @@ -16165,7 +16233,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:22355", "issue:28348", @@ -16190,7 +16258,6 @@ "issue:43976", "issue:44038", "issue:44188", - "issue:44222", "issue:44351", "issue:44483", "issue:44485", @@ -16201,6 +16268,7 @@ "issue:44995", "issue:45072", "issue:45083", + "issue:45200", "issue:45278", "issue:45357", "issue:45446", @@ -16217,7 +16285,7 @@ "issue:47312" ], "soft_pairs": [ - "issue:44038|issue:44222", + "issue:43116|issue:45200", "issue:43122|issue:44779", "issue:22355|issue:29127", "issue:39401|issue:46614", @@ -16225,8 +16293,8 @@ "issue:42175|issue:44938", "issue:42222|issue:47312", "issue:36296|issue:43116", - "issue:39379|issue:43232", "issue:42757|issue:44351", + "issue:39379|issue:43232", "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", @@ -16246,202 +16314,202 @@ "issue:43116|issue:43493", "issue:44038|issue:45478" ], - "prepared_review_unit_hash": "c2c4074d918ae55f5213605026cca2084f3ec4c09ece605a14333d72363ab389", + "prepared_review_unit_hash": "1e2d0c05236ac7403e51885b71061d85f84110b4e1f4de5eb1280dab8d503d94", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35489, - "estimated_input_tokens": 8873, - "estimated_eval_tokens": 18002 + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated issues; none of the soft pairs look like true duplicates, so I reject all of them and pick the broadest tokenizer regression report as the best issue representative.", - "confidence": 0.57, - "canonical_issue_reason": "issue:43122 is the broadest, clearest regression report in the set: it describes a version-to-version tokenizer behavior change with a concrete symptom, making it the best stand-in if one issue must represent the cluster.", + "summary": "This cluster is highly heterogeneous: most pairs are only loosely related by broad themes like tokenizer regressions, import errors, or model-family bugs, but they do not appear to be the same concrete underlying issue. I found no soft edge that should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45278 is the broadest and most umbrella-like report in the set, covering multiple import failures after an upgrade, so it is the best representative issue if a single canonical node is needed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest standalone issue because it gives a concrete Deepseek reproduction, a specific v4-vs-v5 regression, and a focused user-visible failure mode.", + "best_issue_reason": "issue:45278 is the strongest triage target because it captures a recurring, user-visible regression class rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Same broad area (Qwen/MoE) but different failures: one is a transformers/Qwen3-VL-Moe bug, the other is FP8 save_pretrained behavior." + "reason": "Different problems: example-script multi-label inference returning empty results vs Gemma 4 requiring mm_token_type_ids for text-only fine-tuning." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both concern tokenizer regressions, but they affect different models and symptoms; not the same concrete bug." + "reason": "Both are tokenizer-related, but they describe different models and different regressions; not the same bug." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Import error for transformers.onnx is unrelated to LayoutLMv3 box-validation messaging." + "reason": "Import failure for transformers.onnx is unrelated to LayoutLMv3 error-message clarity." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer-related, but one is offset_mapping correctness and the other is stale phonemizer backend state." + "reason": "Wrong offset_mapping in Qwen3 and stale phonemizer backend state in Wav2Vec2PhonemeCTCTokenizer are distinct code paths." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift during eval is not the same code-path as wrong output under pipeline parallelism." + "reason": "Embedding dtype drift in eval and incorrect output under pipeline parallelism are different symptoms with different causes." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Packaging/back-end dependency inclusion is unrelated to Python 3.14 import/load failure." + "reason": "One is a backend extra/installation packaging issue; the other is a Python 3.14 load failure." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "VitPose breakage and kernel compatibility issues are separate problems with no shared failure mode." + "reason": "VitPose breakage and kernel compatibility are unrelated." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug is unrelated to the example script returning empty multi-label results." + "reason": "Tensor parallel training bug and empty multi-label results in the example script are not the same failure." }, { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Mllama mask handling and generation kwargs after sync_gpus are different generation bugs." + "reason": "Both are import errors, but for different missing symbols in different packages; too broad to be the same bug." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:39379", + "right": "issue:43232", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different libraries." + "reason": "mllama mask handling and generation kwargs after sync_gpus are separate generation issues." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are distinct model-specific bugs." + "reason": "SigLIP2 implementation mismatch and Qwen3_5 infinite loop on one image are unrelated vision bugs." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + "reason": "Attention-kernel divergence under torch.compile and a padding performance issue are not the same underlying change." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch is not the same as importing doc-lint diagnostics at module load." + "reason": "Docstring parameter mismatch and stdout diagnostics at import time are different documentation-tool problems." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Flash Attention 2 support request for GPT2 is not the same as a generic Flash Attention 2 bug report." + "reason": "Flash Attention 2 support request for GPT2LMHeadModel is not the same as a vague flash-attention issue report." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "OpenAI chat-completions request rejection and VL image-placeholder failures are different API paths." + "reason": "Server request validation for /v1/chat/completions is distinct from multimodal placeholder handling in VL models." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization-space cleanup changes and phonemizer language caching are unrelated behaviors." + "reason": "Tokenizer-space cleanup behavior in v5 and stale phonemizer language state are unrelated." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads are different failure classes." + "reason": "Model loading breakage around base_model_prefix and NaNs in classification heads are different bugs." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatches in bfloat16 inference." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in bf16 inference." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility failure and incorrect PyTorch version gating are separate environment checks." + "reason": "Python-version compatibility complaint and a PyTorch version guard bug in flex_attention are not the same issue." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are not the same bug." + "reason": "Invalid GenerationConfig for GLM-5 and RoPE implementation discussion are different concrete problems." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "save_pretrained key serialization and from_pretrained loading errors are related only by model family, not the same concrete issue." + "reason": "Incorrect save_pretrained visual-encoder keys and from_pretrained failures are separate Qwen3.5 MoE bugs." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import name is not enough to merge with a broad 'many import errors' report." + "reason": "A specific missing import and a broad umbrella of import errors are too general to merge as duplicates without the same concrete traceback." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale indexer cache crash and Swin2SR over-padding are unrelated implementation bugs." + "reason": "Stale indexer cache crash and Swin2SR over-padding are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 num_labels propagation and classification-head NaNs do not describe the same defect." + "reason": "num_labels propagation and NaNs after checkout/init affect different code paths." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer changes in v5, but one is decoder type selection and the other is Deepseek tokenization output correctness." + "reason": "Different tokenizer regressions; no evidence they stem from the same fix or code path." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extract length calculation and flex_attention import gating are unrelated." + "reason": "Feature-extractor length calculation in qwen3_omni_moe is unrelated to AuxRequest import version checks." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label output and SigLIP2 HF/JAX discrepancy are different subsystems and symptoms." + "reason": "Multi-label classification example behavior and SigLIP2 implementation mismatch are unrelated." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.x/MoE loading, but the versions and failure modes differ too much to be one concrete bug." + "reason": "Qwen3-VL-Moe and Qwen3.5 MoE from_pretrained failures may be in the same family, but they are different concrete bugs and should not be merged." } ] }, @@ -16463,7 +16531,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:33453", "issue:39379", @@ -16515,8 +16583,8 @@ "issue:47116" ], "soft_pairs": [ - "issue:44075|issue:44936", "issue:44610|issue:46909", + "issue:44075|issue:44936", "issue:44355|issue:46231", "issue:43618|issue:46829", "issue:43066|issue:46710", @@ -16531,208 +16599,208 @@ "issue:33453|issue:39401", "issue:43824|issue:46981", "issue:43673|issue:46328", - "issue:43064|issue:43673", "issue:45092|issue:46762", "issue:45405|issue:45446", "issue:44291|issue:45071", + "issue:43064|issue:43673", "issue:44117|issue:45588", "issue:43937|issue:45563", - "issue:42222|issue:43441", "issue:44466|issue:46002", + "issue:44263|issue:46762", + "issue:42222|issue:43441", "issue:44380|issue:46077", - "issue:42222|issue:47000", - "issue:44263|issue:46762" + "issue:42222|issue:47000" ], - "prepared_review_unit_hash": "22bc35d307d2a71f4165ad3f20983e88b9d4e9193df51a0606707870700e47e1", + "prepared_review_unit_hash": "e6ee710fde9a0a5983b77a1769933b1a81fad509be2066c499df66abe169076b", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35688, - "estimated_input_tokens": 8922, - "estimated_eval_tokens": 18100 + "serialized_chars": 35692, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically broad but not duplicate-tight: most items are separate Transformers v5 regressions, tokenizer/model-specific bugs, or docs/API issues that only share generic wording. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45071 is the broadest, most general v5 regression report in the set: it describes a core API/type-checking break in Transformers v5.4.0 and is less model-specific than the other candidates.", + "summary": "This cluster is highly heterogeneous: most items are unrelated model/tokenizer/runtime/docs bugs, and none of the soft pairs look like the same underlying fix. No PRs are present.", + "confidence": 0.11, + "canonical_issue_reason": "issue:39401 is the clearest self-contained bug report here: a concrete tokenizer offset_mapping failure with a focused scope and repro potential. The cluster is otherwise too mixed to support a stronger canonical across all items.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor this cluster, issue:45071 is the least specialized and most representative of the overall v5-regression theme; the rest are mostly narrower model- or subsystem-specific reports.", + "best_issue_reason": "issue:39401 is the most actionable standalone issue in the set because it names a specific failure mode and component, unlike the broader regression or documentation reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "One is about SGD optimizer arguments being ignored; the other is a trainer evaluate-after-train failure. Same training area, but different code paths and symptoms." + "reason": "Different problems: processor image size mismatch vs a broken documentation example. No shared code path." }, { - "left": "issue:44610", - "right": "issue:46909", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "OmDet-Turbo input-size mismatch vs a broken DIA documentation example. Different problem type: runtime model/processor bug vs docs issue." + "reason": "Unrelated training optimizer bug vs trainer.evaluate() failure after training. Different execution paths and symptoms." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors are unrelated to a doc typo in set_training(). No shared underlying code bug." + "reason": "Compiled Python file errors and a docs parameter-name mismatch are not the same bug." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both involve output objects, but CLIP attentions missing and VideoPrism hidden_states being wrong are different model/output bugs." + "reason": "Both involve model outputs, but they affect different models and different fields; too broad to merge." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder type regression is distinct from a downstream accuracy regression in a specific model after upgrade." + "reason": "Tokenizer decoder-type bug vs model accuracy regression after upgrade; not one concrete defect." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing vision backend handling in AutoProcessor is unrelated to repeated HTTP 429 retries during config fetching." + "reason": "Processor backend-missing error vs repeated HTTP 429 retry behavior. Different failure modes." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are unrelated subsystems and failures." + "reason": "TF32 configuration guidance and a missing image-patch helper are unrelated." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Multi-label example output being empty is not the same bug as pipeline() suggesting translation is supported in v5." + "reason": "Example script returning empty multi-label results is not the same as a pipeline error message regression." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in dataloader threads and tokenizer BPE marker handling are different components with different failure modes." + "reason": "VRAM leak in dataloader threads and tokenizer BPE-marker handling are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing encoder weights on load vs AutoProcessor not forwarding kwargs to cached_file. Both loading-related, but not the same defect." + "reason": "Missing encoder weights on load is separate from not forwarding kwargs to cached_file." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Feature extractor padding inefficiency is unrelated to a streaming pipeline regression." + "reason": "Performance issue in padding code vs streaming pipeline regression; no shared bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated issues." + "reason": "Docs still referencing removed pipelines and a PyTorch version check bug are unrelated." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "mllama mask handling and auxiliary-loss normalization are different model internals with no concrete overlap." + "reason": "mllama mask handling and auxiliary-loss normalization are different model-specific errors." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is loading regression and the other is wrong offset_mapping; not the same underlying bug." + "reason": "Both are tokenizer-related, but one is a generic loading regression and the other is an offset_mapping bug; not the same defect." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a missing Qwen2_5_VL class is unrelated to HTTP 429 retry behavior in AutoProcessor." + "reason": "ImportError for a missing model class is unrelated to retry behavior on HTTP 429." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated code paths." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Distributed optimizer-state corruption during training is not the same bug as missing generation cache in chunked prefill." + "reason": "Generation cache regression and sequence feature padding performance are different code paths." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-initialization incompatibility for remote-code checkpoints vs numerical differences in Minimax attention are different problems." + "reason": "Meta-initialization incompatibility for old checkpoints vs numerical attention discrepancies; not mergeable as one fix." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A bumped PEFT minimum version and a PyTorch version guard are both version checks, but they concern different dependencies and failure points." + "reason": "Version pin bump and a PyTorch version-check bug are separate release/compatibility issues." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized during init_empty_weights is a model-loading bug, while 45071 is a PretrainedConfig type-checking regression." + "reason": "init_empty_weights argument mismatch and PretrainedConfig type-checking breakage are distinct v5 compatibility bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption and generation cache missing are unrelated trainer/generation problems." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are both None-related, but they are distinct subsystems and symptoms." + "reason": "Tokenizer mapping None-handling and flash_attention s_aux=None crash are different subsystems." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are both generation-related but not the same bug." + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are not the same bug." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated model-specific issues." + "reason": "Serialization inconsistency and NaNs in classification heads are unrelated." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return handling in one GLM component vs Minimax attention numerical differences are separate issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to NaNs in classification heads after checkout/init." + "reason": "VitPose breakage and Ministral FlashAttention failure are different model-specific regressions." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention and Gemma4 causal mask behavior are different attention bugs." + "reason": "Both are attention-related, but one is scaling config ignored in backends and the other is bidirectional mask construction; different concrete bugs." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are completely different failures." - }, - { - "left": "issue:44263", - "right": "issue:46762", - "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Minimax attention numerical differences." + "reason": "VitPose breakage and RTDetrLoss infeasible-cost-matrix crashes are unrelated." } ] }, @@ -16754,7 +16822,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:38617", "issue:39379", @@ -16806,16 +16874,16 @@ ], "soft_pairs": [ "issue:39379|issue:46897", - "issue:42222|issue:46752", "issue:44117|issue:45081", + "issue:42222|issue:46752", "issue:43937|issue:44977", "issue:42617|issue:45341", "issue:45071|issue:46512", "issue:43450|issue:43986", "issue:39401|issue:44779", - "issue:43208|issue:46894", "issue:43408|issue:43742", "issue:44410|issue:45310", + "issue:43208|issue:46894", "issue:44829|issue:45216", "issue:45632|issue:46981", "issue:45071|issue:47059", @@ -16834,14 +16902,14 @@ "issue:44484|issue:45310", "issue:42371|issue:42831" ], - "prepared_review_unit_hash": "1f00a5b5e6eb8fdeb6f73e65cff7e19dc5a06c201e39a06230168381e3590bbf", + "prepared_review_unit_hash": "8c5038d04cebdfe9fda542d43b563062559e4fb3649ff9012896d510e8fcfee0", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 47, @@ -16856,120 +16924,120 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items look like a loose collection of distinct Transformers bug reports rather than a single duplicate cluster. The soft pairs share broad subsystem themes in a few cases, but none are the same concrete bug/change.", - "confidence": 0.52, - "canonical_issue_reason": "Issue 45071 is the broadest core-regression report here and is the most representative of the set\u2019s recurring version-breakage/config behavior, even though the rest are mostly separate model- or subsystem-specific bugs.", + "summary": "No soft pair looks like the same underlying bug or change. The similarities are mostly broad-topic overlaps (imports, tokenizers, configs, testing utils, video models), but the concrete failures, code paths, and affected models differ enough to reject all edges.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45071 is the best single issue to stand in for this mixed cluster because it is a concise, high-level regression affecting core config behavior and is more general than the model-specific reports.", + "best_issue_reason": "Issue 45278 is the broadest representative of the import-regression reports, but it still isn\u2019t a safe canonical because the cluster is not actually one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "Both are training-loss or masking bugs, but they affect different models and different code paths; not the same underlying defect." + "reason": "Different bugs in different models: mllama mask handling vs Florence2 training-loss double-shift." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Vitpose model breakage and empty chat-template input handling are unrelated bugs." + "reason": "Tokenizer mapping fallback bug is unrelated to the Mistral regex patch crash." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "Both involve tokenizer loading, but one is a mapping-lookup assumption and the other is a Mistral regex patch crash; different failures." + "reason": "VitPose model breakage is unrelated to an empty-chat-template IndexError." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different models and different causes: invalid GenerationConfig vs flash-attention generation behavior." + "reason": "Different model-specific generation issues: invalid GenerationConfig vs flash-attention behavior in Qwen3.5." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A runtime launch failure and a small testing-utils bug are not the same issue." + "reason": "3d_parallel.py runtime failure is not the same as a testing_utils.py documentation/code bug." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Both touch config dtype behavior, but one is type-checking breakage and the other is stale config state after from_config; not mergeable as one fix." + "reason": "Type-checking breakage in PreTrainedConfig is unrelated to stale model.config.dtype after from_config()." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Both are video-related, but one is a batched-shape bug and the other is a torchvision-missing crash in AutoProcessor." + "reason": "Incorrect batched video processor shapes are a different issue from AutoProcessor failing without torchvision." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different tokenizers and likely different offset/alignment logic." - }, - { - "left": "issue:43208", - "right": "issue:46894", - "accept": false, - "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated." + "reason": "Both are tokenizer bugs, but for different tokenizers and different failure modes (offset mapping vs tokenization output)." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning for sam3_tracker vs a key error loading MobileLLM are different loading problems." + "reason": "sam3 tracker/video model warning is unrelated to loading MobileLLM-125M." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Qwen3next missing projections and Qwen3.5 MoE from_pretrained failure are different code-path bugs." + "reason": "Missing Qwen3Next projections is a model architecture bug, not the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers are unrelated to the CohereASR double-shift training-loss bug." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Both mention Qwen3.5 and 5.4.0, but one is flash-attention training degeneration while the other is save_pretrained checkpoint regression." + "reason": "Flash-attention training degeneration is not the same as an incorrect save_pretrained checkpoint for Qwen3.5." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Cache-path collisions and repeated 429 retries are unrelated failure modes." + "reason": "Cache-path collisions for local models are unrelated to repeated HTTP 429 retries in AutoProcessor." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "Core config type-checking breakage is unrelated to the CLI completion attribute error from huggingface_hub." + "reason": "PreTrainedConfig type-checking regression is unrelated to CLI completion breakage from huggingface_hub." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing utilities, but one is a small bug and the other is an xdist race on captured_info.txt; different defects." + "reason": "A small testing_utils bug is not the same as the xdist captured_info.txt race condition." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "AutoProcessor kwargs propagation and special_tokens list handling are different bugs." + "reason": "Missing kwargs to cached_file is unrelated to special_tokens being a list instead of a dict." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A testing-utils bug and a padding performance issue are not the same underlying problem." + "reason": "Both mention testing/utility code, but one is a bug and the other is a performance issue in SequenceFeatureExtractor.pad." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." + "reason": "Strict config loading for granite_speech is unrelated to the set_training doc parameter mismatch." }, { "left": "issue:38617", @@ -16981,55 +17049,55 @@ "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." + "reason": "Tokenizer offset mapping regression is unrelated to FP8 inference failure on B200." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "A tokenizer behavior regression and a noisy logging message are not the same bug." + "reason": "Tokenizer behavior change is unrelated to a noisy logging message." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is not the same as unrecognized-model config loading for OLMo." + "reason": "Invalid GenerationConfig and unrecognized model config are separate loading failures." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and an rms_norm_eps precision issue are different numerical/config topics." + "reason": "TF32 API guidance and MLA rms_norm_eps precision error are different topics and code paths." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "An import symbol regression and a feature-extraction function bug are unrelated." + "reason": "ImportError for layer_type_validation is unrelated to the fbank feature extraction bug." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both are numerical-behavior reports, but they concern different models and different attention/layernorm implementations." + "reason": "Similar numerical symptoms, but one is a missing config epsilon and the other is a separate attention implementation discrepancy." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing image_utils import and broad import failures after upgrade are not the same concrete issue." + "reason": "A missing import from image_utils is not the same as a broad wave of import errors after upgrading." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size behavior and Qwen3.5 from_pretrained loading are different code paths." + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 settings guidance and FP8 inference accuracy on B200 are unrelated performance/numerics issues." + "reason": "TF32 settings guidance is unrelated to FineGrainedFP8 accuracy issues." } ] }, @@ -17051,7 +17119,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:27957", "issue:41628", @@ -17118,9 +17186,9 @@ "issue:43012|issue:43577", "issue:43874|issue:44261", "issue:43441|issue:44829", - "issue:43208|issue:46897", "issue:27957|issue:43352", "issue:43097|issue:43452", + "issue:43208|issue:46897", "issue:44484|issue:45478", "issue:44263|issue:46172", "issue:44360|issue:46172", @@ -17136,20 +17204,20 @@ "issue:43097|issue:46050", "issue:43986|issue:47312" ], - "prepared_review_unit_hash": "f31a17deb47ccb57b41fd70b539ec2bf80e419bc35d30846d6fec4e987c19bb7", + "prepared_review_unit_hash": "5d54ffb0c253d5c7f71e93a8ae8dd1dfe5103fe2d5dfd0b1d12d5c3d379a261e", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36767, + "serialized_chars": 36768, "estimated_input_tokens": 9192, "estimated_eval_tokens": 18640 }, @@ -17158,204 +17226,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic group of mostly unrelated Transformers issues, not a duplicate set. The soft pairs generally share only broad themes (loading, FlashAttention, tokenizers, model families) but not the same concrete failure path.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue fits well: the items span many different subsystems and model families, so there is no clear umbrella duplicate to anchor the cluster.", + "summary": "The set is highly heterogeneous; these are mostly unrelated model-loading, tokenizer, FlashAttention, optimizer, and API regressions. I did not find any soft edge that looks like the same underlying bug/change, so all candidate merges should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #44246 is the broadest, most cross-cutting report in the set, but there is no strong duplicate core across the cluster; it is the least bad representative choice rather than a true canonical match.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue overall; none is a strong representative for the whole cluster because the reported bugs are too heterogeneous.", + "best_issue_reason": "#44246 is the most generally framed issue and has the highest discussion activity, but the cluster does not form a real duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both mention optimizers, but one is SGD args being ignored and the other is double optimizer steps under DeepSpeed; different bugs." + "reason": "Different optimizer bugs: ignored SGD args vs optimizer step being called twice with deepspeed." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both are chat/completions failures, but one is a request acceptance regression and the other is a streaming inference issue on a specific Qwen3.5 model." + "reason": "Different chat/completions failures: request rejection vs streaming inference failure on a specific model." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "One is about a removed config flag, the other about unexpected position-id keys; unrelated symptoms and code paths." + "reason": "Unrelated issues: removed tie_embeddings flag vs unexpected position-id key errors." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen models, but one is missing projections in layer 0 and the other is a from_pretrained load error for Qwen3.5 MoE." + "reason": "Different Qwen model-loading problems with different missing components and failure modes." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is a wrong decoder type and the other is a broader tokenization difference across versions." + "reason": "Both are tokenizer regressions, but they describe different concrete failures and likely different root causes." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-related, but one is a torch.split indexer bug and the other is a RoPE implementation issue." + "reason": "GLM DSA split semantics vs GLM-5 RoPE implementation; not the same bug." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "These are unrelated: one is a PatchTSMixer post_init policy issue, the other is repeated 429 retries in AutoProcessor.from_pretrained." + "reason": "Unrelated: patchtsmixer post_init policy vs AutoProcessor HTTP 429 retry behavior." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Same general Qwen-VL area, but one is a weight-shape mismatch and the other is missing attention projections; not the same bug." + "reason": "Different Qwen families and different loading errors: shape mismatch vs missing projections." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation chunked-prefill cache regression and a testing_utils bug are unrelated." + "reason": "Generation cache bug and a testing_utils bug are unrelated." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Both touch chat/pipeline APIs, but one crashes on empty chat templates and the other is a streaming pipeline regression." + "reason": "Empty chat-template handling is unrelated to the streaming pipeline regression." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Import error for AutoImageProcessor and PretrainedConfig type-checking regression are unrelated." + "reason": "Import error for AutoImageProcessor is unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL issues, but one is a model weight mismatch and the other is a from_pretrained bug for a different Qwen3-VL-Moe path." + "reason": "Both involve Qwen3-VL(-Moe), but the reported failures are different model-loading issues." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both are dtype-related, but one is a PyTorch warning during compile and the other is a BLIP2 load bug leaving submodules in float32." + "reason": "Both involve dtype propagation, but one is a PyTorch compile warning while the other is a BLIP2 loading bug." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different multimodal/model-internal bugs: missing image-patch helper vs missing rms_norm_eps in MLA q_a_layernorm." + "reason": "Missing image-patch method vs missing rms_norm_eps config are unrelated." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but one is a model support error and the other is degenerate training with flash_attention_3." - }, - { - "left": "issue:43208", - "right": "issue:46897", - "accept": false, - "reason": "Different model families and failures: xLSTM training blockers versus a Florence2 training-loss double-shift bug." + "reason": "Both mention FlashAttention, but one is support/crash in inference and the other is degenerate training behavior." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2 compatibility complaints, but for different models and likely different missing-support paths." + "reason": "Different model-specific FlashAttention 2 support gaps; same subsystem, not the same bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is a config deprecation/removal complaint, the other is gguf_file breaking tokenizer/model loading; not the same defect." + "reason": "Tie-embeddings config removal and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are different model-specific issues." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "max_shard_size behavior is unrelated to Qwen3.5-MoE from_pretrained failures." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Distinct GLM/DeepSeek code paths: torch.split return handling versus a dtype/transpose bug in deepseek-v4." + "reason": "Different GLM/DeepSeek internals and different failure mechanisms." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer is not the same issue as the deepseek-v4 comb transpose problem." + "reason": "DSA indexer ReLU issue is unrelated to the DeepSeek comb dtype/transpose bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are from_pretrained-loading failures, but one is a generic tokenizer mapping None case and the other is a specific model load failure." + "reason": "Tokenizer mapping None is too general to equate with the physical-intelligence/fast loading failure." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor torchvision dependency crash and a testing_utils bug are unrelated." + "reason": "Video model AutoProcessor crash without torchvision is unrelated to testing_utils." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "A missing config epsilon in MLA and a GLM-5 RoPE implementation discussion are different bugs." + "reason": "Both are GLM-related, but one is a normalization epsilon issue and the other is a RoPE implementation issue." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access and a testing_utils bug do not share the same underlying failure." + "reason": "sys.modules access in modeling_utils and a testing_utils bug are unrelated." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed config flag and a flash_attention.py crash on s_aux=None are different issues." + "reason": "Removed tie_embeddings flag and flash_attention.py s_aux=None crash are different code paths." }, { "left": "issue:44246", "right": "issue:46981", "accept": false, - "reason": "Import-time slowness and repeated 429 retries in AutoProcessor are different performance/loading problems." + "reason": "Import slowness is not the same as repeated HTTP 429 retries during model loading." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An image-specific infinite loop in Qwen3_5 is unrelated to a memory overflow in sam3-litetext." + "reason": "Qwen3_5 infinite-loop behavior and sam3-litetext memory overflow are different bugs." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-family reports, but they describe different model implementations and different concrete code-path bugs." + "reason": "DeepSeekV3MoE divergence from remote implementation is unrelated to the Deepseek-v4 comb dtype/transpose bug." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A removed config field and a broken sinq quantization save/load path are unrelated." + "reason": "Tie-embeddings removal and sinq save/load quantization breakage are unrelated." }, { "left": "issue:43986", "right": "issue:47312", "accept": false, - "reason": "An AutoProcessor torchvision crash and a kernel-version incompatibility are unrelated." + "reason": "A torchvision-dependent AutoProcessor crash is unrelated to a kernels 0.16 compatibility issue." } ] }, @@ -17377,7 +17445,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:38617", "issue:42757", @@ -17459,214 +17527,220 @@ "issue:45712|issue:46298", "issue:43066|issue:43906" ], - "prepared_review_unit_hash": "b17e4122cd0d85f6afcdb96ce2ebfce399c8166c04acadfd9541433e59e89d7e", + "prepared_review_unit_hash": "e94d41da64e628d06c74b85cde55590817e9ba891715f0776b20d503c19525ed", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36086, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like the same underlying bug/change; the pairs mostly share a subsystem or model family but describe different failure modes. The best canonical issue is the clearest, most self-contained bug report in the set.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 43502 is the most concrete and actionable report: a clear, self-contained bug with a direct symptom (`local_files_only=True` still triggering network access).", + "summary": "This cluster is highly heterogeneous: most pairs only share a subsystem name or vague v5/regression language, not the same underlying bug. I reject all soft edges; there is no true duplicate-pr style grouping here.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 43097 is the least-bad representative only because it is a concrete, user-facing v5 regression report with discussion and inbound references; however, the cluster is too mixed for a strong canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43502 has the cleanest reproduction scope and a precise expected-vs-actual behavior, making it the strongest representative issue.", + "best_issue_reason": "Issue 43097 is the best single issue to anchor the cluster if one must be chosen, but it is not a genuine umbrella for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3-related, but one is a missing projection bug and the other is a missing config field; different code paths and symptoms." + "reason": "Different Qwen3 vision bugs: missing projections vs a missing config field." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "One is a GenerationMixin cache issue during chunked prefill, the other is a MaskGenerationPipeline batching bug; unrelated behaviors." + "reason": "Chunked prefill cache missing vs mask pipeline final-batch handling; unrelated code paths." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both mention GLM components, but one is a missing image-patch helper and the other is a torch.split/indexing bug in a different class." + "reason": "Same GLM family, but image-processor API missing vs tensor split indexing bug are different failures." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A removed embedding-tie API and a quantization offloading bug are unrelated." + "reason": "v5 API removal/regression vs quantization offloading behavior; not the same bug." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Both involve tokenizer internals, but one is an AddedToken constructor error and the other is a mapping lookup returning None." + "reason": "Tokenizer AddedToken constructor error vs tokenizer mapping None; different root causes." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model variants and different failures; no shared concrete code-path." + "reason": "Both are Qwen-related, but one is a model/runtime bug and the other is missing layer projections." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A bfloat16 warning and a TimesFM AttributeError are unrelated." + "reason": "PyTorch bfloat16 warning vs TimesFM window_size AttributeError are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different symbols from different modules and likely different breakages." + "reason": "Both are import errors, but for different symbols in different modules and likely different causes." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback behavior is unrelated to the image-text-to-text pipeline failure." + "reason": "Tokenizer mapping fallback bug vs diffusion pipeline output failure; unrelated." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "A distributed optimizer-state bug and a Liger Kernel application issue are separate training problems." + "reason": "Different training issues: optimizer state corruption vs Liger kernel application with model_init." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is a semantic mismatch in `num_frames`." + "reason": "Same SmolVLM video processor area, but padding calculation and num_frames semantics are distinct bugs." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and an empty-list chat-template crash are unrelated." + "reason": "Noisy logging vs empty-list chat template crash; unrelated." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/torchvision availability and `max_shard_size` defaults are unrelated." + "reason": "AutoProcessor/torchvision crash vs save_pretrained shard-size question; not the same issue." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Both mention DeepSeek, but one is a tensor-operation bug and the other is an accuracy regression after upgrade; different issues." + "reason": "DeepSeek tensor operation bug vs post-upgrade accuracy regression; too broad and different." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test seeding flakiness and logging noise do not share an underlying bug." + "reason": "Test flakiness from missing seeds vs logging noise; unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; same symptom type, different breakage." + "reason": "Different missing imports from different symbols/modules, not one duplicated export bug." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwarg forwarding and auto-docstring annotation handling are separate subsystems." + "reason": "cached_file kwarg forwarding vs auto_docstring annotations crash; different code paths." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer evaluate/train state handling and an import conflict with datasets are unrelated." + "reason": "Trainer lifecycle bug vs import conflict with datasets; unrelated." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Network requests despite local-only mode and a missing encoder weight are different loading bugs." + "reason": "Offline mode still making requests vs missing embed_tokens.weight on load; different problems." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are unrelated." + "reason": "xLSTM training blockers vs Bamba torch.compile SDPA failure; different models and symptoms." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Loading a specific model and a streaming pipeline regression are different failure reports." + "reason": "ScandiBERT loading failure vs streaming pipeline regression; unrelated." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling under backends and lazy cache initialization causing recompilation are distinct performance/behavior issues." + "reason": "GPT2 attention scaling under SDPA/FlashAttention vs chunked-prefill recompilation; distinct issues." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and an unsupported backend mapping error are unrelated." + "reason": "Python 3.14 load failure vs unsupported backend mapping; not the same bug." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Distributed optimizer-state corruption and streaming pipeline regression are separate code paths." + "reason": "FSDP2/PEFT optimizer state corruption vs streaming pipeline regression; unrelated." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and a Qwen3_5 infinite-loop bug are unrelated." + "reason": "Dequantized save failure vs Qwen3_5 infinite loop on a specific image; different models and code paths." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Both concern saving, but one is about dequantized model serialization and the other about pipeline object serialization." + "reason": "Dummy class cleanup vs logging message; no shared underlying defect." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A compiler warning and a torch.compile SDPA failure are different issues." + "reason": "Warning-only precision issue vs compile-time SDPA crash; different severity and cause." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Dead dummy classes/check_repo failures are unrelated to logging verbosity." + "reason": "AutoProcessor crash vs shard size default discussion; unrelated." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not clearly point to the same concrete bug." + "reason": "Python version compatibility vs backend-mapping validation; not the same failure." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Same as above: no evidence these are the same underlying tokenizer bug." + "reason": "Wrong tokenizer decoder type vs isolated reproduction of another issue; no evidence they share a root cause." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer optimizer-state bug and Liger-kernel application bug are separate training paths." } ] }, @@ -17688,7 +17762,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:36010", "issue:36683", @@ -17768,212 +17842,209 @@ "issue:43618|issue:43761", "issue:38617|issue:43502" ], - "prepared_review_unit_hash": "36b2aeb92ee6795747d2833f40f385e6997cf2042f0ec9f05449ba523e8e4381", + "prepared_review_unit_hash": "78c73e960fc6c03e19a38813c24422faf59e81d86957f0bf3c97218ae239ef4a", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35394, - "estimated_input_tokens": 8849, - "estimated_eval_tokens": 17954 + "serialized_chars": 35398, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of unrelated issues across different subsystems (imports, model configs, docs, serving, FP8, training, and warnings). Only one pair looks plausibly duplicate-like at the code-path level; the rest are distinct bugs or feature requests.", - "confidence": 0.74, - "canonical_issue_reason": "No single canonical issue is a safe anchor for the whole cluster; the items are heterogeneous, so any one issue would misrepresent most of the cluster.", + "summary": "Mostly false-positive clustering: these issues span unrelated Transformers subsystems (imports, pipelines, model configs, training, FP8/RoPE, docs, CLI/server behavior). I would not merge any of the proposed soft edges; no PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:47116 is the broadest representative of the only clear recurring subtheme here (v5 pipeline regression) and is more umbrella-like than the narrower single-model or single-error reports.", "canonical_pr_reason": null, - "best_issue_reason": "No globally best issue stands out. If anything, issue:43761 is the most concrete regression-style report, but it is still not representative of the rest of the cluster.", + "best_issue_reason": "issue:47116 best captures a user-facing regression class with broader reuse as a reference point than the other, more specialized bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but they are different warnings in different code paths: bfloat16 compilation vs. tied-embedding config noise." + "reason": "Both mention warnings, but one is about bfloat16 compilation precision warnings and the other about tie_word_embeddings messaging; different bugs." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "One is about a misleading pipeline() error message; the other is about saving Pipeline objects. Same API area, different bug." + "reason": "v5 pipeline error-message regression vs inability to save Pipeline objects; different code paths and failure modes." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder.from_pretrained is a loading bug; max_shard_size being 50GB is a save_pretrained policy question." + "reason": "Missing embed_tokens.weight in UMT5Encoder loading is unrelated to the max_shard_size question in save_pretrained()." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the streaming pipeline runtime regression." + "reason": "Docs still referencing pipeline() is a documentation cleanup issue, while 47116 is a runtime streaming pipeline regression." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure and Trainer import pollution by datasets are unrelated symptoms." + "reason": "Whisper empty-transcription failure after token alignment is unrelated to Trainer import failure caused by datasets interference." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention 2 support for NemotronH and Python version compatibility for Transformers 5.1.0 are unrelated." + "reason": "Flash Attention 2 support for NemotronH is unrelated to Python 3.9/3.10 compatibility with Transformers 5.1.0." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both involve Qwen3/VL/MoE, but one is a v5 incompatibility bug and the other is fp8 inference support; not the same fix." + "reason": "Both reference Qwen3-VL/MoE, but one is a transformers 5.0 bug report and the other is FP8 inference support; not the same change." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "KV-cache continuation crash in transformers serve is a different code path than streaming pipeline regression." + "reason": "Serve /v1/responses KV-cache indexing bug is a server-side issue, not the streaming pipeline regression described in 47116." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are unrelated model-specific bugs." + "reason": "ESM2 breakage and DeepSeek-V4 tensor transpose/dtype handling are different model-specific bugs." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling being ignored and AttentionInterface.register changing behavior are different attention-stack problems." + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is unrelated to AttentionInterface.register changing registered function behavior." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels behavior are unrelated model/processor bugs." + "reason": "xLSTM training blockers are unrelated to BeitImageProcessorFast reduce_labels returning only one label." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FlashAttention support for NemotronH does not match GPT2 attention scaling being ignored." + "reason": "Different bugs: unsupported FA2 for NemotronH versus GPT2 attention scaling being ignored in alternate backends." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Embeddings-tie removal regression and a noisy logging message are not the same underlying issue." + "reason": "Removed tie_embeddings_and_encoder_decoder behavior is unrelated to a noisy logging message." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init policy and an import conflict with datasets are unrelated." + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import issue tied to datasets installation." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Ignored attention scaling and degenerate zero loss in sequence classification are different bugs." + "reason": "GPT2 backend-specific attention scaling bug is not the same as zero-loss classification with num_labels=1." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:43012", "right": "issue:47276", "accept": false, - "reason": "A precision warning during compilation is unrelated to a misleading synced_gpus warning in continuous batching." + "reason": "Both are warning-related, but one concerns bfloat16 compilation warnings and the other a misleading synced_gpus warning in continuous batching." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are ImportError reports, but for different missing symbols in different packages/modules." + "reason": "Different import errors from different packages/models: huggingface_hub utility import vs missing Qwen2_5_VL class export." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend selection when installing .[torch] is unrelated to Trainer import failure from datasets interference." + "reason": "TensorFlow backend packaging under pip install '.[torch]' is unrelated to the Trainer import problem caused by datasets." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained errors are adjacent but distinct serialization/loading failures." + "reason": "FP8 save_pretrained behavior for MoE models is a different failure than Qwen3.5 MoE from_pretrained breakage in transformers>=5.4.0." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Missing set_seed in a model integration test and a huggingface_hub CLI incompatibility are unrelated." + "reason": "Missing set_seed in SAM-HQ tests is a test flake; the huggingface_hub 1.22.0 CLI breakage is a dependency/API incompatibility." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + "reason": "Distributed Trainer/FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored in SDPA/FlashAttention." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation bugs." + "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE implementation are separate model-specific architecture bugs." }, { "left": "issue:42831", "right": "issue:44261", "accept": false, - "reason": "FineGrainedFP8 accuracy complaints and missing rms_norm_eps in MLA q_a_layernorm are not the same concrete bug." + "reason": "FineGrainedFP8 accuracy regression and MLA q_a_layernorm rms_norm_eps precision mismatch are different FP8-related issues." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions API rejection and batched apply_chat_template crashing are different request-handling failures." + "reason": "Chat/completions request rejection in v5.3 is unrelated to Qwen2_5_VLProcessor batched chat-template crashing with padding=False." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules; same failure type, not same bug." + "reason": "Both are import errors, but for different symbols and packages: GenerationMixin vs is_offline_mode." }, { "left": "issue:43618", "right": "issue:43761", - "accept": true, - "reason": "Both are CLIP v5 regression reports about missing optional forward outputs in the same CLIPVisionModel/CLIPOutput code path." + "accept": false, + "reason": "CLIPOutput attentions not assigned and CLIPVisionModel.forward returning hidden_states=None are related to CLIP but are different regression points." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "layer_type_validation import removal and local_files_only still making API requests are unrelated." + "reason": "ImportError for layer_type_validation and unwanted API requests despite local_files_only=True are unrelated bug classes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: the cluster does look heterogeneous, and the conservative rejections align with the issue titles. The single accepted pair (issue:43618 / issue:43761) is plausible as a shared CLIP regression around missing optional outputs, and the explanation stays within the evidence available from the titles." - }, - "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 }, @@ -17988,7 +18059,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:29870", "issue:33453", @@ -18036,7 +18107,8 @@ "issue:47000", "issue:47059", "issue:47110", - "issue:47276" + "issue:47276", + "issue:47317" ], "soft_pairs": [ "issue:45276|issue:46077", @@ -18055,232 +18127,227 @@ "issue:46077|issue:46512", "issue:43867|issue:45216", "issue:44938|issue:47059", - "issue:36683|issue:47110", "issue:43618|issue:45216", + "issue:36683|issue:47110", "issue:36683|issue:43525", "issue:29870|issue:36296", "issue:44908|issue:46851", + "issue:43992|issue:47317", "issue:44355|issue:44855", "issue:43010|issue:45278", "issue:43064|issue:44492", - "issue:43992|issue:45310", "issue:44075|issue:46365", + "issue:43992|issue:45310", "issue:43867|issue:46202", "issue:44393|issue:47000", "issue:29870|issue:33453", "issue:36296|issue:43575", - "issue:43867|issue:45375", "issue:43618|issue:44077", + "issue:43867|issue:45375", "issue:41669|issue:44246" ], - "prepared_review_unit_hash": "7c0918170d97a30487e5aa5e93a0d687749128dab5950ae1f66041c265e8cb61", + "prepared_review_unit_hash": "246e3b7e3577f3a4320b1b81168bb567165c33469636028a2acfb067446c9c04", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36603, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37430, + "estimated_input_tokens": 9358, + "estimated_eval_tokens": 18972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of distinct Transformers regressions around loading/saving, configs, attention masks, and environment-specific import issues. Despite some superficial similarity, none of the soft pairs look like the same underlying bug/change.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering version-wide import failures after an upgrade; it is the most representative anchor if a single issue must be chosen.", + "summary": "This cluster is heterogeneous: it mixes unrelated loading/regression, config-attribute, save/load, import-time, tokenizer, training, and scheduler issues. The soft links are mostly superficial theme similarity, so none of the candidate pairs should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43611 is the broadest and most representative loading-regression report; however, the set is still too diverse for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best cluster representative because it is broad and regression-oriented, but it still does not truly subsume the many model-specific failures here.", + "best_issue_reason": "Issue 43611 is the best single representative because it captures the broad model-loading regression theme that recurs most often across the cluster, even though it does not subsume the other bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Different Gemma4 bugs: embedding resize propagation vs attention-mask construction." + "reason": "Both are Gemma4-related, but one is about resize_token_embeddings not updating embeddings, while the other is about bidirectional attention still building causal masks. Different code paths and fixes." }, { "left": "issue:44380", "right": "issue:47276", "accept": false, - "reason": "Unrelated issues: GPT2 backend attention-scaling bug vs a warning-message wording problem." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention is a model behavior bug; the other is a misleading warning in continuous batching. Same area, not the same bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but for different models and different failure modes; not the same bug." + "reason": "Qwen3VL MoE loading failure and sorted state_dict load failure are both loading problems, but they are different failure modes with different root causes." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure is unrelated to saving Pipeline objects." + "reason": "Quantized model save failure is not the same as Pipeline.save_pretrained failing. Different objects and serialization paths." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 config propagation bug is unrelated to the Trainer import conflict with datasets." + "reason": "num_labels propagation in Qwen3.5 is unrelated to Trainer import failing due to datasets being installed. Different subsystems." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base-model-prefix loading regression and Pipeline save-pretrained failure are different code paths." + "reason": "base_model_prefix loading regression and Pipeline.save_pretrained failure are both save/load-related, but not the same concrete bug." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask logic are unrelated." + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional-attention masking are unrelated model bugs." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Pipeline serialization and sinq quantized save/load are different save_pretrained problems." + "reason": "Pipeline serialization failure and sinq quantized save/load break affect different APIs and likely different serialization logic." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash-Attn support gating for Nemotron is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Flash Attention 2 unsupported for NemotronH is an unsupported-feature error; D-FINE auxiliary-loss handling is a training-loss logic bug." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing vocab_size in Gemma3Config is unrelated to missing fpn_position_embeddings in SAM 3 Video." + "reason": "Gemma3Config missing vocab_size and SAM3 vision output missing fpn_position_embeddings are different missing-attribute issues in different models." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-Python import errors and auto_docstring stdout noise are unrelated." + "reason": "Compiled Python file import errors and auto_docstring stdout diagnostics are both import-time annoyances, but they are unrelated problems." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config attribute missing vs patchtsmixer post_init policy are different issues." + "reason": "Missing vocab_size in Gemma3Config and patchtsmixer post_init restrictions are unrelated configuration/model-definition issues." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "These are both Python-version compatibility reports, but they target different versions and likely different breakages." + "reason": "Python 3.9+/3.10+ compatibility regression and Python 3.14 load failure are version-compatibility issues, but not the same bug." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Attention-mask construction and stale config.dtype after from_config are separate bugs." + "reason": "Gemma4 attention-mask construction and stale model.config.dtype after from_config are separate state/config propagation bugs." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State-dict sorting load failure vs Qwen3.5 checkpoint save regression are not the same underlying issue." + "reason": "A state_dict sorting load error and an incorrect Qwen3.5 saved checkpoint are both save/load issues, but they have different symptoms and likely different causes." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 import failure and a CLI incompatibility with huggingface_hub are unrelated." + "reason": "Python 3.14 import failure and CLI completion breakage with huggingface_hub are unrelated compatibility regressions." }, { - "left": "issue:36683", - "right": "issue:47110", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to special_tokens being a list instead of a mapping." + "reason": "CLIP attentions no longer being assigned and Qwen3.5 checkpoint save corruption are different model/output vs serialization bugs." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:47110", "accept": false, - "reason": "CLIPOutput attentions regression and Qwen3.5 save_pretrained regression are different models/code paths." + "reason": "Gemma3Config missing vocab_size and special_tokens list lacking keys are unrelated attribute/type bugs." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but for different models and different fields; not a duplicate." + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are different config-attribute omissions in different model families." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate decoder_attention_mask bug is unrelated to tensor-parallel training state issues." + "reason": "Bart generate() UnboundLocalError and tensor parallel training bug are unrelated execution paths and failure modes." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs bug and variable-length position_ids bug are unrelated." + "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids bugs are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and PPFormulaNet training-loss bug are unrelated model-specific issues." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Running compiled Python files failing is unrelated to a torch.jit.script parsing/indentation issue." + "reason": "Compiled-file import errors and the Python 3.13 @torch.jit.script parsing/IndentationError issue stem from different parser/import edge cases." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad behavior and broad import errors after upgrade are different concerns." + "reason": "Cache/Layer update methods needing no_grad and broad import errors after upgrade are not the same bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug is unrelated to a typo in cache strategies." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 moe from_pretrained error are different model-loading problems." + "reason": "FSDP2+PEFT optimizer-state corruption and a typo in cache strategies are unrelated." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD args ignored is unrelated to the Trainer import failure involving datasets." + "reason": "SGD args ignored and inability to import Trainer without datasets are unrelated issues." }, { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Both involve save/load roundtrips, but the failure modes and models differ." - }, - { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Qwen3-VL bbox output issue and RTDetrLoss infeasible cost matrix are unrelated vision bugs." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failure are distinct loading bugs in different model families." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Bart generate UnboundLocalError and tokenizer-loading regression are distinct failures." + "reason": "Sorted state_dict load error and missing deepstack_visual_indexes in Qwen3.5 vision config are different config/load issues." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Tensor-parallel training bug and OOM during TP model loading are not the same bug." + "reason": "Removing import * from models for import-time performance and import transformers being slow sometimes are related only at a very broad level, not the same change or bug." } ] }, @@ -18302,14 +18369,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:28282", "issue:30333", "issue:30990", "issue:31795", "issue:33453", - "issue:36296", "issue:42548", "issue:42890", "issue:42898", @@ -18318,6 +18384,7 @@ "issue:43232", "issue:43299", "issue:43502", + "issue:43525", "issue:43576", "issue:43618", "issue:43723", @@ -18325,7 +18392,6 @@ "issue:43867", "issue:43874", "issue:43976", - "issue:43992", "issue:44062", "issue:44112", "issue:44222", @@ -18338,6 +18404,7 @@ "issue:44734", "issue:44749", "issue:44964", + "issue:45071", "issue:45125", "issue:45357", "issue:45375", @@ -18345,32 +18412,33 @@ "issue:45478", "issue:45561", "issue:45850", - "issue:46002", "issue:46132", "issue:46285", "issue:46617", "issue:46664", "issue:46726", - "issue:47110" + "issue:47110", + "issue:47317" ], "soft_pairs": [ "issue:42890|issue:45561", - "issue:43867|issue:45357", "issue:43010|issue:43976", + "issue:43867|issue:45357", "issue:43010|issue:45850", "issue:28282|issue:33453", "issue:44222|issue:45125", - "issue:43992|issue:46002", "issue:43618|issue:46285", "issue:44360|issue:45440", "issue:42548|issue:44351", "issue:45125|issue:45478", "issue:45125|issue:45375", "issue:43502|issue:44062", + "issue:43525|issue:47317", "issue:42890|issue:44112", "issue:42890|issue:44964", "issue:42898|issue:46664", "issue:44734|issue:46617", + "issue:45071|issue:47317", "issue:43723|issue:44556", "issue:44387|issue:44556", "issue:43010|issue:43065", @@ -18385,242 +18453,244 @@ "issue:43010|issue:43232", "issue:46664|issue:46726", "issue:43502|issue:44222", - "issue:43299|issue:44556", - "issue:30333|issue:36296" + "issue:43299|issue:44556" ], - "prepared_review_unit_hash": "4cef7fd5a78f661280e82c10404203b08f8d5e8e4c9bbc17a5477cf44847545e", + "prepared_review_unit_hash": "2f183c910098708e9edb18ca532ae55935c4cb1767723cdcc77e8e47d240ab7b", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37240, - "estimated_input_tokens": 9310, - "estimated_eval_tokens": 18876 + "serialized_chars": 37251, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by unrelated Transformers issues that only share broad surface themes like loading regressions, version upgrades, or flaky tests. The strongest common thread is v5-era model/tokenizer loading breakage, so I picked one concrete reload regression as the representative issue.", - "confidence": 0.51, - "canonical_issue_reason": "issue:44556 is the clearest concrete representative of the cluster\u2019s main theme: checkpoint reload breaks after upgrading from v4.57 to v5.x. It is specific enough to anchor the broader loading-regression complaints without being overly generic.", + "summary": "Most items are unrelated single issues. The only plausible duplicate pair is the Qwen3.5 MoE loading regression: one report names the missing `_tp_plan`, the other reports a `from_pretrained` failure on the same model/version path.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45125 is the most specific root-cause report; it directly identifies the missing `_tp_plan` needed for Qwen3_5MoeForConditionalGeneration tensor-parallel loading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the best issue to represent this cluster because it is a concrete, user-facing regression with a clear failure mode and version boundary, unlike the more generic umbrella complaints.", + "best_issue_reason": "issue:45478 is the best representative symptom report because it clearly states the user-facing `from_pretrained` failure on transformers>=5.4.0 for Qwen3.5 Moe.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test-related, but one is about missing set_seed in a SAM HQ integration test and the other is a xdist race in captured_info.txt. Different bugs and code paths." + "reason": "Both are test-related, but one is about missing `set_seed()` in SamHQ integration tests and the other is a pytest-xdist race on `captured_info.txt`; different bugs." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "One is a state_dict loading error when keys are sorted; the other is an incorrect save_pretrained key layout for a visual encoder. Related area, but not the same bug." + "reason": "Unrelated: cache/layer `update()` no_grad decoration vs Python version compatibility failure in Transformers 5.1.0." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Different problem classes: a cache/layer no_grad decoration issue versus a Python version compatibility failure." + "reason": "Both involve model loading/saving, but the concrete failures differ: sorted state_dict load error vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific cache update bug is not the same as a broad complaint that v5 breaks many models." + "reason": "One is a specific no_grad behavior request; the other is a broad complaint that 5.0 breaks many models." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to a tokenizer-loading regression." + "reason": "ImportError for missing PyTorch vs tokenizer loading regression; different code paths and root causes." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Both mention MoE, but one is FP8 save_pretrained behavior and the other is tensor-parallel planning on model loading. Different code paths." - }, - { - "left": "issue:43992", - "right": "issue:46002", - "accept": false, - "reason": "Missing embed_tokens.weight during from_pretrained is unrelated to NaNs in classification heads after checkout/init." + "reason": "FP8 save_pretrained/moe serialization bug is distinct from Qwen3_5Moe tensor-parallel loading metadata." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both touch CLIP, but one is a missing attentions assignment in outputs and the other is a structural refactor inconsistency. Not the same concrete bug." + "reason": "Both mention CLIP, but one is about missing attentions assignment and the other about inconsistent module structure after v5.6; not the same bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Completely different subsystems: DSA indexer/ReLU versus DeepSeekV3MoE implementation divergence." + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export paths; not the same issue." + "reason": "Both are import errors, but for different exported symbols (`PreTrainedModel` vs `HybridCache`) and likely different breakages." }, { "left": "issue:45125", "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 MoE loading, but one is specifically missing _tp_plan and the other is a broader from_pretrained error. Too loose to merge." + "accept": true, + "reason": "Same underlying Qwen3.5 MoE loading regression: one reports the missing `_tp_plan`, the other reports the resulting `from_pretrained` failure on the same model path." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "One is tensor parallelism support; the other is a missing vision config field. Same model family, different defects." + "reason": "Both are Qwen3.5-related, but one is tensor-parallel loading metadata and the other is a config field being dropped by `@strict`." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leakage is unrelated to the AddedToken special-argument TypeError." + "reason": "`local_files_only=True` still making requests is unrelated to the AddedToken duplicate-argument TypeError." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4Config missing `pad_token_id` has no overlap with the PPFormulaNet training-loss issue." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are flaky tests, but they fail for different reasons in different suites." + "reason": "Seed instability in tests is different from a stale device override CI failure in GraniteSpeech." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky SAM HQ test is not the same as a Phi-4 multimodal model loading regression." + "reason": "Test seeding flakiness is unrelated to Phi-4-multimodal-instruct loading failure." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior changes and SmolVLM num_frames semantics are unrelated." + "reason": "Tokenizer-space cleanup behavior change and SmolVLM frame-count semantics are unrelated." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to a cache FileNotFoundError for trust_remote_code." + "reason": "KV cache continuation crash in `transformers serve` is different from trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "PretrainedConfig type-checking breakage is unrelated to PPFormulaNet training-loss behavior." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility. Same theme, not the same bug." + "reason": "Tokenizer loading issue and checkpoint reload incompatibility after upgrading versions are distinct problems." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "int4 quantization memory/OOM regression is distinct from model reload failure after version upgrade." + "reason": "Int4 quantization memory regression is unrelated to checkpoint reload failure across versions." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad and a dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "No_grad on cache updates and dummy Conv2d in Sam3PixelDecoder are different implementation concerns." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing Qwen2.5-VL export is not the same as loading a trust_remote_code model from cache." + "reason": "Missing Qwen2_5_VL export is a different issue from cache-based trust_remote_code FileNotFoundError." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "A broken CLI env command and altered AttentionInterface.register behavior are different issues." + "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only API leakage is unrelated to GLM-5 RoPE implementation concerns." + "reason": "Offline download violation is unrelated to GLM-5 RoPE implementation discussion." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch counting method in GLM46V is unrelated to a cache FileNotFoundError." + "reason": "Missing image-patch helper in GLM46V is unrelated to trust_remote_code cache file lookup." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "A generic complaint that v5 breaks too many models is not the same as a specific special_tokens attribute error." + "reason": "Broad complaint that 5.0 breaks models is not the same as a `special_tokens` list-vs-dict error." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "MLflow run-state reporting on failed training jobs is unrelated to tokenizer loading regression." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a post-upgrade filtering slowdown are not the same bug." + "reason": "Compiled Python file errors and Chinese report about slower filtering after upgrade do not share a concrete bug." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers hanging on load is unrelated to documentation confusion in model.forward." + "reason": "Sentence Transformers loading hang is different from documentation confusion about `input_ids` and `past_key_values`." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Different generation-related bugs: no_grad decoration versus sync_gpus model-kwargs update ordering." + "reason": "Different generation-path bugs: no_grad decoration vs `_update_model_kwargs_for_generation` after `sync_gpus`." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Inconsistent num_frames semantics and missing-vision-backend image processor handling are distinct processor issues." + "reason": "Video processor `num_frames` semantics and missing vision backend handling are different issues." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network calls despite local_files_only and FP8 MoE save_pretrained are unrelated." + "reason": "Offline request leakage and FP8 moe save_pretrained are different code paths." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-related loading regressions, but they affect different models and failure modes; not the same concrete bug." - }, - { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "Failed MLflow reporting and tensor-parallel training behavior are unrelated." + "reason": "Qwen3VL MoE loading breakage and checkpoint reload after version upgrade are different symptoms/root causes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the duplicate call on issue:45125 vs issue:45478 is conservative and well-supported by the titles. The other soft-edge verdicts also stay appropriately cautious and do not overclaim evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18635,9 +18705,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:29870", + "issue:30333", "issue:31795", "issue:33453", "issue:34689", @@ -18668,7 +18739,6 @@ "issue:44492", "issue:44623", "issue:44961", - "issue:45003", "issue:45071", "issue:45125", "issue:45230", @@ -18687,6 +18757,7 @@ "issue:47110" ], "soft_pairs": [ + "issue:30333|issue:36296", "issue:29870|issue:31795", "issue:43827|issue:44961", "issue:33453|issue:34689", @@ -18717,229 +18788,228 @@ "issue:43867|issue:47110", "issue:44273|issue:45542", "issue:44485|issue:46664", - "issue:44623|issue:45230", - "issue:44273|issue:45003" + "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "54123682ae2c33994e97c21616a7eb3065df4ff58ca97ff088b60a75ac266ec8", + "prepared_review_unit_hash": "34d6d3f0f29162526c5b35b7f28e573436a4c7584e7bd1f45079f0821143cbfa", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36470, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "serialized_chars": 36515, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous issue reports; the only loose commonality is a handful of v5/import/loading regressions. None of the soft pairs look like true duplicates or the same concrete code-path fix, so I would not merge any of them.", - "confidence": 0.58, - "canonical_issue_reason": "If forced to pick one umbrella issue, #45850 is the broadest summary of the shared theme (multiple regressions after v5). It is vague, but it best represents the overall cluster better than the narrower, one-off bug reports.", + "summary": "The cluster is heterogeneous: most pairs only share broad themes like v5 regressions, import failures, or model-loading problems, but they describe different concrete bugs. I found no true duplicate issue pairs; all soft edges should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43576 is the clearest, most concrete user-facing regression in the set and the best representative of the broader v5 breakage complaints, though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "#45850 is the best representative because it captures the broad regression pattern that loosely connects several of the other issues. It is still not a great canonical duplicate target due to being very generic.", + "best_issue_reason": "issue:43576 has the strongest problem statement and the most directly actionable scope, so it is the best single issue to keep as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tensor-parallel training failures." + }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "One is a generation-time UnboundLocalError in Bart; the other is documentation confusion about forward inputs. Different problem and fix." + "reason": "A generation-time UnboundLocalError in Bart is not the same as documentation confusion about forward arguments." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline removals are unrelated to the generic 'racoon' report." + "reason": "Docs still referencing pipeline() and an unrelated racoon issue are different problems." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both concern loading regressions, but they hit different paths and models; not the same underlying bug." + "reason": "Both are loading-related, but one is a tokenizer regression and the other is a specific Llama 3.2 vision model-loading breakage." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Two separate import errors for different symbols; no evidence they stem from one exact export failure." + "reason": "Missing AutoImageProcessor and missing PreTrainedModel are separate import/export regressions." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; different code paths." + "reason": "FP8 save_pretrained behavior and FP8 inference support for Qwen3-VL are different concrete issues." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Closely related RoFormer complaints, but one is kwargs propagation and the other is attention-interface usage; not the same concrete bug." + "reason": "Passing through kwargs in RoFormer methods is not the same as using the attention interface." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only network leakage is unrelated to the 'racoon' issue." + "reason": "local_files_only still making API requests is unrelated to the racoon issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are unrelated." + "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions do not describe the same bug." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken `transformers env` command and config type-checking regression are different failures." + "reason": "A broken transformers env command and a config type-checking regression are different failure modes." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env command breakage is unrelated to the missing Qwen2_5_VL export." + "reason": "The v5 env command issue is unrelated to the Qwen2.5-VL import error." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Different subsystems: env CLI vs huggingface_hub CLI compatibility failure." + "reason": "CLI breakage from the env command and a hub CLI completion attribute error are distinct issues." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Importing `is_offline_mode` from huggingface_hub is unrelated to the v5 env command issue." + "reason": "Missing is_offline_mode in huggingface_hub is a dependency import problem, not the same as the transformers env command bug." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both touch Qwen/MoE/tensor parallel themes, but they describe different specific failures and likely different fixes." + "reason": "A general transformers 5.0/Qwen3-VL-Moe bug is not the same as a missing _tp_plan for tensor parallelism." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion is unrelated to an ImportError for `layer_type_validation`." + "reason": "Documentation confusion about model.forward is unrelated to the layer_type_validation import error." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + "reason": "Tensor-parallel training failure and pipeline docs mentioning return_all_scores are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel not applying with model_init and a missing ReLU in the DSA indexer are different bugs." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 attribute error and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "SAM 3 Video attribute access and trust_remote_code cache loading are unrelated code paths." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "ImportError for HybridCache and cache FileNotFoundError are different loading problems." + "reason": "HybridCache import failure and cached trust_remote_code FileNotFoundError are different problems." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to DeepSeek weight conversion tooling." + "reason": "FP8 inference support for Qwen3-VL/FMoE is not the same as asking for a weight conversion script." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "A missing config field on Qwen3_5MoeVisionConfig is unrelated to special_tokens handling." + "reason": "Missing deepstack_visual_indexes in a config is unrelated to special_tokens being a list instead of a dict." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5 crash and a broad 'v5 breaks too many models' complaint are not the same underlying bug." + "reason": "A Qwen3.5-35B chat crash is not the same as the broad complaint that v5 breaks too many models." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Different model/runtime issues: Liger Kernel application vs FP8 inference on B200." + "reason": "Liger Kernel application with model_init and FP8 inference on B200 are unrelated issues." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the 'racoon' issue." + "reason": "GLM-5 RoPE implementation and an unrelated racoon issue do not match." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The generic 'racoon' issue and Gemma-4 audio positional encoding are unrelated." + "reason": "Racoon and Gemma-4 audio positional encoding are different model-specific bugs." }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Missing `pad_token_id` on Llama4Config is a config-shape bug, not the same as a special_tokens list/key error." + "reason": "Llama4Config missing pad_token_id is unrelated to special_tokens being a list." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache missing in v5 and a typo in cache strategies are unrelated." + "reason": "GenerationMixin cache missing during chunked_prefill and a typo in cache strategies are not the same underlying bug." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention 2 support for Nemotron is unrelated to the 'racoon' report." + "reason": "Nemotron flash-attention support and racoon are unrelated problems." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State_dict ordering load error and special_tokens key access error are unrelated." + "reason": "state_dict sorting load errors are unrelated to special_tokens structure errors." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and TensorBoard/TensorFlow backend initialization are unrelated." + "reason": "Lazy loading behavior and the TensorBoard/TensorFlow backend error are different issues." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "Different model families and different bug surfaces: RoPE implementation vs num_frames semantics." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Specific missing files on save_pretrained and a placeholder 'Bug report' do not indicate the same issue." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading and unsafe sys.modules access are different problems." + "reason": "Missing files from processor.save_pretrained is not the same as an uninformative bug report." } ] }, @@ -18961,7 +19031,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:31795", "issue:33453", @@ -18994,6 +19064,7 @@ "issue:44829", "issue:44861", "issue:44908", + "issue:45003", "issue:45071", "issue:45092", "issue:45230", @@ -19008,18 +19079,18 @@ "issue:46328", "issue:46655", "issue:46664", - "issue:46894", "issue:47059", "issue:47176" ], "soft_pairs": [ + "issue:44273|issue:45003", "issue:45381|issue:46664", "issue:41669|issue:43673", "issue:43525|issue:45850", "issue:44393|issue:45753", "issue:44393|issue:45071", - "issue:43572|issue:45850", "issue:44466|issue:44556", + "issue:43572|issue:45850", "issue:44077|issue:44861", "issue:44556|issue:45092", "issue:42371|issue:44492", @@ -19029,8 +19100,8 @@ "issue:43408|issue:44315", "issue:41669|issue:46218", "issue:44492|issue:46328", - "issue:43976|issue:44393", "issue:42890|issue:44908", + "issue:43976|issue:44393", "issue:44295|issue:45230", "issue:43352|issue:44393", "issue:44297|issue:45230", @@ -19048,264 +19119,265 @@ "issue:43519|issue:46655", "issue:44315|issue:44829", "issue:44485|issue:47176", - "issue:44360|issue:45468", - "issue:45468|issue:46894", - "issue:43576|issue:44273" + "issue:44360|issue:45468" ], - "prepared_review_unit_hash": "78c55de664620c512e8d98d9efac42a0ef47aac71606d892a1f63db9e54de78e", + "prepared_review_unit_hash": "3be7e86154e986a69062a03fe21d5ea633819f2e7fca1bf1e108cc388345fee2", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38545, - "estimated_input_tokens": 9637, - "estimated_eval_tokens": 19530 + "soft_pair_count": 37, + "serialized_chars": 38227, + "estimated_input_tokens": 9557, + "estimated_eval_tokens": 19370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports with a loose common theme of Transformers v5 regressions and adjacent import/load-time problems. Only a couple of checkpoint-loading pairs look plausibly duplicate; most soft edges are not the same underlying bug.", - "confidence": 0.64, - "canonical_issue_reason": "No issue is a strong canonical for the whole cluster; 45850 is only a weak umbrella because it explicitly summarizes broad v5 breakage, but the rest of the items are mostly distinct bugs.", + "summary": "These are mostly false-positive soft matches: the issues span unrelated bugs, performance regressions, model-specific compatibility problems, and CLI/config changes, with no pair sharing the same concrete failure mode.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45850 is the broadest umbrella here, but the cluster is too heterogeneous for a strong duplicate anchor; it is only a loose summary of v5 regressions.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the best single anchor for the cluster\u2019s shared \"v5 broke things\" pattern, even though it is too generic to represent all items cleanly.", + "best_issue_reason": "If forced to pick one representative, issue:45850 best captures the broad \u2018v5 breaks many models\u2019 theme, but it is too vague to be a precise dedupe target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading code, but one reports lazy loading failure and the other unsafe sys.modules access; different concrete bugs." + }, { "left": "issue:45381", "right": "issue:46664", "accept": false, - "reason": "Both are video/vision processor bugs, but they affect different models and different fields (vision_position_ids vs num_frames padding); not the same defect." + "reason": "Different models and different processor bugs: wrong vision_position_ids vs incorrect num_frames meaning/padding." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Shared import/performance theme only; one is star-import bloat, the other is a GenerationMixin cache issue during chunked prefill." + "reason": "Import-time slowdown from wildcard imports is not the same as a missing GenerationMixin cache during chunked prefill." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific missing pad_token_id config bug is not the same as the broad \"v5 breaks too many models\" umbrella report." + "reason": "A specific missing pad_token_id attribute is not the same as a vague \u2018v5 breaks many models\u2019 complaint." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen vision issues, but one is 2D box output hallucination/error and the other is an infinite loop on a specific image; different symptoms and likely different code paths." + "reason": "Same model family, but different symptoms: 2D bbox output error versus an infinite loop on a specific image." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A model-specific vision bug and a core PretrainedConfig type-checking regression are unrelated." + "reason": "Qwen3-VL output issues are unrelated to a PretrainedConfig type-checking regression." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:44466", + "right": "issue:44556", "accept": false, - "reason": "Both mention v5 breakage, but StableLmConfig pad_token_idx removal is a specific config issue, not the same as the generic regression umbrella." + "reason": "One is inconsistent lm_head.weight serialization; the other is checkpoint reload incompatibility after upgrade." }, { - "left": "issue:44466", - "right": "issue:44556", - "accept": true, - "reason": "Both point to the same tied-weights serialization/loading regression in v5: one observes device-dependent lm_head.weight serialization, the other fails to reload a v4.57 checkpoint after upgrade." + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig pad token field regression is not the same as a broad version-wide breakage report." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Different areas: model post_init validation vs a crash in _get_tied_weight_keys when _tied_weights_keys is a list." + "reason": "Optional post_init validation in patchtsmixer is unrelated to _get_tied_weight_keys crashing on a list." }, { "left": "issue:44556", "right": "issue:45092", - "accept": true, - "reason": "Both are checkpoint compatibility failures after v5 meta-init changes; 45092 is a concrete remote-code example of the same loading-path regression." + "accept": false, + "reason": "Both involve v5 loading problems, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + "reason": "TF32 behavior/API-settings guidance and a cache-strategy typo are unrelated." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "A broad v5 regression complaint and a cli test failure caused by huggingface_hub 1.22.0 are different problems." + "reason": "A broad v5 model regression is unrelated to a CLI break caused by huggingface_hub 1.22.0." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both relate to import/lazy loading, but the titles do not establish the same concrete bug; one is import slowness, the other a generic lazy-loading failure." + "reason": "Import slowness and lazy-loading malfunction are related only at a high level; they describe different problems." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache-strategy docs/settings is not the same as the broad v5 regression report." + "reason": "A typo in cache strategy docs/code is not the same as a general \u2018v5 breaks too many models\u2019 report." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Different model/configuration issues: sam3_video being treated as sam3_tracker vs Liger Kernel not applying under model_init." + "reason": "Model-type mismatch warning and Liger Kernel not applied with model_init are different code paths." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import surface/performance issues only; star-import cleanup is not the same as a missing HybridCache export." + "reason": "Import * performance regression is not the same as failing to import a specific class export." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "A cache-strategy typo and a numpy/list conversion inefficiency in SequenceFeatureExtractor.pad are unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "A Python-version compatibility issue and a Qwen3-VL vision-output bug are unrelated." + "reason": "A flaky integration test due to missing set_seed is unrelated to scheduler kwargs being ignored." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Test flakiness from missing set_seed calls is not the same as inverse_sqrt scheduler kwargs being ignored." + "reason": "Python-version compatibility is not the same as a Qwen3-VL bounding-box output bug." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "One is a specific buffer/position_ids read error; the other is too generic to show the same underlying bug." + "reason": "A buffer/position_ids access error is specific, while the other entry is an unspecific bug report." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support is unrelated to Qwen3-VL bounding-box output issues." + "reason": "Flash Attention 2 support warning and Qwen3-VL bbox errors are different model/runtime issues." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch and an uninformative generic bug report are not demonstrably the same issue." + "reason": "Tokenizer save metadata mismatch is unrelated to the generic bug report." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "Both mention kwargs, but one is AutoProcessor forwarding and the other is scheduler configuration; different APIs and failures." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken transformers env CLI and scheduler kwargs handling are different code paths." + "reason": "The CLI env command breakage and inverse_sqrt scheduler kwargs bug are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "A scheduler-configuration bug and a PretrainedConfig type-checking regression are unrelated." + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Both involve CLI/configuration commands, but one is a broken env command and the other is a shell-operator allowlist bypass; different bugs and fixes." + "reason": "A broken env CLI command and a shell-operator allowlist bypass are different security/CLI issues." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and a tied-weight-key crash are different problems." + "reason": "Pipeline save_pretrained failure and tied-weight-key attribute crash are separate serialization/model-state bugs." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance cleanup and a testing_utils bug are unrelated." + "reason": "Import-time wildcard cleanup and a testing_utils bug do not share the same failure mode." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Star-import performance cleanup does not match a missing HybridCache import/export failure." + "reason": "Import performance regression is unrelated to missing HybridCache export/import failure." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python-version support and a missing model import are different issues." + "reason": "Python 3.9 compatibility and inability to import Qwen3_5ForCausalLM are different issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python-version support and shell command-substitution allowlist bypass are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek-V4, but the titles indicate different likely defects (gating vs tensor transpose/cast), with no clear shared code-path." + "reason": "Both are DeepSeek-V4 related, but one is a gating logic complaint and the other is a dtype/transpose bug." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are video processor math bugs, but one is timestamp calculation and the other is padding calculation; not enough to treat as the same bug." + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application under model_init and flash_attention_3 training degeneration are unrelated." + "reason": "Liger Kernel application with model_init is unrelated to flash_attention_3 degenerate training." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "GLM-5 RoPE implementation and a shell-allowlist bypass are unrelated." + "reason": "RoPE implementation discussion and a shell-operator allowlist bypass have no shared underlying bug." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer/ReLU discussion and Gemma4AudioRelPositionalEncoding are unrelated." - }, - { - "left": "issue:45468", - "right": "issue:46894", - "accept": false, - "reason": "Gemma4 audio positional encoding and a CohereASR training-loss shift bug are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Broken env CLI and lazy-loading failure are adjacent import-time concerns but not shown to be the same underlying bug." + "reason": "A DSA indexer ReLU discussion and Gemma4AudioRelPositionalEncoding are unrelated domains." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: it treats 45850 as only a weak umbrella, and the accepted duplicate-like pairs are limited to clearly related checkpoint/loading regressions. The false soft-edge calls are appropriately cautious and do not overclaim same-bug identity from loose thematic similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -19320,7 +19392,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:28348", "issue:29870", @@ -19333,7 +19405,6 @@ "issue:41669", "issue:42371", "issue:42913", - "issue:42936", "issue:43066", "issue:43298", "issue:43352", @@ -19362,19 +19433,21 @@ "issue:45341", "issue:45468", "issue:45850", - "issue:46018", "issue:46095", "issue:46144", "issue:46218", + "issue:46894", "issue:47059", "issue:47110", "issue:47176", "issue:47177" ], "soft_pairs": [ + "issue:45468|issue:46894", + "issue:43576|issue:44273", "issue:45230|issue:45310", - "issue:43976|issue:47177", "issue:43298|issue:46095", + "issue:43976|issue:47177", "issue:43519|issue:44485", "issue:44485|issue:47177", "issue:44273|issue:44908", @@ -19415,317 +19488,319 @@ "issue:31515|issue:36296", "issue:31515|issue:31795", "issue:43298|issue:44230", - "issue:43717|issue:46144", - "issue:42936|issue:46018" + "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "c34ad4bcb300fbd5dd257159f20448c51ba592d49ea1863e232eba8448233bb0", + "prepared_review_unit_hash": "11b75bfdd519084f51c681474298ad9f0ca966ce750b1342783c2b7e17114e3b", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 45, - "serialized_chars": 40298, - "estimated_input_tokens": 10075, - "estimated_eval_tokens": 20406 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 46, + "serialized_chars": 40068, + "estimated_input_tokens": 10017, + "estimated_eval_tokens": 20290 }, "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 clean duplicate set. The only plausible duplicate pair is the tokenizer v5 regression reports: a broad symptom report and a more specific decoder-type bug. Everything else looks like a false positive based on broad thematic similarity only.", - "confidence": 0.63, - "canonical_issue_reason": "If a canonical issue must be chosen, issue:43066 is the best anchor because it states the concrete tokenizer-v5 bug ('wrong decoder type'), while issue:42913 is the broader symptom report.", + "summary": "This cluster is mostly noisy lexical similarity: a few flash-attention and version-regression tickets are thematically close, but the majority are unrelated loading/tokenizer/utility bugs. I do not see any pair that should be merged as true duplicates under a strict duplicate-triage standard.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45250 is the broadest umbrella title in the set for the flash-attention subgroup; it is the closest single issue to reuse as a canonical anchor, even though the overall cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43066 is the most specific and actionable issue in the cluster, and it best captures the underlying tokenizer-v5 regression described by the only credible duplicate pair.", + "best_issue_reason": "issue:45250 is the least specific, most reusable issue title here and is the best available representative for the flash-attention-related subset; the rest are either narrower model-specific reports or unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "One title is a generic 'Bug report'; the other is a specific Qwen3.5 MoE from_pretrained failure. Too little evidence they are the same bug." + "reason": "Gemma audio RoPE vs CohereASR training-loss shift: different models and different bug classes." }, { - "left": "issue:43976", - "right": "issue:47177", + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI vs lazy-loading bug; unrelated symptoms and code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Python-version compatibility and a shell/file-write security issue are unrelated." + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained failure; too vague to be the same issue." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are different problems and code paths." + "reason": "Continuous batching for audio models vs deepseekv4 weight conversion question; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility issue vs security RCE via shell operators; unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific issues." + "reason": "Timestamp calculation bug in Qwen3VL vs GLM-5 RoPE implementation; different components." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation discussion is unrelated to shell command / zip-slip security bugs." + "reason": "RoPE math bug vs command-substitution security issue; no overlap." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Lazy loading vs inverse_sqrt scheduler kwargs handling; unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and LR scheduler kwargs do not share the same code path." + "reason": "Processor timestamp bug vs scheduler configuration bug; different subsystems." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion around forward inputs does not match a model-loading regression in Llama 3.2 Vision." + "reason": "Forward-doc confusion vs Llama 3.2 vision loading regression; not the same defect." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken 'transformers env' CLI and Qwen3_5 import failure are unrelated." + "reason": "CLI env command breakage vs import failure for a model class; different failures." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup in models is not the same as a VRAM leak in Qwen3ForCausalLM." + "reason": "Import-star cleanup/perf issue vs VRAM leak in multi-threaded inference; unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model implementations." + "reason": "Different model-specific implementation bugs (GLM-5 RoPE vs Gemma audio positional encoding)." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "A broad 'since 5.0 breaks models' complaint is not the same as a command-substitution RCE vulnerability." + "reason": "Broad v5 breakage complaint vs shell-operator RCE; unrelated." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "General version-breakage report and shell allowlist bypass are unrelated issues." + "reason": "Broad v5 breakage complaint vs shell command allowlist bypass; unrelated." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Different attribute/type errors in different code paths; no concrete duplicate evidence." + "reason": "Tied-weights AttributeError vs special_tokens list/keys error; different APIs and failure modes." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is not the same bug as GLM-5 RoPE implementation." + "reason": "VRAM leak under multi-threading vs RoPE implementation issue; unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 behavior settings and Qwen3 VRAM leakage are unrelated." + "reason": "TF32 settings migration vs VRAM leak; different areas." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Flash Attention support for NemotronHForCausalLM is unrelated to shell command injection/file-write vulnerabilities." + "reason": "Flash-attention support request for Nemotron vs shell RCE security bug; unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network requests and Qwen3VL timestamp calculation are unrelated." + "reason": "local_files_only network-leak bug vs timestamp calculation bug; unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are different bugs." + "reason": "CPU offload device mismatch vs Gemma audio positional encoding; different code paths." }, { "left": "issue:42913", "right": "issue:43066", - "accept": true, - "reason": "Both are about tokenizer behavior changes in Transformers v5; 43066 looks like the concrete root-cause report behind the broader behavior regression in 42913." + "accept": false, + "reason": "These are both v5 tokenizer regressions, but the titles point to different concrete symptoms and there is not enough evidence they are the same bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "General v5 breakage report and Qwen3_5 import failure are too broad to be the same bug." + "reason": "General v5 breakage complaint vs model import failure; too broad to duplicate." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation in a processor and missing files on save_pretrained are different issues." + "reason": "Processor timestamp bug vs missing processor.save_pretrained files; unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in a GLM-MoE indexer and Gemma-4 audio positional encoding are unrelated." + "reason": "torch.split return values in an indexer vs Gemma audio positional encoding; different implementation areas." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight key handling and CLI test failures with huggingface_hub are unrelated." + "reason": "Tied-weight key crash vs CLI test failure from huggingface_hub API change; unrelated." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "A Qwen3 VRAM leak and a small testing_utils typo are not the same underlying problem." + "reason": "VRAM leak vs test utility bug; unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for NemotronHForCausalLM is unrelated to a Qwen3_5 import error." + "reason": "Flash-attention support gap vs import failure for Qwen3_5ForCausalLM; different defects." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 module import failure are different missing-symbol issues." + "reason": "HybridCache import failure vs Qwen3_5ForCausalLM import failure; related only by import surface, not the same missing symbol." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is a GPT2LMHeadModel-specific support request while the other is a broad generic title with no concrete shared bug." + "reason": "GPT2-specific flash-attention support request and a generic flash-attention topic are related, but not clearly the same concrete fix." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and apply_chat_template crash are different failures in different paths." + "reason": "Tied-weight key AttributeError vs apply_chat_template crash on tool-call assistant messages; unrelated." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated titled issue ('Unemployment') are not duplicates." + "reason": "Scheduler kwarg bug vs unrelated placeholder issue title; no basis for duplication." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "No meaningful relation between the titles; this is a false positive." + "reason": "Placeholder issue title vs shell RCE security report; unrelated." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "No evidence these are the same bug; one is unrelated placeholder content and the other is a security issue." + "reason": "Placeholder issue title vs shell allowlist bypass; unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies and an unrelated issue are not duplicates." + "reason": "Cache strategy typo vs placeholder issue title; unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL / Qwen3.5 support and missing processor.save_pretrained files are unrelated." + "reason": "FP8 Qwen3-VL support vs missing processor save_pretrained files; unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is NemotronH support; different models and fixes." + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is Nemotron-specific support; separate model-specific requests." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment and an unrelated issue are not the same bug." + "reason": "CLIPOutput attentions regression vs placeholder issue title; unrelated." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." + "reason": "Slow from_pretrained loading vs missing layer_type_validation import; different symptoms and root causes." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5 wording, but one is FP8 inference support and the other is a from_pretrained failure; not the same concrete bug." + "reason": "FP8 inference support vs Qwen3.5 MoE from_pretrained error; related only by model family, not the same bug." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() UnboundLocalError and slow checkpoint loading are unrelated." + "reason": "BART generate() decoder_attention_mask bug vs slow checkpoint loading; unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training and checkpoint loading speed are unrelated." + "reason": "MLflow reporting bug on failed jobs vs slow checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained slowness and tensor-parallel training bug are different concerns." + "reason": "from_pretrained performance issue vs tensor parallel training bug; unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and forward-API documentation confusion are unrelated." + "reason": "Loading speed issue vs forward API documentation confusion; not the same problem." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 Qwen3-VL/Qwen3.5 support are different feature gaps." + "reason": "Audio continuous batching support vs FP8 Qwen3-VL inference support; different feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated implementation issues." - }, - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model bugs." + "reason": "Mamba init_weights usage vs RoFormer attention interface issue; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: the cluster is indeed heterogeneous, and the tokenizer-v5 pair (42913/43066) is the only clearly related duplicate-like match. The soft-edge rejections are appropriately conservative and do not overclaim evidence. Canonical issue selection is also reasonable given the concrete wording in 43066 versus the broader symptom report in 42913." - }, - "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 }, @@ -19740,7 +19815,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-522", + "cluster_id": "cluster-10000-523", "nodes": [ "issue:37934", "issue:42936", @@ -19748,9 +19823,11 @@ "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", @@ -19762,94 +19839,100 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "ee899d91462d0ba11464334f7f9a2a081b9f9b936a35f23b09e98686ea6ed39a", + "prepared_review_unit_hash": "b2a34b414ba8f1d88dc28df1b6119d4b6a68c1db8f2f4aa80275340724356a69", "component_budget": { - "node_count": 522, - "item_count": 522, - "soft_pair_count": 1924, - "serialized_chars": 997487, - "estimated_input_tokens": 249372, - "estimated_eval_tokens": 499000 + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 10, - "serialized_chars": 6941, - "estimated_input_tokens": 1736, - "estimated_eval_tokens": 3728 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7771, + "estimated_input_tokens": 1943, + "estimated_eval_tokens": 4142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the issues touch unrelated areas (model normalization, Mask2Former loss handling, config typing, tokenizer warnings, quantization typo, RoFormer attention integration).", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue; the items are heterogeneous and do not describe the same underlying bug.", + "summary": "The items are a heterogeneous set of unrelated issue reports across different models/components. None of the soft pairs appear to describe the same underlying bug or change, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of these issues is a clear representative for the others because they concern different components and code paths.", + "best_issue_reason": "Issue 42936 is the clearest standalone bug report with concrete symptom description and the most discussion, so it is the best representative issue if one must be chosen; however, this cluster does not form a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different defects in different models: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config type-hint typo vs tokenizer regex warning; different subsystems and different defects." + "reason": "Unrelated problems: ModernBERTConfig type hint issue vs tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both involve loss-related behavior, but one is Mask2Former ignore_value handling and the other is kwargs propagation; not the same bug." + "reason": "43240 is a generic kwargs-forwarding bug, while 42936 is a model-specific unused ignore_value issue; not the same code path." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding and RoFormer attention interface usage are unrelated code paths." + "reason": "Generic loss-kwargs forwarding bug vs RoFormer attention interface usage; different subsystems and failure modes." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss argument usage vs tokenizer warning regression; unrelated issues." + "reason": "Mask2Former loss parameter handling and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model areas and different failures; not the same underlying change or bug." + "reason": "Different models and code paths: Mask2Former loss config vs RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss handling vs a quantization-operation typo; unrelated." + "reason": "Unused loss config value in Mask2Former is unrelated to a quantization attribute typo." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT config typing issue vs quantization typo; different files and defects." + "reason": "A config type-hint correction is not the same as a quantization typo fix." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs plumbing and a config type hint mismatch are unrelated." + "reason": "kwargs forwarding in loss computation is unrelated to a ModernBERT config typing mistake." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama norm implementation question vs ModernBERT config typing; no shared bug." + "reason": "Llama4TextL2Norm/RMS-norm question is unrelated to ModernBERTConfig norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2Former ignore_value usage and ModernBERTConfig type hint are different bugs in different components." } ] }, @@ -19882,52 +19965,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "078488c6efa849c9a360024648a5fe77d489c3caef4591f152c66039de2398f0", + "prepared_review_unit_hash": "314e07f67b13ae7323168aa47b10e780a688465711361ec8f2574a9cb5f8f59f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three issues are unrelated feature requests: tokenizer truncation direction, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary timestamps. No duplicate cluster is present.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These three issues are unrelated feature requests across different parts of the library, so the cluster should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items describe different problems/features \u2014 truncation-from-beginning behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary timing.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it does not share the same underlying problem as the other issues, so there is no true canonical duplicate here.", + "best_issue_reason": "No single issue is a good cluster representative because there is no common underlying bug or change request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and outcomes: truncation behavior vs Wav2Vec2 word timing offsets." + "reason": "Different feature areas and goals: tokenizer truncation direction vs. extracting word start/end offsets from Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Tokenizer truncation option request is unrelated to a ReduceLROnPlateau-like scheduler feature." + "reason": "Unrelated requests: truncation behavior in preprocessing versus learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Learning-rate scheduler functionality and audio word-boundary timestamps are unrelated requests." + "reason": "No shared underlying bug/change: scheduler behavior request vs. Wav2Vec2 timing offsets." } ] }, @@ -19959,7 +20042,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "a0afafe40a49357cad3b01d133ee1d58b89e2e8ac435dc0fe7c730e9fe5980a3", + "prepared_review_unit_hash": "c219a9ece4db3d89fe49efb0bb4d7a1ee1f17dc6da8eddea96a373e6ed807f12", "component_budget": { "node_count": 3, "item_count": 3, @@ -19981,24 +20064,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not look like duplicates. #16618 is a model-loading failure for bert-base-uncased, #15980 is about the error message when accessing a private model without login, and #13244 is about Tapas tokenization differing from TensorFlow code. The only loose overlap is that #15980 and #16618 both involve model loading, but they describe different failure modes and likely different fixes.", - "confidence": 0.89, - "canonical_issue_reason": "#16618 is the most concrete user-facing bug report in this set and the broadest model-loading failure, so it is the best representative if a single issue must be chosen.", + "summary": "These three issues do not look like duplicates: one is about Tapas tokenization mismatching TensorFlow, one is about an auth-related error message for private models, and one is about failing to load bert-base-uncased. They share only broad model/hub context, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#16618 has the clearest failure description and is the most substantial standalone bug among the three.", + "best_issue_reason": "No single issue cleanly represents the cluster because the reports concern different failure modes; 16618 is only the broadest of the three, but not a duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:13244", - "right": "issue:16618", + "left": "Tapas tokenization Different from Tensorflow Code", + "right": "Can't load the model for 'bert-base-uncased'.", "accept": false, - "reason": "Different subsystems and symptoms: tokenization mismatch versus model loading failure; no clear shared code-path bug." + "reason": "Different problem domain: tokenization parity vs model loading failure." }, { - "left": "issue:15980", - "right": "issue:16618", + "left": "Bad error message when downloading private model without being logged in.", + "right": "Can't load the model for 'bert-base-uncased'.", "accept": false, - "reason": "Both mention loading models, but one is an authentication/error-message problem for private models and the other is a generic inability to load bert-base-uncased; likely different root causes and fixes." + "reason": "Auth/download error-message issue is not the same as a bert-base-uncased loading failure." } ] }, @@ -20028,7 +20111,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "6f983aa708d4fea6a10c57fbe3ccc00b0ddc8c0a3dbaee061ac0796b0ba1113b", + "prepared_review_unit_hash": "411a110435c44a2501e64f5bddd88ad84f49c2d8cce35612e97c4600021ec89f", "component_budget": { "node_count": 2, "item_count": 2, @@ -20050,18 +20133,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different feature requests: one for Flash Attention 2 support and one for GGUF support. They share a generic \u201cmore architectures\u201d framing but not the same underlying change, so they should not be clustered together.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #26350 has substantially higher discussion activity and is the more established tracking thread, but it is not a duplicate of #33260.", + "summary": "These are two unrelated community feature requests: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They do not describe the same bug or change, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #26350 is the strongest representative of its own feature area because it has much more activity and community traction.", + "best_issue_reason": "Issue 26350 is the more established discussion thread by activity, so it is the better cluster anchor if one is needed, 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 support vs GGUF support. The overlap is only in broad wording about architectures, not the underlying bug/change." + "reason": "Different requested capabilities and code paths: Flash Attention 2 support vs GGUF support. No shared target or underlying issue." } ] }, @@ -20133,250 +20216,250 @@ "issue:46226|issue:47299", "issue:46931|issue:47299" ], - "prepared_review_unit_hash": "17b7f8aa6d31ebb1d936c8e9ef243427226ae42ab2df88e800116e73f3f854a4", + "prepared_review_unit_hash": "81a1aafaef4a880747f2f3cd5124a236db5574a6d79bc09fa71e5e35818be9c5", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18656, - "estimated_input_tokens": 4664, - "estimated_eval_tokens": 9584 + "serialized_chars": 18661, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18656, - "estimated_input_tokens": 4664, - "estimated_eval_tokens": 9584 + "serialized_chars": 18661, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the placeholder i18n template issues look like true duplicates; the explicit language-specific translation requests and the Thai/gibberish titles are not the same underlying issue.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43834 is the earliest and cleanest representative of the only near-exact duplicate subcluster (43834/44365/44370), while the other items are different language requests or unrelated spammy titles.", + "summary": "This cluster is mostly about translation-docs request issues, but they are not the same concrete task: some are language-specific (Turkish, Spanish, Romanian), some are generic placeholder/template entries, and some look like unrelated spam/gibberish. Only the identical placeholder-template issues look like true duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43834 is the best representative of the repeated generic i18n template pattern: it is an exact placeholder-style translation request and sits at the center of the similar template entries.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best cluster representative for triage because it matches the exact repeated template and predates the other near-identical copies.", + "best_issue_reason": "issue:43834 is the clearest cluster representative because it matches the repeated template-like translation issue format and is the earliest of the near-identical generic entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different concrete request: Turkish vs a generic placeholder template, so not the same issue." + "reason": "Turkish translation request vs a generic placeholder-template issue; different concrete tasks." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different concrete request: Turkish vs a generic placeholder template, so not the same issue." + "reason": "Turkish translation request vs a generic placeholder-template issue; different concrete tasks." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request is distinct from the generic template issue." + "reason": "Turkish-specific request vs a generic placeholder-template entry; not the same issue." }, { "left": "issue:27088", "right": "issue:47299", "accept": false, - "reason": "Different titles and content; this looks like unrelated spam/translation text, not a duplicate." + "reason": "Turkish translation request vs unrelated Thai/spam-like title; no shared concrete task." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages (Turkish vs Romanian), so these are separate translation tasks." + "reason": "Turkish and Romanian translation requests are different languages, so they are distinct issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder template." + "reason": "Spanish-specific request vs generic placeholder-template issue; not the same task." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different languages (Turkish vs Spanish), so not the same issue." + "reason": "Turkish vs Spanish translation requests are different concrete language tasks." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder template." + "reason": "Spanish request vs generic placeholder-template issue; too broad to be duplicates." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different languages (Spanish vs Romanian), so not duplicates." + "reason": "Spanish and Romanian translation requests are different language tasks." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder template." + "reason": "Spanish request vs generic placeholder-template issue; not the same concrete issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs generic placeholder template; not the same underlying issue." + "reason": "Romanian request vs generic placeholder-template issue; not a duplicate." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs generic placeholder template; not the same underlying issue." + "reason": "Romanian request vs generic placeholder-template issue; not a duplicate." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request is distinct from the generic template issue." + "reason": "Romanian-specific request vs generic placeholder-template entry; different task." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "Different titles/content; this looks like unrelated spam/translation text, not a duplicate." + "reason": "Romanian translation request vs unrelated Thai/spam-like title; no concrete overlap." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different concrete text and no clear same underlying task; too weak to treat as duplicates." + "reason": "Romanian request vs unrelated Thai/gibberish title; insufficient evidence of the same issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same placeholder i18n translation template; no meaningful distinction between them." + "reason": "These are the same placeholder i18n template issue: identical title pattern and near-identical body footprint, so likely duplicate submissions." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same placeholder i18n translation template; no meaningful distinction between them." + "reason": "These are the same placeholder i18n template issue: identical title pattern and near-identical body footprint, so likely duplicate submissions." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "Different titles/content; this is not the same template issue." + "reason": "Generic template translation issue vs unrelated Thai/spam-like title; not the same concrete request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "The Thai title is different text and does not look like the same issue as the placeholder template." + "reason": "Same broad translation theme, but the titles/content are different enough that they do not look like one concrete duplicate." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different title/content; not the same underlying issue." + "reason": "Generic template translation issue vs unrelated Thai/non-English title; no clear duplicate relationship." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder i18n translation template; these are effectively duplicates." + "reason": "These are the same placeholder i18n template issue: identical title pattern and near-identical body footprint, so likely duplicate submissions." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Different titles/content; not a duplicate." + "reason": "Generic template translation issue vs unrelated Thai/spam-like title; not the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "The Thai title is different text and does not look like the same issue as the placeholder template." + "reason": "Template-style issue vs unrelated Thai/gibberish title; not enough evidence for a duplicate." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different title/content; not the same underlying issue." + "reason": "Template-style translation issue vs unrelated non-English title; different concrete request." }, { "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "Different titles/content; this is not the same template issue." + "reason": "Generic placeholder translation issue vs unrelated Thai/spam-like title; not a duplicate." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different concrete text and no clear same underlying task; too weak to merge." + "reason": "Template-style issue vs unrelated Thai/gibberish title; not the same concrete issue." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different title/content; not the same underlying issue." + "reason": "Template-style translation issue vs unrelated non-English title; different request." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "Both look like spammy/nonstandard titles, but the text is different and not clearly the same issue." + "reason": "Both look spam-like, but the titles are different and there is no clear shared concrete issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic translation template vs different Thai text; no concrete duplicate signal." + "reason": "Generic template translation issue vs unrelated Thai title; not the same task." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic translation template vs different Thai text; no concrete duplicate signal." + "reason": "Generic template translation issue vs unrelated Thai title; not enough evidence of duplication." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic translation template vs different Thai text; no concrete duplicate signal." + "reason": "Generic placeholder issue vs unrelated Thai title; similar theme only, not the same concrete issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Similar style, but the titles are different enough that they do not clearly describe the same issue." + "reason": "Both are Thai/spam-like, but the titles differ and there is no clear evidence they are the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different Thai text and different apparent request; not clearly the same issue." + "reason": "Unrelated Thai/gibberish title vs another distinct non-English title; no duplicate signal." }, { "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "Different title/content; not a duplicate." + "reason": "Unrelated Thai/gibberish title vs another spam-like translation title; different concrete issue." }, { "left": "issue:46931", "right": "issue:47299", "accept": false, - "reason": "Different titles and no shared concrete problem; reject as duplicate." + "reason": "Different non-English/spam-like titles with no evidence of the same underlying request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: the three closed placeholder-template issues (43834/44365/44370) are the clearest duplicate set, and 43834 is the earliest of that subcluster. The rejections for the language-specific requests and the Thai/gibberish-titled items are conservative given only title-level evidence and soft_similarity signals. No soft-edge verdict overstates the evidence." + "feedback": "The analysis is grounded in the packet and stays conservative. The distinction between language-specific translation requests, the repeated placeholder-template issues, and the Thai/gibberish-looking entries is supported by the titles/body footprints and the soft-similarity evidence. The duplicate call only for the near-identical placeholder-template issues is appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -20469,322 +20552,340 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "13cfd02cff4e60d6864d88f377096d02a25ac2b3151b2c5d23bd72f5acf116bf", + "prepared_review_unit_hash": "cd9d8ba3537e153361a80e1b4df7ece8c749b8bc42b60b6a0eac4b6ed1495e65", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28611, - "estimated_input_tokens": 7153, - "estimated_eval_tokens": 14562 + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28611, - "estimated_input_tokens": 7153, - "estimated_eval_tokens": 14562 + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly thematic similarities around model additions/support requests, but they are not duplicates of the same underlying change. I would not merge any soft pair.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical duplicate exists here: each issue targets a different model or feature request, so they should stay separate.", + "summary": "This cluster is a loose set of model-request issues with superficial title similarity, not true duplicates. The only clear hub is the RF-DETR request, but none of the pairings describe the same concrete change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:36879 is the most central node by similarity links and is a clean, concrete model-add request, so it works best as an anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, #36879 is the most central closed model-add request, but it is still not interchangeable with the others.", + "best_issue_reason": "issue:36879 is the best representative issue for the cluster because it is specific, resolved, and has the broadest apparent overlap pattern, even though the overlaps are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa keypoint matcher vs LoMa detector+matcher are different requests." + "reason": "RoMa keypoint matcher and LoMa keypoint detector/matcher are different model requests; similar naming is not enough to treat them as the same change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher vs MiniCPM3 architecture; unrelated model targets." + "reason": "RoMa keypoint matching and MiniCPM3 architecture work are unrelated code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config request vs DEIMv2 model request; different additions." + "reason": "EuroBert config support and DEIMv2 support are distinct model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support; different model families." + "reason": "A EuroBert config update is unrelated to adding Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert vs RF-DETR; both are model adds, but not the same model." + "reason": "EuroBert and RF-DETR are different model families with different implementation needs." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config vs XiaoMi MiMo; distinct requests." + "reason": "EuroBert config support and XiaoMi MiMo support are unrelated model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR model vs DEIMv2 model; different concrete additions." + "reason": "RF-DETR and DEIMv2 are both vision models, but they are not the same concrete model or code change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision model vs LFM2.5 Audio; different modalities." + "reason": "RF-DETR model support and LFM2.5 Audio support are unrelated changes." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR detector vs weight-sparse transformer; unrelated code paths." + "reason": "RF-DETR support and a weight-sparse transformer request do not share the same implementation path." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR model vs Qwen3-ASR support; different tasks." + "reason": "RF-DETR detection support and Qwen3-ASR support are different model integrations." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision model vs Qwen3-TTS support; unrelated requests." + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR; different model families and features." + "reason": "NeoBERT support and Qwen3-ASR support are unrelated changes." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs circuitgpt transformer; distinct architectures." + "reason": "NeoBERT and a weight-sparse transformer request are different code paths." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; different modalities and support work." + "reason": "NeoBERT model support and LFM2.5 Audio support are not the same underlying change." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR vs NeoBERT; separate model-add requests." + "reason": "RF-DETR and NeoBERT are unrelated model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT models; different model requests." + "reason": "NeoBERT and ModernVBERT are different model families, so this is not a duplicate." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different models/tasks." + "reason": "MiniCPM3 architecture work and Qwen3-ASR support are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs circuit-sparsity transformer; unrelated additions." + "reason": "MiniCPM3 support and the weight-sparse transformer request are different changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; different model families." + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture vs Voxtral TTS support; different code paths." + "reason": "MiniCPM3 architecture support is unrelated to Voxtral TTS support." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS; different model additions." + "reason": "DEIMv2 and Qwen3-TTS are different model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; distinct model support." + "reason": "ModernVBERT models and Qwen3-ASR support are unrelated." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; not the same underlying change." + "reason": "ModernVBERT and Qwen3-TTS are different model families and code paths." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT vs XiaoMi MiMo; separate model requests." + "reason": "ModernVBERT models and XiaoMi MiMo support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT model support and an issue titled with a personal name are clearly not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models vs Voxtral TTS; different model families." + "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT vs BERT-like RoPE models; related theme, but not duplicate." + "reason": "ModernVBERT may be BERT-like, but this is still a specific model request versus a generic architectural feature request." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE models vs XiaoMi MiMo; different requests." + "reason": "BERT-like RoPE support and XiaoMi MiMo support are not the same underlying implementation." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE models vs unrelated person-named issue; not duplicate." + "reason": "BERT-like RoPE support and the Mirko Privitera issue are unrelated." }, { "left": "issue:42954", - "right": "issue:44205", + "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo vs SAM3-LiteText; different model additions." + "reason": "XiaoMi MiMo and Qwen3-TTS are different model requests." }, { "left": "issue:42954", - "right": "issue:43671", + "right": "issue:44205", "accept": false, - "reason": "MiMo vs Qwen3-TTS; distinct model support." + "reason": "MiMo support and SAM3-LiteText support are unrelated." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo vs DeepSeek-OCR2; different model requests." + "reason": "MiMo support and DeepSeek-OCR2 support are different model integrations." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo vs unrelated personal-named issue; not same change." + "reason": "XiaoMi MiMo and Mirko Privitera are clearly unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR; same prefix, but different tasks." + "reason": "Qwen3-TTS and Qwen3-ASR are related by domain, but they are different tasks and likely different code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral TTS; both speech-related, but different models." + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model requests, not the same concrete change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated modalities." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS vs weight-sparse transformer; different code paths." + "reason": "Qwen3-TTS and the weight-sparse transformer request do not describe the same fix." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related, but not same model." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are distinct model integrations." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR vs EUPE; unrelated model requests." + "reason": "Qwen3-ASR support and a weight-sparse transformer request are unrelated." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs circuitgpt transformer; different underlying change." + "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks and different model families." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45177", "accept": false, - "reason": "LFM2.5 Audio vs SAM3-LiteText; distinct additions." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 support are unrelated." }, { - "left": "issue:43909", + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model request vs Granite SWA+sink option; different feature areas." + "reason": "LFM2.5 Audio support and SWA+sink on Granite models are not the same change." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer vs EUPE; different architectures and requests." + "reason": "Weight-sparse transformer support and EUPE support are unrelated requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs Voxtral TTS; different speech-model support." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are distinct speech model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS; unrelated model domains." + "reason": "NeoBERT and Voxtral TTS are unrelated model support issues." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR vs DeepSeek-OCR2; different model families." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 support are different changes." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE vs TIPSv2; distinct vision-language model requests." + "reason": "EUPE and TIPSv2 are different model requests from different authorship and problem spaces." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT vs unrelated personal-named issue; not a duplicate." + "reason": "ModernVBERT and Mirko Privitera are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS vs unrelated personal-named issue; no overlap in change." + "reason": "Voxtral-4B-TTS support and Mirko Privitera are unrelated." } ] }, @@ -20814,40 +20915,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "0eb1ed4dda91bd4d223a10b908bfafda339730f8463eb9e0f028d1d35dd53382", + "prepared_review_unit_hash": "0b37880632f18e5cb90d80bd0decb116dd3cbbe5a47f8f213b41231e4974df74", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "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 two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. This is not a duplicate cluster.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #46443 is the more technical and actionable item; #38740 is a documentation request and not the same underlying problem.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the best representative of the cluster only by specificity, but the items are not actually related.", + "best_issue_reason": "Neither issue is a good canonical representative for the other; they describe different areas and different requested work.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and outcomes: documentation addition for Pruna vs Vision RoPE refactor. No shared code-path or duplicate problem." + "reason": "Different subjects and scopes: documentation entry for Pruna vs a Vision RoPE code refactor. No shared code path or underlying bug/change." } ] }, @@ -20877,12 +20978,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "9b08fc711053a1bf7600873f22f2820fc96467455426f8aa0df45549f976f62a", + "prepared_review_unit_hash": "d0b0e633e0bdc8b24bed6afe804eda2c06410e009c27df1e10009e659a998079", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20890,7 +20991,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20899,18 +21000,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not describe the same underlying bug or change: one asks for block decoding support, while the other requests DeepSeek v3.2 model support. The soft similarity is superficial only.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one is about set block decoding, the other about adding DeepSeek v3.2 support. They concern different features and there is no evidence they target the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the tickets describe unrelated work items with different user goals and no shared technical evidence.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the more concrete, self-contained request; issue 41084 is a separate low-level feature request rather than the same problem.", + "best_issue_reason": "Neither issue is a strong cluster representative because the pair is not a duplicate cluster; if forced, 43037 is slightly broader and more feature-oriented.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different scopes and likely different fixes: block decoding support is an inference/runtime feature, while DeepSeek v3.2 support is model compatibility. They do not look like duplicates." + "reason": "Titles and likely scopes differ substantially: decoding behavior vs model support. No shared files, targets, or concrete code-path evidence links them to the same underlying issue." } ] }, @@ -20940,40 +21041,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "b5e577dfe5f94eb9e292043cb296d142095177627b217aa270b8b5659b226c8a", + "prepared_review_unit_hash": "92c3f719ae19f478c06d0adc9bd606757baa95e21c71cf16498aff1d2a974ec5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks for a `from_pretrained()` flag related to TiledFusedLogitsLoss / FLCE, while the other requests integrating TiledMLP for memory reduction. They share only a broad \"tiled\"/memory-efficiency theme, not the same underlying bug or change.", + "summary": "These are related only by the word \"Tiled\" and both being optimization-focused issues, but they describe different feature requests in different code paths: one is about enabling TiledFusedLogitsLoss/FLCE in `from_pretrained()`, the other about adding TiledMLP for lower memory use.", "confidence": 0.95, - "canonical_issue_reason": "No clear duplicate exists in this pair. If forced to pick a representative issue, #41826 is the broader feature request, but it is not the same problem as #41306.", + "canonical_issue_reason": "No canonical duplicate issue: the requests target different components and changes (FLCE flag wiring vs. TiledMLP integration).", "canonical_pr_reason": null, - "best_issue_reason": "#41826 is the better standalone issue to keep as the broader, more generic feature request about reducing memory footprint.", + "best_issue_reason": "issue:41306 is the more concrete and implementation-specific request, so it is the better representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requested changes affecting different components: FLCE/`from_pretrained()` flag vs. TiledMLP integration. Similar subsystem and memory-related motivation are too broad to treat as the same underlying issue." + "reason": "Different underlying features and code paths; similar naming is not enough to treat them as the same bug or change." } ] }, @@ -21003,7 +21104,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "9903c6cd5b0dcf07b60abb0784b459349f0967480893877bf02fb8792227554e", + "prepared_review_unit_hash": "577827bc3c25c8dfb8327bf86858826013fbe4adee524b16a806d34bccf0387c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21025,18 +21126,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are loosely related by Trainer customizability, but they describe different problems: one is about `remove_unused_columns`, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #43598 is the broader, more general Trainer customizability topic, so it is the better representative issue for this cluster.", + "summary": "These are two related-but-distinct Trainer issues: one about preserving customizability around `remove_unused_column`, the other about FLOPS estimation for custom trainers. They share the broad \u201ccustom trainer\u201d theme, but not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43598 best captures the umbrella area (Trainer behavior and customizability); #43600 is a narrower follow-up concern about FLOPS accounting for custom trainers.", + "best_issue_reason": "Issue 43598 is the more representative cluster item only in the sense that it concerns Trainer customizability, but it is not a duplicate of 43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They mention related Trainer customization concerns, but the underlying bugs are different: `remove_unused_column` handling versus FLOPS estimation for custom trainers." + "reason": "They concern different Trainer behaviors: column pruning/customizability vs FLOPS estimation. Shared mention of custom trainers is too broad to treat as the same issue." } ] }, @@ -21066,7 +21167,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "937b533af48c894bfba0a1fb438fb9409bf8fc6bc8b249c44baffea6f056f67c", + "prepared_review_unit_hash": "95dd0cbf1d734765d1e786553e91b490ab77ab069c187aae1189c1943122c83f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21088,18 +21189,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both about Qwen model support, but they target different model families and different auto classes, so they are not duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43684 is the broader request and better canonical candidate for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration; the other issue is a separate, narrower Qwen3.5 sequence-classification request.", + "summary": "These two issues are about different Qwen model support gaps: one requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They share only a broad theme of model-registration work, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43684 is the best representative issue because it captures a broader missing-registration gap in the auto model mapping, while 44405 is a distinct task for a different config/class combination.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Not the same underlying change: 43684 asks for Qwen3-Omni registration in AutoModel and AutoModelForConditionalGeneration, while 44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model variants and different auto-model paths." + "reason": "Different model families and different auto-class targets (conditional generation registration vs sequence classification support). They are not the same underlying bug/change and would not plausibly be merged into one fix." } ] }, @@ -21136,7 +21237,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "5a4301f6abcc153444e6a81abebe1f68df407015669e756c51d60d4424dd57ec", + "prepared_review_unit_hash": "e6204427c18f9d9c4a3124bcc042c4759adae9bd6a3c40397637aa83ce6839f4", "component_budget": { "node_count": 4, "item_count": 4, @@ -21158,58 +21259,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to contain one separate issue ('Fett') and three closely related 'huggingface ' issues. The huggingface items are similar enough to group for triage, but the available metadata does not justify calling them definite duplicates; the evidence is limited to title similarity, body length, and close timestamps.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43845 is the best representative of the similar 'huggingface ' group because it is one of the earliest of the three near-identical titles. issue:43835 ('Fett') is separate and should not be used as the canonical representative.", + "summary": "This cluster is mostly low-information issue duplication: 43845, 43846, and 43859 share the same \"huggingface \" title, while 43835 looks unrelated. Based on the metadata available here, 43845 is the best canonical representative because it is the earliest of the near-identical huggingface reports.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface \" issues and the best representative of that group based on the available metadata.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the most suitable global representative for the huggingface cluster: it matches the other two huggingface issues by title and timing, while issue:43835 looks unrelated.", + "best_issue_reason": "Among the low-information \"huggingface \" reports, issue:43845 is the safest canonical issue because it is earliest and most representative from the metadata shown.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared body content, targets, or filenames; the metadata does not support the same underlying issue." + "reason": "Different titles and no shared substantive details; insufficient evidence they describe the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence of a shared bug report; these look separate." + "reason": "Different titles and no content to tie them to the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no explicit linkage or shared technical evidence; treat as unrelated." + "reason": "Different titles and no shared issue-specific evidence." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Same title and close timestamps make them similar, but the packet lacks body text/targets and deterministic_accept is false, so this is not enough to confirm a duplicate." + "accept": true, + "reason": "Same title, near-identical timestamps, and identical body length make these look like the same low-information report." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Highly similar title and timing suggest related reports, but the available evidence is too thin to merge as the same issue." + "reason": "Same title is suggestive, but the body length and timing differ enough that the available metadata does not firmly show the same report." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same title and similar metadata indicate possible relation, but not enough evidence to conclude they are the same underlying issue." + "reason": "Same-title similarity alone is too weak here; the available metadata does not confirm the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is mostly grounded, but the soft-edge verdicts are too strong for the available evidence. The packet only shows identical titles, similar body lengths, and close timestamps; it does not confirm duplicate reports, and all pairwise deterministic_accept values are false. The conservative conclusion would be that the three 'huggingface ' issues are similar/possibly related, while 'Fett' is separate, not that the three are definitively duplicates." + "feedback": "The cluster-level summary is mostly grounded, but it overstates the evidence in the canonical-record rationale: the packet only shows titles, timestamps, and body lengths, so saying issue:43845 \u201cmatches the most similar duplicates exactly\u201d is too strong. The soft-edge verdicts are otherwise conservative, but I would reject on that unsupported precision. Safer wording would be that 43845 is the earliest of the near-identical \u2018huggingface \u2019 issues and the best representative of that group based on the available metadata." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21247,106 +21348,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "adcf913e9c11dd7e2d3e1c3809dbaf9cdfb9cd890ac9b0ae4f87021dee31b360", + "prepared_review_unit_hash": "d7cd5a06c4387696c7616b61e9ca8ad56676b91f000efa97cc94dda38167d23b", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like mostly spam or generic placeholder issues with almost no body content, so there is no strong evidence of true duplicates or a meaningful canonical thread.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue is defensible here: the items are dominated by generic/spam-like titles and lack enough body detail to establish a shared underlying bug or request.", + "summary": "This cluster is dominated by spammy or generic issues with no clear shared underlying bug or request. The soft similarities appear to be superficial, so none of the pairs should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the titles and available metadata do not indicate a single shared problem, and most items look like spam or generic low-signal submissions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47036 is the most substantive title ('Community benchmark tip'), but it is still too vague to serve as a reliable duplicate anchor.", + "best_issue_reason": "Issue #47036 is the most specific and least noisy of the set, with a concrete topic and some discussion activity, but it still does not appear duplicate-related to the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' with no body detail; identical placeholder titles are not enough to prove the same underlying issue." + "reason": "Both are just spam-labeled, low-information issues; no evidence they describe the same underlying bug or request." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are just '' with no body detail; this looks like generic spam rather than a shared bug report." + "reason": "Both are just spam-labeled, low-information issues; no evidence they describe the same underlying bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "'' and 'Documentation Enhancement Suggestion' are too vague and do not clearly describe the same problem or change." + "reason": "One is spam and the other is a generic documentation suggestion; they do not share a concrete problem statement." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and 'Community benchmark tip' do not describe the same underlying issue." + "reason": "Spam title versus a community benchmark tip; these are unrelated topics with no shared bug or change." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated generic/spam-like submissions." + "reason": "Spam title versus a specific mention of \"Google LLC\"; no indication of the same underlying issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A generic documentation suggestion is not the same as a spam placeholder issue." + "reason": "Generic documentation enhancement versus spam; too little substantive overlap to treat as the same issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A generic documentation suggestion is not the same as a spam placeholder issue." + "reason": "Generic documentation enhancement versus spam; too little substantive overlap to treat as the same issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical '' titles are still too underspecified to confirm a shared underlying bug or request." + "reason": "Both are spam-like, but there is no concrete shared bug or request to justify duplicate merging." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and 'Community benchmark tip' do not appear to be the same issue." + "reason": "Spam versus a benchmark tip; the titles suggest different subjects, not the same underlying problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated generic submissions." + "reason": "Spam versus a specific company-related title; no concrete duplication signal." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and 'Community benchmark tip' do not appear to be the same issue." + "reason": "Spam versus a benchmark tip; the titles suggest different subjects, not the same underlying problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated generic submissions." + "reason": "Spam versus a specific company-related title; no concrete duplication signal." } ] }, @@ -21376,7 +21477,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "3b01a4236d91f3b8a0807c7db63244ebf92afe8c08c672299f9966bb4c78eb2e", + "prepared_review_unit_hash": "b2137da56e8e635e3b604c2373f0659ec75aea8cab07f59df705b16cfde5290c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21398,28 +21499,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are likely duplicates, but the evidence is soft rather than exact: they share the same title and very similar metadata, with only a soft-similarity signal and no direct content diff. #45145 is the better canonical target because it is older and already has an inbound reference.", - "confidence": 0.84, - "canonical_issue_reason": "#45145 is older and already has an inbound reference, so it is the better duplicate target.", + "summary": "The cluster has two closed issues with the same title and very similar body length, so #45145 is the best canonical thread to keep. However, the evidence is only soft textual similarity; with no explicit links or shared targets, they should be treated as likely related reports rather than confidently merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and has the only inbound reference, making it the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue candidate overall because it appears to be the earlier thread and has slightly more evidence of being the original report.", + "best_issue_reason": "Issue #45145 is the best representative issue for the same reasons: it is earliest and already has an inbound reference, so it is the most suitable primary record.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title and strong soft-similarity make these look like the same underlying issue report, but the evidence is not exact and should be treated as a likely duplicate rather than a confirmed one." + "accept": false, + "reason": "Same title and similar body size suggest a likely relation, but the evidence is only soft similarity (Jaccard ~0.63) with no explicit links or shared targets, so this is not strong enough to confidently mark them as duplicates of the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical-target choice (#45145) is grounded: it is older and has an inbound reference. However, the duplicate verdict is too strong for the packet. The evidence only shows same title, similar body length, and a soft-similarity signal; `deterministic_accept` is false and there is no direct content comparison. The summary\u2019s claim of an \"exact duplicate\" and \"no differing metadata or content signals\" overstates what the packet supports." + "feedback": "The canonical issue choice is grounded, but the soft-edge verdict is too strong for the packet. The pair only has soft similarity evidence with a Jaccard of ~0.63 and no explicit links or shared targets; same title and similar body length suggest likely related reports, but not enough to confidently accept them as duplicates of the same underlying issue. The summary also overstates the evidence by calling them near-identical and effectively the same report." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21496,7 +21597,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "bf0fc50a4aac932ddddef4cbf3a2e53b22d40e2f8bbb32a1c39e08b39b04ab0f", + "prepared_review_unit_hash": "15af1210204b3909785af8ae3ac2a5068d9da34b6b70a739e02f7de6b2d59498", "component_budget": { "node_count": 2, "item_count": 2, @@ -21518,7 +21619,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated personal-name/date titles with no body, links, or shared signals suggesting the same underlying problem; treat them as separate items, not duplicates.", + "summary": "These are two unrelated, empty issues that look like spam or placeholder posts rather than duplicate bug reports. There is no evidence they describe the same underlying problem.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -21529,7 +21630,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different named subjects and different dates; with no descriptions, links, or shared targets, there is no evidence they report the same issue." + "reason": "Reject: the titles are different person/name + date strings, both bodies are empty, and there is no shared issue content or bug description indicating the same underlying problem." } ] }, @@ -21559,7 +21660,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "51fdf87a78e8f7d05e8c6a14f294bfa28aaf73bfa9e15233f6acb1760f66b4de", + "prepared_review_unit_hash": "4ca5dbb043121a0391a678e3d9a425298222413c48a8453a07ab555d15b0fcc2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21581,18 +21682,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not appear to describe the same problem; they look like unrelated entries with only weak title similarity.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The two closed issues only share a weak textual similarity in their titles; they name different people and different dates, with no bodies, links, targets, or other evidence of the same underlying report.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these look like two separate items, not duplicates, so there is no clear single issue to represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45764 is only marginally better as a representative because it is slightly earlier and its title is cleaner, but there is no strong basis to treat either issue as canonical for a duplicate set.", + "best_issue_reason": "Neither issue is a strong global representative because the cluster does not appear to be a duplicate set; both are equally sparse and unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles are different personal-name/date strings and there is no body, linked target, or other evidence of the same underlying bug/request." + "reason": "Different personal names and dates, with no shared description or references; the similarity is superficial only." } ] }, @@ -21622,12 +21723,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "75b3d73ac9f91acc41025823f0fd5bd464c5aa8798c7616b6abc888bf8bd65e4", + "prepared_review_unit_hash": "485b908c56a66612c6018c502df5ca2914688f71d2ba8d5a96ab2b0dc22cb9fe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21635,7 +21736,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21644,18 +21745,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other requests FP8 training support. They do not describe the same underlying bug or change.", - "confidence": 0.98, + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification model head, while the other asks for FP8 training support. They target different functionality and code paths.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be picked as the representative item, #45810 is the more concrete, narrowly scoped feature request; however, this is not a duplicate cluster.", + "best_issue_reason": "issue 46295 is the broader platform feature request and is more likely to be the primary tracking issue for FP8 work, but it is not a duplicate of the model-head request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas and different code paths: adding a model head/class versus enabling FP8 training support. No evidence they are the same underlying change." + "reason": "Different underlying requests: one is adding a token-classification/value-model head, the other is FP8 training support. No shared bug or change path." } ] }, @@ -21695,88 +21796,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "36636c2d6880be8cf6694fd6132ead3345894bf404b4d45fbe24c43445e94cec", + "prepared_review_unit_hash": "7e2851d06c74e08e8e3cbcf17ede2257699b3cbff5adbf086d6a03bd98f69a5b", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5718, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5718, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not one single duplicate set: it contains two exact duplicate issue pairs about different DataForge financial-time-series requests, plus a separate dataset promotion issue. Only the exact title/body matches should be merged.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45870 is the best single representative if one issue must be kept: it is an exact duplicate pair lead, has discussion activity, and is the clearest standalone request in the cluster. However, the cluster overall splits into multiple topics.", + "summary": "This is not one unified duplicate cluster. It contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset-promotional issue (45869).", + "confidence": 0.97, + "canonical_issue_reason": "No single issue cleanly represents the whole set, but 45872 is the best anchor because it is part of an exact duplicate pair and has the clearest, most specific request title.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest global keep candidate because it is an exact duplicate twin with visible discussion and is more representative than the promotional dataset item; 45872 is a separate duplicate pair, not the same request.", + "best_issue_reason": "45872 is the strongest issue to keep as the representative of its duplicate pair; the other items either duplicate it exactly (45873) or describe different requests/topics.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: dataset advertisement vs. an example request about financial time series prediction." + "reason": "Dataset sample promotion is a different topic from the DataForge example issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: dataset advertisement vs. an example request about financial time series prediction." + "reason": "Dataset sample promotion is unrelated to the DataForge example issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate title and matching body length; these look like the same issue reported twice." + "reason": "Exact duplicate: same title and matching body length, clearly the same example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related financial-data theme, but one is an example prediction request and the other is a DataForge scraping-service request; not the same issue." + "reason": "Both mention financial time series, but one is an example and the other is a scraping-service/DataForge request; different underlying asks." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related financial-data theme, but one is an example prediction request and the other is a DataForge scraping-service request; not the same issue." + "reason": "The example issue is not the same request as the DataForge scraping-service issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related financial-data theme, but they describe different requested examples/features." + "reason": "Same as above: example request versus scraping-service request, not the same underlying change." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related financial-data theme, but they describe different requested examples/features." + "reason": "The example issue is distinct from the DataForge scraping-service request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate title and matching body length; these look like the same issue reported twice." + "reason": "Exact duplicate: same title and matching body length, clearly the same request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: 45870/45871 and 45872/45873 are exact title/body-length matches, while 45869 is clearly a different dataset-promo topic. The soft-edge verdicts stay conservative, and the cluster is correctly described as multiple separate topics rather than one unified duplicate set." + "feedback": "Grounded summary. It correctly identifies two tight duplicate pairs (45870/45871 and 45872/45873) and treats 45869 as a separate topic. The soft-edge decisions are conservative overall, and the canonical choice of 45872 is defensible as a representative anchor." }, "evaluator_used": true, "retried": false, @@ -21803,7 +21904,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "338f183903638864469b4fa25136e30caccc7cbace5138c05975b0a34cfaf117", + "prepared_review_unit_hash": "6842b84b40424b024cb163c619b55d3119f4b7e8bfefa82510fa0acdbf110e2d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21825,18 +21926,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve static cache handling around linear attention, but they describe different failure modes: one is an `early_initialization` shape corruption leading to `RuntimeError`, the other is a Qwen3.5 `KeyError` for `linear_attention`. I would not merge them as the same underlying bug based on the available evidence.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it names the likely root area (`early_initialization` + linear-attention shape corruption) in a model-agnostic way, making it a more general representative of the static-cache bug class.", + "summary": "Both issues concern static cache handling for linear-attention models, but they describe different failure modes: one is an `early_initialization` shape corruption leading to `RuntimeError`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. Too little evidence that they are the same underlying bug, so treat them as separate issues.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it is more general and describes the broader static-cache/linear-attention corruption path, whereas 46441 is a model-specific crash report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest representative of the cluster: it is specific about the broken code path and the observed corruption/error, which makes it more useful as the central tracking issue than the more model-specific KeyError report.", + "best_issue_reason": "Issue 46439 is the best representative of the cluster because it names the more general defect and is not tied to a single model variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Shared static-cache/linear-attention context is not enough to treat these as duplicates; one reports shape corruption in early initialization, the other a missing `linear_attention` key on Qwen3.5. They could be related, but the failure modes and likely fixes are not clearly the same." + "reason": "Same broad area (static cache + linear attention) but different concrete symptoms and likely different root causes: shape corruption/`RuntimeError` vs missing registry entry/`KeyError`. Not enough to merge as duplicates." } ] }, @@ -21866,7 +21967,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "37513d429ccc34701da068357425bde087fb9cc88fb9d0e6e65d7cc77d4af982", + "prepared_review_unit_hash": "32d606b0b91b0898a242b46abe774c1c3aa649947333a8b4c99b88c4b7c46ca4", "component_budget": { "node_count": 2, "item_count": 2, @@ -21888,24 +21989,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are a near-exact duplicate pair: identical title and body length, describing the same Wav2Vec2CTCTokenizer v5 special-token leakage bug. #46552 is the better canonical issue because it is open and has more inbound references, but the evidence supports \"likely duplicate\" rather than a proven exact duplicate.", - "confidence": 0.97, - "canonical_issue_reason": "#46552 is open and has more inbound references, so it is the best canonical tracker for this likely duplicate issue report.", + "summary": "The two issues appear to be duplicate reports of the same Wav2Vec2CTCTokenizer v5 regression: they have the same title, equal body length, and strong soft-similarity. #46552 is the better canonical issue because it is open and already has inbound references.", + "confidence": 0.94, + "canonical_issue_reason": "#46552 is open and already has inbound references, so it is the better current tracking issue for this likely duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue to keep as the primary tracker because it is active, already referenced, and appears to describe the same tokenizer regression as #46551.", + "best_issue_reason": "#46552 is the best issue to keep as the primary tracker because it is the active open report with inbound references and the same title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Near-exact duplicate: same title and same body length, and both report the same Wav2Vec2CTCTokenizer v5 bug. The available evidence is soft_similarity only, so this is best treated as highly likely duplicate rather than conclusively identical." + "reason": "Matching title and highly similar duplicate report about the same tokenizer regression; the available evidence strongly suggests the same underlying bug, though it does not prove the bodies are textually identical." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice for #46552 is grounded (open, more inbound references), but the duplication claim is a bit too strong for the evidence shown. The packet supports very high similarity and identical titles/body lengths, yet it does not directly prove the bodies are identical; the available pair evidence is only soft_similarity. Please phrase this as a likely or near-exact duplicate rather than an exact duplicate." + "feedback": "The conclusion is mostly grounded, but the writeup overstates the evidence in a few places. The packet shows identical titles, equal body length, and strong soft-similarity, but it does not prove the bodies are textually identical or that this is definitively the same report. Please soften claims like \"identical title/body\" or \"same exact title and description\" to something like \"matching title and highly similar duplicate report.\" The canonical choice of #46552 is otherwise reasonable because it is open and has inbound references." }, "evaluator_used": true, "retried": true, @@ -21932,7 +22033,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "c8989b814d121006cf0ddd37a47d947289a124d0880424c4b8d0211cf1891bce", + "prepared_review_unit_hash": "6b765580b68e813e18e586ac8929234c2541e5a22e62fc50c488d4f5df82546c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21954,18 +22055,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe different training failures: one is a tensor size mismatch during object detection training, the other is out-of-memory after several epochs on RT-DETR v2. They do not look like the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "issue #46657 is the more concrete tensor-shape failure, while #46692 is a separate memory-pressure problem; they should not be merged as duplicates.", + "summary": "The two issues are both about training failures in object detection, but they describe different underlying problems: a tensor size mismatch versus out-of-memory after several epochs in RT-DETR v2. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the better representative only because it is a specific, actionable bug report; #46692 is unrelated enough that it should remain separate.", + "best_issue_reason": "Issue 46657 is the more concrete, self-contained bug report and reads like a specific runtime error rather than a broad training-stability symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different failure modes: tensor size mismatch vs out-of-memory after epochs. They may occur in training, but not the same code-path bug." + "reason": "Different failure modes and likely different code paths: one reports tensor shape mismatch during training, the other reports OOM after epochs in RT-DETR v2. Shared training context is too broad to merge." } ] }, @@ -21995,7 +22096,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "0083a49f1eec2a1944cfbaee34bc1db22ea3706dc800ab191b263f425d17719b", + "prepared_review_unit_hash": "38fa17456ba78fe39776a272fcce6c089ad7cc4f8248a375560eb95fe9c76fd9", "component_budget": { "node_count": 2, "item_count": 2, @@ -22017,18 +22118,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely similar at a high level (model loading / dispatch), but they describe different failure modes and should not be treated as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #46823 is the cleaner representative: it has a concrete repro path, explicit parameters, and is already closed/triaged. Issue #46822 is a separate ZeRO-3 partitioning bug with a different code path.", + "summary": "These issues describe different loading-time failures in different code paths: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46822 is the better canonical anchor because it is open and describes a specific, high-signal ZeRO-3 OOM/loading failure with a concrete model path.", "canonical_pr_reason": null, - "best_issue_reason": "#46823 is the better standalone issue to anchor the cluster because it is more specific and actionable, but it should not be used as a duplicate target for #46822.", + "best_issue_reason": "Issue 46822 is the strongest representative issue here: it is active, clearly scoped, and tied to a concrete partitioning bug rather than a more general loading configuration mismatch.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different bugs: #46822 is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, while #46823 is about 4-bit device_map/max_memory dispatch incorrectly sending modules to CPU and raising ValueError." + "reason": "Different bugs and code paths: one is ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM; the other is 4-bit loading with device_map/max_memory incorrectly dispatching to CPU and raising ValueError." } ] }, @@ -22100,12 +22201,12 @@ "issue:46985|issue:47102", "issue:47049|issue:47102" ], - "prepared_review_unit_hash": "b90e3d8ad09b1c9db04aada5682e57585d2ca01c702f722efbea4019b5df5dec", + "prepared_review_unit_hash": "413b6b05229517c5cf3c320d427424b061f04118b645d9fe665bc635dc06a6f1", "component_budget": { "node_count": 11, "item_count": 11, "soft_pair_count": 34, - "serialized_chars": 18422, + "serialized_chars": 18421, "estimated_input_tokens": 4606, "estimated_eval_tokens": 9468 }, @@ -22113,7 +22214,7 @@ "node_count": 11, "item_count": 11, "soft_pair_count": 34, - "serialized_chars": 18422, + "serialized_chars": 18421, "estimated_input_tokens": 4606, "estimated_eval_tokens": 9468 }, @@ -22122,216 +22223,216 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are date-stamped Serge integration-failure triage issues, not evidence of one recurring bug; the similarity is mostly template-driven. I would keep them separate and use one high-activity triage issue as the representative node.", - "confidence": 0.98, - "canonical_issue_reason": "issue:47037 has the strongest discussion activity in the set and is a good representative of the repeated triage-thread pattern.", + "summary": "These are not duplicates in the usual sense: they are a series of daily [serge] integration failure triage issues, each apparently tracking a different day\u2019s failures. They are highly similar in template and topic, but each is a separate dated triage report rather than one underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "Pick issue:47037 as the canonical issue only as the most representative/active triage entry in the set; it has the highest discussion activity and sits in the middle of the daily series. That said, these issues are date-scoped reports, so the cluster should not be treated as a single duplicate bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47037 is the most suitable cluster representative because it is the most actively discussed of the nearly identical daily triage issues.", + "best_issue_reason": "Issue:47037 is the best issue candidate because it has the strongest engagement and is a typical example of the recurring triage format, making it the most useful anchor for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Different dated triage reports; high textual similarity comes from the shared template, not the same underlying bug." + "reason": "Same triage template, but different dates/day-specific reports; not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Same triage-series wording, but these are separate day-specific reports." + "reason": "These are separate daily triage reports, not one duplicated bug report." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Template match only; no evidence they track the same concrete failure." + "reason": "Different dated triage entries; similarity is structural, not a shared concrete bug." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "These are distinct daily integration triage issues, not duplicates of one bug." + "reason": "Same recurring triage series, but each issue corresponds to a different day." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same series and subsystem, but different dates and likely different failure snapshots." + "reason": "Not duplicates: both are daily integration triage issues with different dates and likely different failure snapshots." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Repeated triage template; not enough to collapse into one underlying issue." + "reason": "Highly similar wording, but they are separate day-specific triage reports." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Separate daily triage entries rather than the same bug report." + "reason": "Different dated integration triage instances; reject as duplicates." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Highly similar wording, but each issue is a different dated triage run." + "reason": "Same template, different day and likely different failure set." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "No concrete shared failure is shown beyond the common triage label." + "reason": "These are recurring daily reports, not one underlying bug." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "These are distinct date-based integration triage issues." + "reason": "Date-scoped triage issues; similarity alone is insufficient." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Similarity is due to the repeated triage format, not the same bug." + "reason": "Same triage series, but each issue tracks a distinct day." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Different daily reports; insufficient evidence of one merged fix target." + "reason": "Different daily integration-failure reports, not a duplicate bug." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Separate triage issues for adjacent days, not the same underlying problem." + "reason": "Separate dated triage reports, likely different snapshots of failures." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Shared series name only; the underlying integration failures are not established as identical." + "reason": "Same topic and template, but not the same concrete issue instance." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "These appear to be distinct daily triage threads, not duplicates." + "reason": "These appear to be daily triage logs rather than duplicate issue reports." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Same template and subsystem, but different triage dates imply separate reports." + "reason": "Different day, different triage run; reject duplicate merge." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "No evidence these are the same concrete failure, only that both are Serge integration triage issues." + "reason": "Recurring triage format only; not a shared underlying bug." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Different dated triage issues; similarity is generic rather than bug-specific." + "reason": "These are separate daily integration triage issues." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Repeated triage thread, not a single deduplicable bug report." + "reason": "Similarity is due to templated triage text, not the same failure report." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "These are separate daily reports with the same title pattern, not the same issue." + "reason": "Different dated triage entries; do not merge as duplicates." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "High overlap from the template, but no concrete shared failure is shown." + "reason": "Distinct daily reports with shared theme but not the same issue." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Different dates and likely different snapshots of integration failures." + "reason": "Separate day-specific triage issue, not a duplicate." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "These are separate triage artifacts, not one underlying bug." + "reason": "Same series of reports, but each date is its own triage instance." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same broad category only; not enough to merge as duplicates." + "reason": "These are not the same underlying bug; they are daily integration triage notes." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Adjacent daily triage entries, but not the same concrete failure." + "reason": "Both are daily triage reports; the date difference indicates distinct instances." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Common Serge triage wording does not establish a duplicate." + "reason": "Same recurring triage template, but separate day-scoped issues." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "These look like separate day-specific integration triage reports." + "reason": "Not duplicates: likely different failure snapshots from different days." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Different dated triage issues with no evidence of the same underlying bug." + "reason": "Different dated triage issue, so not the same underlying bug report." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same triage series, but each issue corresponds to a different day." + "reason": "These are consecutive daily triage issues, not one merged bug." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "No concrete bug identity shared beyond the recurring template." + "reason": "Same broad subsystem and template, but distinct daily reports." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "These are separate integration-failure triage reports, not duplicates." + "reason": "Separate date-specific triage entries; reject duplicate merge." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Similar titles only; different dates and likely different incidents." + "reason": "Different daily integration-failure triage reports." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Template similarity does not mean the same underlying bug." + "reason": "These are recurring triage logs, not one concrete duplicated issue." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Distinct daily triage threads; not safe to merge as duplicates." + "reason": "Same templated triage pattern, but different dates and likely different underlying failures." } ] }, @@ -22361,7 +22462,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "f123f864b6c37b8e2c13744fbfbc6aeb7d3c42a5819699038708554d8f7b6d40", + "prepared_review_unit_hash": "a4d287fc800fcd24690215376364663ec768cc6a13aad4273d5682ee6d19c4c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22383,24 +22484,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with the same title and highly similar content both request RWKV7 model support; they are duplicates of the same feature request.", + "summary": "Both items are closed issues with the same title, same apparent feature request, and very high text similarity, so they are duplicates about adding RWKV7 model support.", "confidence": 0.98, - "canonical_issue_reason": "issue:46983 is the better canonical issue because it was opened first and the pair appears to describe the same requested feature with no distinguishing details.", + "canonical_issue_reason": "issue #46984 is the better canonical issue because it has the same request plus more discussion activity, suggesting it is the more active tracking thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46983 is the best representative issue for the cluster for the same reason: earliest report, same title, same apparent request.", + "best_issue_reason": "issue #46984 is the strongest representative of the cluster due to its matching title and higher discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title, very high textual similarity, and both request RWKV7 model support; they look like duplicate reports of the same underlying feature request." + "reason": "Same title and highly similar issue text; both ask for RWKV7 model support, so they represent the same underlying request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both issues share the same title, were opened close together, and have a soft-similarity signal with high Jaccard overlap. The duplicate/representative assessment is conservative, and the soft-edge accept is supported by the evidence available." + "feedback": "The summary is grounded in the packet: both items are closed issues with the same title, the pair has strong soft-similarity evidence, and #46984 does have more discussion activity, making it a reasonable canonical choice. The soft-edge acceptance is conservative enough here." }, "evaluator_used": true, "retried": false, @@ -22427,12 +22528,12 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "5071edf374bd464ec26aa535544e7144aa95dc795b6bfa3f2098d0c92add7bb1", + "prepared_review_unit_hash": "88063b17880f543ac68058fbbd5682470551c946afd124001b350d33c5c53b4f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1625, + "serialized_chars": 1626, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -22440,7 +22541,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1625, + "serialized_chars": 1626, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -22449,18 +22550,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closed issue posts about AI/ML and cybersecurity, but they describe different topics rather than the same underlying bug or request. The similarity is thematic, not duplicative.", - "confidence": 0.91, + "summary": "The two issues are thematically similar but do not look like the same underlying request or bug; they read more like separate article/topic submissions about AI-driven vulnerability discovery.", + "confidence": 0.89, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 47007 is the slightly better representative of the cluster because its title is more specific and descriptive, but it is not a true duplicate of 47015.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "The titles are broadly related, but one is about lessons from using advanced LLMs for vulnerability discovery and the other is about a novel transformer-based cybersecurity discovery system; that is topical overlap, not the same actionable issue." + "reason": "Similar broad cybersecurity/AI theme, but the titles frame different angles (LLM lessons vs transformer-based application) and there is no evidence they target the same underlying issue." } ] }, @@ -22514,154 +22615,154 @@ "issue:47265|issue:47309", "issue:47279|issue:47309" ], - "prepared_review_unit_hash": "97fbbb99aa4652a7215cd75b7572d3e3fc28bae19816b2035866a32abc2ba6ca", + "prepared_review_unit_hash": "8b0b5f50816cfbb3196f5d962a05c81b06e541978d4d70511349adb812d7d4f5", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 20, - "serialized_chars": 11162, - "estimated_input_tokens": 2791, - "estimated_eval_tokens": 5838 + "serialized_chars": 11159, + "estimated_input_tokens": 2790, + "estimated_eval_tokens": 5836 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 20, - "serialized_chars": 11162, - "estimated_input_tokens": 2791, - "estimated_eval_tokens": 5838 + "serialized_chars": 11159, + "estimated_input_tokens": 2790, + "estimated_eval_tokens": 5836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are recurring dated triage issues for the same serge integration-failure workflow, but each one is a separate daily report rather than a duplicate of the same underlying bug. The title pattern and timestamps indicate a series, not one issue to consolidate.", - "confidence": 0.96, - "canonical_issue_reason": "issue:47120 is the earliest entry and has the highest inbound references, so it is the best representative if one must be chosen for the series.", + "summary": "These are a run of daily \u001b[1m[serge] integration failure triage\u001b[0m issues with highly similar templates, but they appear to be separate day-by-day triage artifacts rather than duplicates of one underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 47309 is the only open item and the latest triage entry, so it is the most useful representative for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47120 is the strongest standalone representative because it is earliest, most referenced, and appears to establish the recurring triage pattern.", + "best_issue_reason": "Issue 47309 is the best cluster representative because it is current, open, and likely the active place for ongoing triage discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Same template and subsystem, but different dated triage reports; these are separate daily issues, not the same bug." + "reason": "Same triage series, but different dates and no evidence of the same underlying failure." }, { "left": "issue:47120", - "right": "issue:47256", + "right": "issue:47309", "accept": false, - "reason": "Different day in the recurring triage series; similarity is due to shared wording, not identical underlying problem." + "reason": "Daily triage reports only; this is a later, distinct issue rather than the same bug." }, { "left": "issue:47120", - "right": "issue:47279", + "right": "issue:47256", "accept": false, - "reason": "This is another daily serge triage issue, not a duplicate of the 2026-07-07 report." + "reason": "Looks like another day\u2019s integration-failure triage, not a duplicate of the same incident." }, { "left": "issue:47120", - "right": "issue:47265", + "right": "issue:47279", "accept": false, - "reason": "Both are recurring integration-failure triage tickets, but they correspond to different dates and separate reports." + "reason": "Highly similar template, but it is a separate dated triage issue." }, { "left": "issue:47120", - "right": "issue:47309", + "right": "issue:47265", "accept": false, - "reason": "Different dated triage issue; the overlap is only the shared reporting format." + "reason": "No shared concrete bug/change; only the same triage wording." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "Same triage series, but not the same concrete issue; each daily ticket stands on its own." + "reason": "Consecutive triage entries for different dates, so not the same underlying problem." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "These are consecutive daily triage notes, not duplicates describing one fixed bug." + "reason": "Same series, but each issue tracks a different day\u2019s failures." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Shared wording and subsystem, but distinct daily integration-failure reports." + "reason": "Similar title/body, but no indication they refer to one bug." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Separate dated triage entry, so not mergeable as duplicates." + "reason": "Different triage dates; similarity is templated, not substantive." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Both are daily triage issues for the same area, but each reflects a different date and report." + "reason": "These are separate daily integration triage reports, not mergeable duplicates." }, { "left": "issue:47227", "right": "issue:47309", "accept": false, - "reason": "Open/closed status aside, these are distinct daily triage tickets rather than one underlying bug." + "reason": "No shared code-path defect is evidenced beyond the recurring triage format." }, { "left": "issue:47227", "right": "issue:47279", "accept": false, - "reason": "Similar title only; different day, different triage instance." + "reason": "Same broad tracker type, but distinct day-specific issue content." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "High text similarity comes from the repeated triage template, not a shared unique failure." + "reason": "Adjacent dated reports, but not the same underlying failure." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Different dated reports in the same triage series, so they should not be deduplicated." + "reason": "Looks like a new daily triage instance rather than a duplicate." }, { "left": "issue:47256", "right": "issue:47309", "accept": false, - "reason": "Same reporting pattern, but separate daily issues with different timestamps." + "reason": "Different dates and no concrete evidence of one shared bug." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "These are adjacent daily triage tickets, not the same underlying defect." + "reason": "Template match only; these are separate triage issues." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "Different date in the recurring serge integration triage stream." + "reason": "Same integration-failure triage series, but not the same incident." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "Same series, but no evidence they describe one identical bug or change." + "reason": "Different day\u2019s triage report, so they should stay separate." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "Distinct daily triage issue; title similarity is expected and not enough for duplicate merge." + "reason": "No evidence they target the same concrete bug or fix." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Different dated triage reports; do not collapse the series into one issue." + "reason": "They look like sequential triage records, not duplicates of one issue." } ] }, @@ -22691,7 +22792,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "df43c3c70e641fa4b5476ce4c76a0a6773424ebe073ceac90fc02afd53150b02", + "prepared_review_unit_hash": "f813f3d87957c476f7b9e4b0ffabaf7def714e02b2f7693cc82c5f34bfe8b7ca", "component_budget": { "node_count": 2, "item_count": 2, @@ -22713,27 +22814,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open issues are effectively identical duplicate reports about chat routes management endpoints being prefixed under /v1 when the base_url already includes /v1.", - "confidence": 0.99, - "canonical_issue_reason": "issue:47138 is the better canonical issue because it appears first and has the same title/body as the other report, making it the natural duplicate target.", + "summary": "The two open issues are very likely duplicates based on their identical titles, identical body lengths, and near-simultaneous creation times. The packet does not include the issue bodies, so it cannot confirm that the text is identical, but the available metadata strongly points to the same bug report.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #47138 is the better canonical issue because it is the earlier of two issues with the same title and matching body length, created only seconds apart.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47138 is the best issue representative since it is the earliest submitted of the two identical issues.", + "best_issue_reason": "Issue #47138 is the best global issue representative for the same reasons: it is the earliest of two near-identical issue reports and has no conflicting metadata.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Exact same title and highly similar report content indicate the same underlying bug; this is a clear duplicate pair." + "reason": "Accept as a duplicate pair: the issues have identical titles, identical body lengths, and were created seconds apart, which is strong enough to indicate the same underlying report even though the body text itself is not provided." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: the issues have identical titles, equal body lengths, and a soft-similarity score of 1.0, so treating them as duplicates is conservative. The choice of issue:47138 as canonical/best representative is also supported by its earlier timestamp." + "accept": false, + "feedback": "The pair match is plausible, but the summary overstates what the packet proves. The packet supports identical titles, identical body lengths, near-simultaneous creation, and a soft-similarity score of 1.0; it does not show the bodies are the same or that they share inbound references. Please make the wording more conservative and grounded in the available fields." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22749,7 +22850,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-77", + "cluster_id": "cluster-40546-75", "nodes": [ "pull_request:43251", "pull_request:43254", @@ -22757,6 +22858,7 @@ "pull_request:44775", "pull_request:46196", "pull_request:46266", + "pull_request:46267", "pull_request:46376", "pull_request:46395", "pull_request:46836", @@ -22769,13 +22871,13 @@ "pull_request:46990", "pull_request:46995", "pull_request:47003", + "pull_request:47069", "pull_request:47077", "pull_request:47078", "pull_request:47082", "pull_request:47090", "pull_request:47093", "pull_request:47108", - "pull_request:47158", "pull_request:47163", "pull_request:47166", "pull_request:47173", @@ -22797,11 +22899,9 @@ "pull_request:47301", "pull_request:47302", "pull_request:47304", - "pull_request:47305", - "pull_request:47308" + "pull_request:47318" ], "soft_pairs": [ - "pull_request:47158|pull_request:47308", "pull_request:43251|pull_request:43254", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", @@ -22812,29 +22912,27 @@ "pull_request:47202|pull_request:47204", "pull_request:47284|pull_request:47292", "pull_request:47108|pull_request:47202", - "pull_request:46376|pull_request:47308", "pull_request:47204|pull_request:47243", "pull_request:47077|pull_request:47078", - "pull_request:46266|pull_request:46957", "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", "pull_request:47173|pull_request:47184", - "pull_request:44775|pull_request:47305", "pull_request:46376|pull_request:47202", "pull_request:47166|pull_request:47173", "pull_request:47077|pull_request:47275", "pull_request:44517|pull_request:47082", - "pull_request:46990|pull_request:47253", "pull_request:44775|pull_request:47275", - "pull_request:47275|pull_request:47305", + "pull_request:46990|pull_request:47253", "pull_request:47275|pull_request:47301", "pull_request:47216|pull_request:47275", - "pull_request:46196|pull_request:47202", "pull_request:46912|pull_request:47179", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47284", "pull_request:46836|pull_request:47202", "pull_request:47163|pull_request:47284", - "pull_request:46912|pull_request:47284", "pull_request:47003|pull_request:47204", "pull_request:46395|pull_request:47181", + "pull_request:47275|pull_request:47302", "pull_request:47093|pull_request:47275", "pull_request:46196|pull_request:47210", "pull_request:46995|pull_request:47163", @@ -22843,304 +22941,282 @@ "pull_request:46196|pull_request:46995", "pull_request:47204|pull_request:47295", "pull_request:47302|pull_request:47304", - "pull_request:47077|pull_request:47305", "pull_request:47077|pull_request:47301", "pull_request:44775|pull_request:47077", "pull_request:46376|pull_request:46995", - "pull_request:46995|pull_request:47181" + "pull_request:47069|pull_request:47318", + "pull_request:46995|pull_request:47181", + "pull_request:46267|pull_request:47181", + "pull_request:47093|pull_request:47181", + "pull_request:44517|pull_request:46376", + "pull_request:46836|pull_request:47275", + "pull_request:47166|pull_request:47292", + "pull_request:46266|pull_request:47301", + "pull_request:44775|pull_request:47304", + "pull_request:44775|pull_request:47181" ], - "prepared_review_unit_hash": "1912db690a2f657bf66c64606a6ddc075ad05d3aed754b7c9527c932aec31fbd", + "prepared_review_unit_hash": "202c1330c9626068c64b6fd150c88f86ded1c3a3d826077784eaea22ccc1a9fc", "component_budget": { - "node_count": 77, - "item_count": 77, - "soft_pair_count": 221, - "serialized_chars": 268109, - "estimated_input_tokens": 67028, - "estimated_eval_tokens": 134312 + "node_count": 75, + "item_count": 75, + "soft_pair_count": 217, + "serialized_chars": 263464, + "estimated_input_tokens": 65866, + "estimated_eval_tokens": 131988 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 125792, - "estimated_input_tokens": 31448, - "estimated_eval_tokens": 63152 + "soft_pair_count": 52, + "serialized_chars": 128339, + "estimated_input_tokens": 32085, + "estimated_eval_tokens": 64426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated PRs. The only clear duplicate microclusters are the CohereASR training-loss double-shift fixes and the identical continuous-batching warning fix; most other same-file pairs are false positives because they touch different models or different infrastructure changes.", - "confidence": 0.92, + "summary": "Mostly a heterogeneous cluster of unrelated model/docs/test/infra PRs, with only a few true duplicate pairs: the fixed_cross_entropy kwargs fix and the CohereASR double-shift loss fixes. The rest are broad-subsystem or same-file-but-different-change overlaps and should stay separate.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "No single global canonical PR: the cluster spans unrelated docs, model-addition, CI, exporter, and test changes. If forced to anchor the only clear duplicate subgroup, PR 47090 is the best representative because it is the clearest self-contained CohereASR loss-fix with an explicit explanation and tests.", + "canonical_pr_reason": "47090 is the best canonical PR: it fixes the concrete CohereASR loss double-shift bug on the exact affected forward path, keeps the shared loss helper semantics, and is the most focused representative among the true duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the strongest standalone representative of the only obvious duplicate subgroup: it clearly explains the CohereASR double-shift bug, keeps the fix narrowly scoped, and includes tests.", + "best_pr_reason": "47090 is the cleanest representative of the actual duplicate cluster and the easiest PR to treat as the canonical fix.", "soft_edge_verdicts": [ - { - "left": "pull_request:47158", - "right": "pull_request:47308", - "accept": true, - "reason": "Same continuous-batching warning typo in the same generation code path and same tracked issue; effectively the same fix." - }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same loss_utils cross-entropy change for the same issue and same function; the diffs are near-identical." + "reason": "Same fixed_cross_entropy kwargs expansion in the same file; both add support for passing cross_entropy options through." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Both fix the same CohereASR training-loss double-shift bug in the same forward path, just with slightly different implementation details." + "reason": "Both fix the same CohereASR training-loss double-shift in the forward loss path; 46903 is just broader because it also touches PPFormulaNet." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same underlying CohereASR double-shift loss bug in the same code path; these are alternative fixes for the same issue." + "reason": "Same underlying CohereASR loss double-shift bug and same affected code path, just implemented with different loss wiring." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different models and different bugs: CohereASR loss handling vs a MusicGen generate typo." + "reason": "Different problems: CohereASR training loss vs a MusicGen generate typo." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Both are test-related, but they target different models and different failures, so they are not the same change." + "reason": "Unrelated test fixes for different models and code paths." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest-v9 compatibility cleanup in GlmAsr is unrelated to CohereASR loss shifting." + "reason": "Pytest fp32-module behavior change is unrelated to CohereASR loss shifting." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Unrelated XPU test updates for different model families; same broad theme is not enough to merge." + "reason": "Different test suites and unrelated XPU/model fixes." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch docker/torch-light, but one removes a CI image builder while the other adds exporter dependencies; different infrastructure changes." + "reason": "Both mention build/container tooling, but one removes a workflow and the other adds exporter deps to the dockerfile; not the same change." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different failing tests for different models; no shared concrete bug or code path." + "reason": "Different model test fixes for different architectures." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder comment cleanup and docker image-builder removal are unrelated changes." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47308", - "accept": false, - "reason": "Continuous-batching multimodal support and a warning-string correction are not the same underlying change." + "reason": "Doc-builder comment cleanup is unrelated to dropping the docker image builder workflow." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Both relate to export tooling, but one updates the torch-light image and the other fixes Executorch exporter logic; not the same bug." + "reason": "One changes exporter test/runtime dependencies, the other fixes Executorch exporter internals; distinct changes." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "These are separate Japanese documentation edits with different scope and intent." - }, - { - "left": "pull_request:46266", - "right": "pull_request:46957", - "accept": false, - "reason": "DINO modernization/model-mapping work is unrelated to finegrained FP8 decode-path changes." + "reason": "Both edit Japanese docs, but one adds DistilBERT translation while the other only tweaks wording; not the same underlying change." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Japanese docs translation vs quantized-cache documentation updates; different content." + "reason": "Japanese docs translation vs kv-cache documentation update; unrelated." }, { - "left": "pull_request:47173", - "right": "pull_request:47184", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Different test expansions for different models and accelerator coverage; not a duplicate fix." + "reason": "Dino model conversion/modernization and finegrained FP8 decode changes are unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47305", + "left": "pull_request:47173", + "right": "pull_request:47184", "accept": false, - "reason": "Unrelated docs/model addition and pipeline-doc wording changes." + "reason": "Different test adjustments for different model families and accelerator coverage." }, { "left": "pull_request:46376", "right": "pull_request:47202", "accept": false, - "reason": "Continuous batching multimodal runtime changes vs CI docker-image cleanup are unrelated." + "reason": "Continuous batching multimodal support is unrelated to docker image builder removal." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization test updates for different subsystems/models; no shared concrete bug." + "reason": "Quantization test updates and XPU expectation updates are separate test-only changes." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Different Japanese docs content: DistilBERT translation versus EfficientViT-SAM model support." + "reason": "Japanese docs translation and adding EfficientViTSam are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Completely different model additions (Qwen3-TTS vs RoMa keypoint matcher)." - }, - { - "left": "pull_request:46990", - "right": "pull_request:47253", - "accept": false, - "reason": "Both are distributed/tensor-parallel related, but they fix different concrete validation/orchestration issues." + "reason": "Different model additions with only generic auto-mapping overlap." }, { "left": "pull_request:44775", "right": "pull_request:47275", "accept": false, - "reason": "Docs/model support for Qwen3-TTS and EfficientViT-SAM are unrelated." + "reason": "Docs on distributed training are unrelated to a new model architecture PR." }, { - "left": "pull_request:47275", - "right": "pull_request:47305", + "left": "pull_request:46990", + "right": "pull_request:47253", "accept": false, - "reason": "EfficientViT-SAM model addition and pipeline docs wording are unrelated." + "reason": "FSDP orchestration and tensor-parallel lm_head handling are different distributed-training fixes." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "Model addition vs assisted-decoding documentation; no shared code path." + "reason": "New model support vs assisted-decoding docs; not the same change." }, { "left": "pull_request:47216", "right": "pull_request:47275", "accept": false, - "reason": "Compressed-tensors quantization support and EfficientViT-SAM model addition are unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47202", - "accept": false, - "reason": "SDPA dispatch support and CI docker-image cleanup are unrelated changes." + "reason": "Compressed-tensors quantization changes are unrelated to adding EfficientViTSam." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test coverage and Granite-SWA model support are unrelated." + "reason": "RoPE test coverage and Granite model support are unrelated." }, { - "left": "pull_request:46836", + "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "Unlimited OCR model support and docker CI cleanup are unrelated." + "reason": "SDPA dispatch support and docker image cleanup are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47284", + "left": "pull_request:46836", + "right": "pull_request:47275", "accept": false, - "reason": "XPU paged-attention test support and MIMO v2 Flash model fixes are different issues." + "reason": "Unlimited OCR model support and EfficientViTSam model support are different model additions." }, { - "left": "pull_request:46912", + "left": "pull_request:47163", "right": "pull_request:47284", "accept": false, - "reason": "RoPE test work and MIMO v2 Flash model fixes are unrelated." + "reason": "Paged-attention XPU tests and Mimo v2 flash changes are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47204", "accept": false, - "reason": "OpenVINO exporter work and adding exporter packages to torch-light are related to export, but not the same code-path bug." + "reason": "OpenVINO exporter support and dockerfile dependency changes are different layers of the export stack." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Param2MoE and Cosmos3 Edge are separate model-addition PRs." + "reason": "Param2MoE and Cosmos3 Edge are separate model additions with no shared bug/change." }, { "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "OpenPangu-V2 and EfficientViT-SAM are unrelated model additions." + "reason": "OpenPangu-V2 and EfficientViTSam are distinct model integrations." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "SDPA attention dispatch and packed varlen attention are distinct attention-path changes, not one duplicate fix." + "reason": "Both are attention-related, but one is SDPA dispatch support and the other is packed-row varlen routing; different fixes." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Flash-linear-attention availability and XPU paged-attention tests solve different problems." + "reason": "MLU availability detection and XPU paged-attention tests are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Different accelerator-specific test fixes for different models." + "reason": "Different accelerator-specific test fixes for different modules." }, { "left": "pull_request:44775", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-TTS model support and MTP docs are unrelated." + "reason": "Distributed-training docs and MTP assisted-decoding docs are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Different attention/backend support changes with different scope and code paths." + "reason": "Different attention backend enablement changes with different code paths and hardware targets." }, { "left": "pull_request:47204", "right": "pull_request:47295", "accept": false, - "reason": "Executorch/ONNX exporter packaging and DiffusionGemma mask casting are unrelated." + "reason": "Executorch/ONNX dependency setup and DiffusionGemma mask casting are unrelated." }, { "left": "pull_request:47302", "right": "pull_request:47304", "accept": false, - "reason": "Fast-tokenizer wording cleanup and Apple Silicon/MPS docs rewrite are unrelated docs-only changes." + "reason": "Tokenizers fallback docs and MPS graph-cache docs are unrelated documentation changes." }, { "left": "pull_request:47077", - "right": "pull_request:47305", + "right": "pull_request:47301", "accept": false, - "reason": "Japanese DistilBERT docs and pipeline tutorial additions are unrelated." + "reason": "Japanese doc edits and MTP docs are unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47301", + "left": "pull_request:44775", + "right": "pull_request:47077", "accept": false, - "reason": "Different documentation topics with no shared underlying change." + "reason": "Distributed-training docs and Japanese DistilBERT docs are unrelated." } ] }, @@ -23162,23 +23238,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-77", + "cluster_id": "cluster-40546-75", "nodes": [ "pull_request:43451", "pull_request:44517", - "pull_request:44775", "pull_request:46196", "pull_request:46266", - "pull_request:46267", "pull_request:46376", "pull_request:46395", + "pull_request:46658", "pull_request:46836", "pull_request:46895", "pull_request:46912", "pull_request:46957", "pull_request:46990", "pull_request:46995", - "pull_request:47003", "pull_request:47069", "pull_request:47077", "pull_request:47078", @@ -23188,10 +23262,8 @@ "pull_request:47113", "pull_request:47143", "pull_request:47163", - "pull_request:47166", "pull_request:47173", "pull_request:47175", - "pull_request:47178", "pull_request:47179", "pull_request:47181", "pull_request:47198", @@ -23203,67 +23275,57 @@ "pull_request:47253", "pull_request:47275", "pull_request:47291", - "pull_request:47292", "pull_request:47294", + "pull_request:47298", "pull_request:47301", "pull_request:47302", "pull_request:47304", - "pull_request:47305", "pull_request:47306", - "pull_request:47308", - "pull_request:47311" + "pull_request:47311", + "pull_request:47318" ], "soft_pairs": [ - "pull_request:46267|pull_request:47181", - "pull_request:47093|pull_request:47181", - "pull_request:44517|pull_request:46376", - "pull_request:46836|pull_request:47275", - "pull_request:47166|pull_request:47292", - "pull_request:46266|pull_request:47301", - "pull_request:44775|pull_request:47181", "pull_request:46995|pull_request:47143", "pull_request:47093|pull_request:47143", + "pull_request:47082|pull_request:47108", "pull_request:47093|pull_request:47163", - "pull_request:46376|pull_request:47291", "pull_request:46266|pull_request:47216", "pull_request:47108|pull_request:47301", - "pull_request:47082|pull_request:47108", - "pull_request:47069|pull_request:47308", + "pull_request:46376|pull_request:47291", "pull_request:47179|pull_request:47210", "pull_request:46196|pull_request:47179", "pull_request:47078|pull_request:47275", "pull_request:46912|pull_request:46990", "pull_request:46990|pull_request:47181", - "pull_request:47275|pull_request:47302", "pull_request:46395|pull_request:47311", + "pull_request:47311|pull_request:47318", "pull_request:47175|pull_request:47179", "pull_request:47210|pull_request:47302", + "pull_request:47198|pull_request:47318", "pull_request:47077|pull_request:47302", "pull_request:47082|pull_request:47210", "pull_request:47163|pull_request:47179", "pull_request:46990|pull_request:47306", "pull_request:47108|pull_request:47302", "pull_request:47082|pull_request:47301", - "pull_request:46376|pull_request:47218", + "pull_request:46376|pull_request:47318", "pull_request:47210|pull_request:47304", "pull_request:46836|pull_request:47218", + "pull_request:46376|pull_request:47218", "pull_request:46957|pull_request:47216", - "pull_request:47082|pull_request:47181", "pull_request:47173|pull_request:47311", + "pull_request:46912|pull_request:47082", "pull_request:47108|pull_request:47216", "pull_request:46912|pull_request:47078", "pull_request:43451|pull_request:46990", - "pull_request:46836|pull_request:47178", "pull_request:47179|pull_request:47301", "pull_request:47113|pull_request:47204", - "pull_request:47163|pull_request:47308", + "pull_request:47143|pull_request:47318", "pull_request:47218|pull_request:47304", "pull_request:47218|pull_request:47311", "pull_request:47163|pull_request:47218", - "pull_request:46266|pull_request:46376", "pull_request:47216|pull_request:47302", - "pull_request:47302|pull_request:47308", - "pull_request:47210|pull_request:47305", + "pull_request:46266|pull_request:46376", "pull_request:47243|pull_request:47253", "pull_request:46912|pull_request:47294", "pull_request:47175|pull_request:47294", @@ -23271,7 +23333,6 @@ "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:46376", "pull_request:46196|pull_request:47301", - "pull_request:47301|pull_request:47305", "pull_request:47253|pull_request:47294", "pull_request:47069|pull_request:47113", "pull_request:47275|pull_request:47304", @@ -23280,365 +23341,477 @@ "pull_request:44517|pull_request:47181", "pull_request:46376|pull_request:47198", "pull_request:47078|pull_request:47243", - "pull_request:43451|pull_request:46266", - "pull_request:47113|pull_request:47304", "pull_request:47069|pull_request:47082", + "pull_request:47113|pull_request:47304", + "pull_request:43451|pull_request:46266", "pull_request:46912|pull_request:47291", - "pull_request:47003|pull_request:47178", - "pull_request:46912|pull_request:47308" + "pull_request:47069|pull_request:47302", + "pull_request:47243|pull_request:47294", + "pull_request:43451|pull_request:47078", + "pull_request:47210|pull_request:47291", + "pull_request:46957|pull_request:47301", + "pull_request:46895|pull_request:47298", + "pull_request:47294|pull_request:47306", + "pull_request:47113|pull_request:47175", + "pull_request:47113|pull_request:47243", + "pull_request:46658|pull_request:47302", + "pull_request:47113|pull_request:47275", + "pull_request:46658|pull_request:47275" ], - "prepared_review_unit_hash": "a6fc9f8a30dae0cfb7bb7aa5be47aba5ba4e92b07b38c00b859d997f770f2250", + "prepared_review_unit_hash": "0e0cbb5c84e7ab40b5cdef50a01b44cd014711a2d3281bec5ec3126478c6f150", "component_budget": { - "node_count": 77, - "item_count": 77, - "soft_pair_count": 221, - "serialized_chars": 268109, - "estimated_input_tokens": 67028, - "estimated_eval_tokens": 134312 + "node_count": 75, + "item_count": 75, + "soft_pair_count": 217, + "serialized_chars": 263464, + "estimated_input_tokens": 65866, + "estimated_eval_tokens": 131988 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 43, + "item_count": 43, "soft_pair_count": 72, - "serialized_chars": 137951, - "estimated_input_tokens": 34488, - "estimated_eval_tokens": 69232 + "serialized_chars": 128828, + "estimated_input_tokens": 32207, + "estimated_eval_tokens": 64670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: model additions, documentation edits, test/CI updates, exporter/runtime work, and a few unrelated infra fixes. No soft edge looks like a true duplicate pair.", + "summary": "No duplicate cluster emerges here: the PRs span unrelated model additions, doc-only changes, test expectation updates, generation/runtime fixes, and infrastructure tweaks. I would not merge any of the soft pairs as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No issue artifacts are present in this cluster.", - "canonical_pr_reason": "PR 46895 is the clearest narrow bug fix with an explicit issue target; the rest are unrelated feature, docs, test, or infra changes.", + "canonical_issue_reason": null, + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the most concrete and well-scoped PR in the set, so it is the best single representative even though the cluster is not a duplicate group.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "pull_request:46267", - "right": "pull_request:47181", - "accept": false, - "reason": "Chat parsing refactor vs new Cosmos3 Edge model support; unrelated changes." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47181", - "accept": false, - "reason": "OpenPangu-V2 model addition vs Cosmos3 Edge model addition; different models and code paths." - }, - { - "left": "pull_request:44517", - "right": "pull_request:46376", - "accept": false, - "reason": "Qwen3-TTS model implementation vs continuous batching multimodal support; different features." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47275", - "accept": false, - "reason": "Unlimited OCR model support vs EfficientViTSam model support; unrelated model additions." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47292", - "accept": false, - "reason": "Quantization test updates vs XPU test expectations; separate test suites and issues." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47301", - "accept": false, - "reason": "DINO modernization/export mapping work vs assisted decoding MTP docs; unrelated." - }, - { - "left": "pull_request:44775", - "right": "pull_request:47181", - "accept": false, - "reason": "Docs-only N-D parallelism update vs model support for Cosmos3 Edge; unrelated." - }, { "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "MLU availability helper vs NeuCodec model addition; unrelated code paths." + "reason": "Unrelated low-level import/availability tweak vs adding a new model; different code paths and goals." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "Two separate model additions with different architectures." + "reason": "Different model support additions; no shared bug or implementation path." }, { - "left": "pull_request:47093", - "right": "pull_request:47163", + "left": "pull_request:47082", + "right": "pull_request:47108", "accept": false, - "reason": "Model addition vs paged-attention XPU tests; unrelated." + "reason": "RoMa model support and a doc-builder comment cleanup are unrelated changes." }, { - "left": "pull_request:46376", - "right": "pull_request:47291", + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "Continuous batching multimodal support vs deprecating CB config; related area but not the same change." + "reason": "New model support vs paged-attention XPU test coverage; not the same underlying change." }, { "left": "pull_request:46266", "right": "pull_request:47216", "accept": false, - "reason": "DINO modernization vs compressed-tensors fp8 exporter/docs; different subsystems." + "reason": "Different work: DINO modernization/conversion mapping vs compressed-tensors quantization docs/runtime." }, { "left": "pull_request:47108", "right": "pull_request:47301", "accept": false, - "reason": "Doc-builder pin comment cleanup vs MTP docs; unrelated." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47108", - "accept": false, - "reason": "RoMa model support vs doc-builder workflow comment; unrelated." + "reason": "Doc-builder pin comment cleanup is unrelated to adding MTP documentation." }, { - "left": "pull_request:47069", - "right": "pull_request:47308", + "left": "pull_request:46376", + "right": "pull_request:47291", "accept": false, - "reason": "num_labels None typing fix vs continuous batching warning wording; unrelated." + "reason": "Both mention continuous batching, but one adds multimodal support while the other deprecates config plumbing; separate changes." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite-SWA model support vs packed SDPA varlen attention; different changes." + "reason": "Different features in different subsystems: model support vs packed SDPA attention routing." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "SDPA dispatch for wav2vec2-family models vs Granite-SWA model support; unrelated." + "reason": "Different model families and fixes; no common code path." }, { "left": "pull_request:47078", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs wording vs EfficientViTSam model support; unrelated." + "reason": "Japanese doc wording cleanup is unrelated to adding EfficientViT-SAM support." }, { "left": "pull_request:46912", "right": "pull_request:46990", "accept": false, - "reason": "RoPE test updates vs FSDP orchestration work; separate infra/test changes." + "reason": "RoPE test updates and FSDP orchestration are separate concerns." }, { "left": "pull_request:46990", "right": "pull_request:47181", "accept": false, - "reason": "FSDP orchestration vs Cosmos3 Edge model support; unrelated." + "reason": "FSDP orchestration changes are unrelated to Cosmos3 Edge model support." }, { - "left": "pull_request:47275", - "right": "pull_request:47302", + "left": "pull_request:46395", + "right": "pull_request:47311", "accept": false, - "reason": "EfficientViTSam model support vs tokenizer fallback docs; unrelated." + "reason": "Param2MoE model support and gemma4 H100 test expectations are unrelated." }, { - "left": "pull_request:46395", - "right": "pull_request:47311", + "left": "pull_request:47311", + "right": "pull_request:47318", "accept": false, - "reason": "Param2MoE model support vs Gemma4 expectation tweaks; unrelated." + "reason": "Test expectation tweaks for different areas; no shared underlying bug." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "Olmo3 CI expectation change vs Granite-SWA model support; unrelated." + "reason": "CI expectation updates for Olmo3 are unrelated to Granite model support." }, { "left": "pull_request:47210", "right": "pull_request:47302", "accept": false, - "reason": "Packed SDPA varlen attention routing vs tokenizer fallback docs; unrelated." + "reason": "Packed SDPA routing and tokenizer fallback docs are unrelated changes." }, { - "left": "pull_request:47077", - "right": "pull_request:47302", + "left": "pull_request:47198", + "right": "pull_request:47318", "accept": false, - "reason": "Japanese DistilBERT docs vs tokenizer fallback docs; unrelated." + "reason": "GPT backend fixes and flash-attn test helper changes touch different code paths." }, { - "left": "pull_request:47082", + "left": "pull_request:47077", "right": "pull_request:47302", "accept": false, - "reason": "RoMa model support vs tokenizer fallback docs; unrelated." + "reason": "Japanese DistilBERT docs and tokenizer fallback docs are unrelated." }, { "left": "pull_request:47082", - "right": "pull_request:47301", + "right": "pull_request:47210", "accept": false, - "reason": "RoMa model support vs MTP docs; unrelated." + "reason": "RoMa model addition and packed SDPA attention dispatch are unrelated." }, { - "left": "pull_request:47210", - "right": "pull_request:47301", + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "Packed SDPA varlen attention vs MTP docs; unrelated." + "reason": "Paged-attention XPU tests and Granite model support are different changes." }, { - "left": "pull_request:47210", - "right": "pull_request:47304", + "left": "pull_request:46990", + "right": "pull_request:47306", "accept": false, - "reason": "Packed SDPA varlen attention vs MPS graph-cache docs; unrelated." + "reason": "FSDP orchestration and Neuron experiment scripts are unrelated." }, { - "left": "pull_request:47218", + "left": "pull_request:47108", + "right": "pull_request:47302", + "accept": false, + "reason": "Doc-builder pin comment cleanup does not overlap with tokenizer fallback docs." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47301", + "accept": false, + "reason": "RoMa model support is unrelated to assisted-decoding docs for MTP." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47318", + "accept": false, + "reason": "Continuous batching multimodal work and flash-attn test utility changes are different code paths." + }, + { + "left": "pull_request:47210", "right": "pull_request:47304", "accept": false, - "reason": "Image-loading test refactor vs MPS docs; unrelated." + "reason": "Packed SDPA runtime support and an Apple Silicon doc page are unrelated." }, { - "left": "pull_request:47218", - "right": "pull_request:47311", + "left": "pull_request:46836", + "right": "pull_request:47218", "accept": false, - "reason": "Image-loading test refactor vs Gemma4 H100 expectations; unrelated." + "reason": "Unlimited OCR model support and test image-loading refactor are unrelated." }, { - "left": "pull_request:47163", + "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Paged-attention XPU tests vs image-loading helper refactor; different test changes." + "reason": "Continuous batching features and image-loading test refactor do not address the same issue." }, { - "left": "pull_request:46266", - "right": "pull_request:46376", + "left": "pull_request:46957", + "right": "pull_request:47216", "accept": false, - "reason": "DINO modernization vs continuous batching multimodal support; unrelated." + "reason": "Finegrained FP8 kernel behavior and compressed-tensors quantization docs/runtime are different topics." }, { - "left": "pull_request:47216", - "right": "pull_request:47302", + "left": "pull_request:47173", + "right": "pull_request:47311", "accept": false, - "reason": "Compressed-tensors fp8 docs/code vs tokenizer fallback docs; unrelated." + "reason": "XPU expectation fixes and H100 expectation fixes are separate test-maintenance changes." }, { - "left": "pull_request:47302", - "right": "pull_request:47308", + "left": "pull_request:46912", + "right": "pull_request:47082", "accept": false, - "reason": "Tokenizer fallback docs vs synced_gpus warning fix; unrelated." + "reason": "RoPE test adjustments and RoMa model support are unrelated." }, { - "left": "pull_request:47210", - "right": "pull_request:47305", + "left": "pull_request:47108", + "right": "pull_request:47216", + "accept": false, + "reason": "Doc-builder pin cleanup and compressed-tensors quantization work are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "RoPE test updates and Japanese doc wording cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46990", + "accept": false, + "reason": "Molmo2 model addition and FSDP orchestration are unrelated." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47301", + "accept": false, + "reason": "Granite model support and assisted-decoding MTP docs are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47204", + "accept": false, + "reason": "Audio requirements fixes and exporter dependency changes are separate issues." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47304", + "accept": false, + "reason": "Test image-loading refactor and Apple Silicon docs are unrelated." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47311", + "accept": false, + "reason": "Image-loading test refactor and H100 expectation tweaks are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47218", + "accept": false, + "reason": "Paged-attention XPU tests and shared image-loading helpers are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47302", "accept": false, - "reason": "Packed SDPA varlen attention vs pipeline streaming docs; unrelated." + "reason": "Compressed-tensors work and tokenizer fallback docs are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46376", + "accept": false, + "reason": "DINO modernization and continuous batching multimodal support are different features." }, { "left": "pull_request:47243", "right": "pull_request:47253", "accept": false, - "reason": "Executorch exporter fixes vs tensor-parallel lm_head planning; different code paths." + "reason": "Exporter fixes and tensor-parallel lm_head planning are separate runtime changes." }, { "left": "pull_request:46912", "right": "pull_request:47294", "accept": false, - "reason": "RoPE tests vs kernel-native causal_conv1d functions; unrelated." + "reason": "RoPE tests and kernel-native causal_conv1d integration are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47294", "accept": false, - "reason": "Olmo3 CI vs kernel-native causal_conv1d functions; unrelated." + "reason": "Olmo3 CI expectation changes and kernel integration work are unrelated." }, { "left": "pull_request:47198", "right": "pull_request:47253", "accept": false, - "reason": "GPTBigCode/GPTNeoX backend fixes vs tensor-parallel validation; not the same bug or change." + "reason": "GPT backend fixes and tensor-parallel validation are different code paths." }, { "left": "pull_request:46895", "right": "pull_request:47306", "accept": false, - "reason": "CohereASR loss fix vs Neuron experiment scripts; unrelated." + "reason": "CohereASR training-loss fix and Neuron experiment scripts are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46376", "accept": false, - "reason": "SDPA dispatch work vs multimodal continuous batching; different implementation targets." + "reason": "SDPA dispatch work and continuous batching multimodal support are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47301", "accept": false, - "reason": "SDPA dispatch work vs MTP docs; unrelated." - }, - { - "left": "pull_request:47301", - "right": "pull_request:47305", - "accept": false, - "reason": "MTP docs vs pipeline streaming docs; separate documentation topics." + "reason": "wav2vec2 SDPA dispatch and MTP docs are unrelated." }, { "left": "pull_request:47253", "right": "pull_request:47294", "accept": false, - "reason": "Tensor-parallel validation vs kernel-native causal_conv1d functions; unrelated." + "reason": "Tensor-parallel lm_head validation and causal_conv1d kernel helpers are unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47113", "accept": false, - "reason": "num_labels typing fix vs audio feature/proc requirements fix; unrelated." + "reason": "Configuration property typing and audio requirements fixes are unrelated." }, { "left": "pull_request:47275", - "right": "pull_request:47304", + "right": "pull_request:47302", "accept": false, - "reason": "EfficientViTSam model support vs MPS graph-cache docs; unrelated." + "reason": "EfficientViT-SAM model support and tokenizer fallback docs are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47311", "accept": false, - "reason": "Qwen3-TTS model support vs Gemma4 expectations on H100; unrelated." + "reason": "Qwen3-TTS model support and H100 test expectations are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-TTS model support vs MTP docs; unrelated." + "reason": "Qwen3-TTS model support and MTP docs are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47181", "accept": false, - "reason": "Qwen3-TTS model support vs Cosmos3 Edge model support; different model additions." + "reason": "Qwen3-TTS model support and Cosmos3 Edge model support are different changes." }, { "left": "pull_request:46376", "right": "pull_request:47198", "accept": false, - "reason": "Continuous batching multimodal support vs GPT backend fixes; unrelated." + "reason": "Continuous batching multimodal work and GPT backend fixes are unrelated." }, { "left": "pull_request:47078", "right": "pull_request:47243", "accept": false, - "reason": "Japanese docs wording vs Executorch exporter fixes; unrelated." + "reason": "Japanese doc wording cleanup and exporter fixes are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47082", + "accept": false, + "reason": "num_labels typing change and RoMa model support are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47304", + "accept": false, + "reason": "Audio requirements fixes and Apple Silicon docs are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 model addition vs DINO modernization/export changes; unrelated model additions." + "reason": "Two unrelated model additions; no shared bug or change request." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47291", + "accept": false, + "reason": "RoPE test updates and continuous batching config deprecation are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47302", + "accept": false, + "reason": "Config typing change and tokenizer fallback docs are unrelated." + }, + { + "left": "pull_request:47243", + "right": "pull_request:47294", + "accept": false, + "reason": "Exporter flattening fixes and causal_conv1d kernel integration are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Molmo2 model support and Japanese doc wording cleanup are unrelated." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47291", + "accept": false, + "reason": "Packed SDPA attention routing and continuous batching config deprecation are different changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47301", + "accept": false, + "reason": "Finegrained FP8 runtime changes and MTP docs are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47298", + "accept": false, + "reason": "CohereASR loss fix and MI450 image-loading fallback changes are unrelated." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47306", + "accept": false, + "reason": "Kernel integration work and Neuron experiment scripts are unrelated." }, { "left": "pull_request:47113", - "right": "pull_request:47304", + "right": "pull_request:47175", "accept": false, - "reason": "Audio requirements fix vs MPS graph-cache docs; unrelated." + "reason": "Audio requirements fixes and Olmo3 CI expectation changes are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47243", + "accept": false, + "reason": "Audio requirements fixes and exporter fixes are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47302", + "accept": false, + "reason": "Step-3.7 model tooling and tokenizer fallback docs are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47275", + "accept": false, + "reason": "Audio requirements fixes and EfficientViT-SAM model support are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47275", + "accept": false, + "reason": "Step-3.7 Flash tooling and EfficientViT-SAM model support are unrelated." } ] }, @@ -23660,8 +23833,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-77", + "cluster_id": "cluster-40546-75", "nodes": [ + "pull_request:40546", "pull_request:41855", "pull_request:42668", "pull_request:43251", @@ -23685,47 +23859,32 @@ "pull_request:47003", "pull_request:47069", "pull_request:47077", - "pull_request:47078", "pull_request:47090", - "pull_request:47113", + "pull_request:47096", "pull_request:47143", "pull_request:47163", "pull_request:47166", "pull_request:47173", "pull_request:47175", - "pull_request:47178", "pull_request:47181", "pull_request:47184", "pull_request:47198", "pull_request:47210", "pull_request:47216", "pull_request:47243", - "pull_request:47275", + "pull_request:47253", "pull_request:47291", "pull_request:47292", - "pull_request:47294", - "pull_request:47298", "pull_request:47301", "pull_request:47302", "pull_request:47304", "pull_request:47306", - "pull_request:47311" + "pull_request:47311", + "pull_request:47318" ], "soft_pairs": [ - "pull_request:47069|pull_request:47302", - "pull_request:47243|pull_request:47294", - "pull_request:43451|pull_request:47078", - "pull_request:47210|pull_request:47291", - "pull_request:46957|pull_request:47301", - "pull_request:47294|pull_request:47306", - "pull_request:46895|pull_request:47298", - "pull_request:47113|pull_request:47175", - "pull_request:47113|pull_request:47243", - "pull_request:46658|pull_request:47302", - "pull_request:47113|pull_request:47275", - "pull_request:46658|pull_request:47275", "pull_request:47069|pull_request:47175", - "pull_request:47178|pull_request:47298", + "pull_request:47306|pull_request:47318", "pull_request:46658|pull_request:46895", "pull_request:46957|pull_request:47302", "pull_request:43451|pull_request:46957", @@ -23755,6 +23914,7 @@ "pull_request:47301|pull_request:47302", "pull_request:47184|pull_request:47292", "pull_request:47301|pull_request:47304", + "pull_request:47077|pull_request:47304", "pull_request:46658|pull_request:46836", "pull_request:47210|pull_request:47301", "pull_request:47003|pull_request:47243", @@ -23762,8 +23922,8 @@ "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", "pull_request:46509|pull_request:47181", - "pull_request:46509|pull_request:47163", "pull_request:46376|pull_request:46509", + "pull_request:46509|pull_request:47163", "pull_request:47163|pull_request:47292", "pull_request:46376|pull_request:47181", "pull_request:47216|pull_request:47301", @@ -23771,376 +23931,305 @@ "pull_request:47143|pull_request:47181", "pull_request:46376|pull_request:47143", "pull_request:46509|pull_request:46836", - "pull_request:46836|pull_request:47143", "pull_request:46509|pull_request:47301", "pull_request:46376|pull_request:47301", - "pull_request:47077|pull_request:47304", + "pull_request:46836|pull_request:47143", "pull_request:47163|pull_request:47181", + "pull_request:46376|pull_request:47163", "pull_request:47181|pull_request:47301", "pull_request:47163|pull_request:47311", "pull_request:46658|pull_request:47143", + "pull_request:47143|pull_request:47163", "pull_request:47198|pull_request:47301", "pull_request:47198|pull_request:47311", - "pull_request:47143|pull_request:47163" + "pull_request:47181|pull_request:47198", + "pull_request:47181|pull_request:47311", + "pull_request:46376|pull_request:47311", + "pull_request:47143|pull_request:47301", + "pull_request:43451|pull_request:47243", + "pull_request:43451|pull_request:47291", + "pull_request:47096|pull_request:47291", + "pull_request:47253|pull_request:47306", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47175", + "pull_request:47096|pull_request:47175", + "pull_request:47166|pull_request:47311", + "pull_request:47184|pull_request:47311" ], - "prepared_review_unit_hash": "685fe130b02d5797bd1ed01a361831462876bd4c94673597b92b1937e800ea4e", + "prepared_review_unit_hash": "68a7ff2789a14ea556c71c855171ac4aebe0a620d9c3cd6373fd06f9521112b4", "component_budget": { - "node_count": 77, - "item_count": 77, - "soft_pair_count": 221, - "serialized_chars": 268109, - "estimated_input_tokens": 67028, - "estimated_eval_tokens": 134312 + "node_count": 75, + "item_count": 75, + "soft_pair_count": 217, + "serialized_chars": 263464, + "estimated_input_tokens": 65866, + "estimated_eval_tokens": 131988 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 70, - "serialized_chars": 135205, - "estimated_input_tokens": 33802, - "estimated_eval_tokens": 67860 + "node_count": 46, + "item_count": 46, + "soft_pair_count": 72, + "serialized_chars": 129073, + "estimated_input_tokens": 32269, + "estimated_eval_tokens": 64794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: docs updates, model additions, test expectation tweaks, and exporter/runtime changes. The only true duplicate family is the CohereASR training-loss double-shift fix (46895/46958/47090); the rest are superficial similarities across unrelated changes.", - "confidence": 0.95, + "summary": "Most items are unrelated feature PRs or test/docs tweaks. The only clear duplicate set is the CohereASR training-loss double-shift fixes; 47090 is the best representative and canonical PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present. Among PRs, 47090 is the best canonical representative of the only real duplicate subcluster: it has the clearest description of the CohereASR double-shift bug, targets the same issue as the other CohereASR PRs, and reads like the most complete final fix.", + "canonical_pr_reason": "PR 47090 is the cleanest and most explicit fix for the CohereASR double-shift bug, with the clearest explanation and the same target/files as the earlier variants.", "best_issue_reason": null, - "best_pr_reason": "47090 is the strongest global representative because it is the clearest, most explicit version of the only genuine duplicate cluster in this set, with direct code-path explanation and an explicit issue link.", + "best_pr_reason": "PR 47090 best represents the duplicate CohereASR loss bug: it directly addresses the right-shift issue, preserves loss reduction behavior, and supersedes the earlier variants.", "soft_edge_verdicts": [ - { - "left": "pull_request:47069", - "right": "pull_request:47302", - "accept": false, - "reason": "Both are docs-only, but one is API behavior and the other is tokenizers fallback wording; not the same change." - }, - { - "left": "pull_request:47243", - "right": "pull_request:47294", - "accept": false, - "reason": "Both touch exporter/integration plumbing, but they fix different features and code paths (ExecuTorch vs kernel-native causal_conv1d)." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47078", - "accept": false, - "reason": "Unrelated model-add docs/translation work; different models and scopes." - }, - { - "left": "pull_request:47210", - "right": "pull_request:47291", - "accept": false, - "reason": "SDPA packed-row attention vs generation config deprecation; no shared bug or change." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47301", - "accept": false, - "reason": "Finegrained FP8 decode optimization is unrelated to MTP docs." - }, - { - "left": "pull_request:47294", - "right": "pull_request:47306", - "accept": false, - "reason": "Distinct kernel/runtime and experiment script changes; not mergeable as one fix." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47298", - "accept": false, - "reason": "CohereASR training-loss fix vs image loading fallback on MI450; unrelated code paths." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47175", - "accept": false, - "reason": "Both are test expectation updates, but for unrelated models and failures." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47243", - "accept": false, - "reason": "Audio feature/proc requirement fixes vs exporter fixes; no common underlying bug." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47302", - "accept": false, - "reason": "Step3.7 model conversion/build work is unrelated to tokenizer docs wording." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47275", - "accept": false, - "reason": "Audio requirements fixes vs adding a new vision model; unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47275", - "accept": false, - "reason": "New model creation for different models; only broad similarity, not same change." - }, { "left": "pull_request:47069", "right": "pull_request:47175", "accept": false, - "reason": "num_labels typing/doc fix vs Olmo3 CI expectations; unrelated." + "reason": "Unrelated config typing change vs. OLMo3 XPU test expectation update." }, { - "left": "pull_request:47178", - "right": "pull_request:47298", + "left": "pull_request:47306", + "right": "pull_request:47318", "accept": false, - "reason": "SigLIP path fix vs MI450 image-loader fallback; different subsystems." + "reason": "Completely different areas: Neuron experiment scripts vs flash-attn fallback test helper." }, { "left": "pull_request:46658", "right": "pull_request:46895", "accept": false, - "reason": "Step3.7 model creation vs CohereASR loss fix; unrelated." + "reason": "Step 3.7 model build/conversion work is unrelated to CohereASR loss handling." }, { "left": "pull_request:46957", "right": "pull_request:47302", "accept": false, - "reason": "FP8 decode optimization vs docs wording; no shared code path." + "reason": "Different changes: finegrained FP8 decode kernel selection vs tokenizer docs formatting." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Model addition vs inference decode optimization; not the same underlying change." + "reason": "Molmo2 model addition and FP8 kernel changes are unrelated subsystem work." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer methods vs ExecuTorch export tests; unrelated." + "reason": "Tokenizer method additions vs ExecuTorch dynamic-shape test are not the same bug." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods vs MobileLLM model addition; unrelated." + "reason": "Mistral tokenizer API additions and MobileLLM model addition are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs MobileLLM model addition; different scope." + "reason": "Processor auto-loading robustness and MobileLLM model addition are different changes." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "ExecuTorch dynamic-shape tests vs MTP docs; no common bug." + "reason": "ExecuTorch dynamic-shape testing and assisted decoding docs do not fix the same issue." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs config-resolution fix; unrelated." + "reason": "New MobileLLM model support vs config annotation-order fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests vs layrnorm->layernorm renaming; different problems." + "reason": "Mistral4 test/backend fixes are unrelated to the layrnorm rename cleanup." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export tests vs Mistral4 test fix; different models and bugs." + "reason": "ExecuTorch export tests and Mistral4 test/backend fixes are different problems." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition vs Falcon output-collection refactor; unrelated." + "reason": "MobileLLM model addition and Falcon output-collection refactor are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "cross-entropy kwargs fix vs MobileLLM model addition; unrelated." + "reason": "Cross-entropy kwargs forwarding and MobileLLM model addition are different changes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests vs TDT loss kernel integration; different feature areas." + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export tests vs MobileLLM addition; unrelated." + "reason": "Dynamic-shape ExecuTorch tests and MobileLLM model addition do not share the same code-path bug." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "cross-entropy kwargs fix and Mistral4 tests are unrelated." + "reason": "Cross-entropy kwargs fix and Mistral4 fixes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 backend/test work is unrelated to cls.config resolution ordering." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-interface refactor vs model-creation skill; unrelated." + "reason": "Falcon output-interface refactor and model-creation skill PR are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs model-creation skill; no shared code path." + "reason": "Mistral4 test fixes are unrelated to the model-creation skill draft." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs a repo skill/configuration PR; unrelated." + "reason": "MobileLLM model support and model-creation skill draft are not the same change." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift fix in the same files and same issue target." + "reason": "Both fix the same CohereASR double-shift training-loss bug in the same files and target the same issue." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift bug; the diffs are alternative implementations of the same fix." + "reason": "Same CohereASR loss-shift bug, same code path, and same issue target; 47090 is the cleaner later variant." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same underlying CohereASR loss bug, same files, same issue target." + "reason": "Both are variants of the same CohereASR double-shift loss fix and would plausibly merge into one PR." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Both adjust XPU test expectations, but for different model test suites and different failures." + "reason": "Both are XPU-related test updates, but they touch different models and different underlying failures." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Different test files and models; only broad XPU/test similarity." + "reason": "Both adjust tests for accelerator-specific behavior, but they are different test suites and not the same bug." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "Both are CI/test expectation updates, but they address unrelated model behaviors." + "reason": "Different model test expectation updates; no shared concrete bug." }, { "left": "pull_request:47301", "right": "pull_request:47302", "accept": false, - "reason": "MTP docs and tokenizer-backend docs are unrelated documentation changes." + "reason": "Assisted-decoding docs vs tokenizer backend docs are unrelated documentation changes." }, { "left": "pull_request:47184", "right": "pull_request:47292", "accept": false, - "reason": "Different model tests; not the same bug or fix." + "reason": "Different test files for different models; only broadly similar XPU maintenance." }, { "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "Assisted decoding docs vs MPS graph cache docs; unrelated." + "reason": "Different docs-only updates for unrelated features." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", - "accept": false, - "reason": "Different new-model PRs; similar scale, not the same model or change." - }, - { - "left": "pull_request:47198", - "right": "pull_request:47301", + "left": "pull_request:47077", + "right": "pull_request:47304", "accept": false, - "reason": "vLLM backend fixes vs MTP docs; unrelated." + "reason": "Japanese DistilBERT docs translation and MPS graph cache docs are unrelated." }, { - "left": "pull_request:47198", - "right": "pull_request:47311", + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "GPTBigCode/GPTNeoX backend fixes vs Gemma4 test expectations; unrelated." + "reason": "Step 3.7 flash model work and Unlimited OCR model addition are separate model integrations." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:47210", + "right": "pull_request:47301", "accept": false, - "reason": "NeuCodec model support vs paged-attention XPU tests; unrelated." + "reason": "Packed SDPA implementation and MTP docs are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "Both are exporter-related, but OpenVINO exporter and ExecuTorch exporter fixes are distinct code paths and should not be merged together." + "reason": "OpenVINO exporter addition and ExecuTorch exporter fixes are different exporter backends and different bugs." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Nemotron Omni vs NeuCodec model additions; unrelated." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47181", - "accept": false, - "reason": "Nemotron Omni and Cosmos3 Edge are different model additions." + "reason": "Nemotron Omni model support and NeuCodec model support are different additions." }, { "left": "pull_request:46376", "right": "pull_request:46509", "accept": false, - "reason": "Continuous batching multimodal support vs Nemotron Omni model support; unrelated." + "reason": "Continuous batching multimodal support and Nemotron Omni model support are different changes." }, { - "left": "pull_request:46376", - "right": "pull_request:47181", + "left": "pull_request:46509", + "right": "pull_request:47163", "accept": false, - "reason": "Continuous batching changes vs Cosmos3 Edge model support; unrelated." + "reason": "Model support PR vs paged-attention XPU test PR; no same underlying bug." }, { - "left": "pull_request:47216", - "right": "pull_request:47301", + "left": "pull_request:46376", + "right": "pull_request:47143", "accept": false, - "reason": "Compressed-tensors quantization docs/code vs MTP docs; unrelated." + "reason": "Continuous batching multimodal support and NeuCodec addition are unrelated." }, { - "left": "pull_request:43451", + "left": "pull_request:46509", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 and Unlimited OCR are different model additions." + "reason": "Nemotron Omni addition and Unlimited OCR integration are different model PRs." }, { - "left": "pull_request:47143", - "right": "pull_request:47181", + "left": "pull_request:46509", + "right": "pull_request:47301", "accept": false, - "reason": "NeuCodec and Cosmos3 Edge are separate model additions with different codebases." + "reason": "Nemotron Omni model support and MTP docs support are unrelated." }, { "left": "pull_request:46376", - "right": "pull_request:47143", - "accept": false, - "reason": "Continuous batching multimodal support vs NeuCodec model support; unrelated." - }, - { - "left": "pull_request:46509", - "right": "pull_request:46836", + "right": "pull_request:47301", "accept": false, - "reason": "Nemotron Omni vs Unlimited OCR; different model additions." + "reason": "Continuous batching multimodal support and MTP docs are unrelated." }, { "left": "pull_request:46836", @@ -24149,64 +24238,76 @@ "reason": "Unlimited OCR and NeuCodec are different model additions." }, { - "left": "pull_request:46509", - "right": "pull_request:47301", + "left": "pull_request:47163", + "right": "pull_request:47181", "accept": false, - "reason": "Nemotron Omni model PR vs docs for MTP; unrelated." + "reason": "Paged-attention XPU tests and Cosmos3 Edge model support are unrelated." }, { "left": "pull_request:46376", + "right": "pull_request:47311", + "accept": false, + "reason": "Continuous batching multimodal support and Gemma4 H100 expectation tweaks are unrelated." + }, + { + "left": "pull_request:47143", "right": "pull_request:47301", "accept": false, - "reason": "Continuous batching multimodal support vs MTP docs; unrelated." + "reason": "NeuCodec model support and MTP docs are unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47304", + "left": "pull_request:43451", + "right": "pull_request:47243", "accept": false, - "reason": "Japanese DistilBERT translation vs MPS graph cache docs; unrelated." + "reason": "Molmo2 model addition and ExecuTorch exporter fixes are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47181", + "left": "pull_request:43451", + "right": "pull_request:47291", "accept": false, - "reason": "Paged-attention XPU test support vs Cosmos3 Edge model support; unrelated." + "reason": "Molmo2 model addition and CB config deprecation are unrelated." }, { - "left": "pull_request:47181", - "right": "pull_request:47301", + "left": "pull_request:47096", + "right": "pull_request:47291", "accept": false, - "reason": "Cosmos3 Edge model support vs MTP docs; unrelated." + "reason": "Kimi exportability fixes and CB config deprecation are different areas." }, { - "left": "pull_request:47163", - "right": "pull_request:47311", + "left": "pull_request:47253", + "right": "pull_request:47306", "accept": false, - "reason": "Paged-attention XPU tests vs Gemma4 H100 expectations; unrelated." + "reason": "Tensor-parallel LM head support and Neuron experiment scripts are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Step3.7 Flash model build/conversion vs NeuCodec model support; unrelated." + "reason": "VibeVoice integration and Molmo2 model addition are separate new-model PRs." }, { - "left": "pull_request:47198", - "right": "pull_request:47301", + "left": "pull_request:43451", + "right": "pull_request:47175", "accept": false, - "reason": "GPTBigCode/GPTNeoX backend fixes vs docs for MTP; unrelated." + "reason": "Molmo2 model addition and OLMo3 CI expectation updates are unrelated." }, { - "left": "pull_request:47198", + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability work and OLMo3 CI tweaks do not fix the same issue." + }, + { + "left": "pull_request:47166", "right": "pull_request:47311", "accept": false, - "reason": "Backend fixes for GPTBigCode/GPTNeoX vs Gemma4 test expectations; unrelated." + "reason": "Different XPU/test updates for different models; no shared bug." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:47184", + "right": "pull_request:47311", "accept": false, - "reason": "NeuCodec model support vs paged-attention test additions; unrelated." + "reason": "Different accelerator-specific test maintenance, not the same underlying issue." } ] }, @@ -24228,285 +24329,198 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-77", + "cluster_id": "cluster-40546-75", "nodes": [ - "pull_request:40546", "pull_request:43451", - "pull_request:46196", - "pull_request:46376", "pull_request:46509", "pull_request:46658", "pull_request:47003", "pull_request:47096", "pull_request:47143", "pull_request:47163", - "pull_request:47166", - "pull_request:47175", "pull_request:47181", - "pull_request:47184", - "pull_request:47198", - "pull_request:47243", - "pull_request:47253", - "pull_request:47291", "pull_request:47298", - "pull_request:47301", "pull_request:47306", - "pull_request:47311" + "pull_request:47311", + "pull_request:47313" ], "soft_pairs": [ - "pull_request:46196|pull_request:47143", - "pull_request:47181|pull_request:47198", - "pull_request:47181|pull_request:47311", - "pull_request:46376|pull_request:47311", - "pull_request:43451|pull_request:47311", - "pull_request:47143|pull_request:47301", - "pull_request:43451|pull_request:47243", - "pull_request:43451|pull_request:47291", - "pull_request:47096|pull_request:47291", - "pull_request:47253|pull_request:47306", - "pull_request:40546|pull_request:43451", - "pull_request:43451|pull_request:47175", - "pull_request:47096|pull_request:47175", - "pull_request:47166|pull_request:47311", - "pull_request:47184|pull_request:47311", "pull_request:43451|pull_request:46658", "pull_request:47181|pull_request:47306", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", "pull_request:43451|pull_request:46509", + "pull_request:43451|pull_request:47311", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47313", + "pull_request:47096|pull_request:47313", "pull_request:43451|pull_request:47298", "pull_request:47096|pull_request:47298", - "pull_request:43451|pull_request:47306", + "pull_request:47003|pull_request:47313", "pull_request:47003|pull_request:47298", + "pull_request:47298|pull_request:47313", "pull_request:47096|pull_request:47143", - "pull_request:47003|pull_request:47143", "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47313", "pull_request:47143|pull_request:47298", - "pull_request:47163|pull_request:47298" + "pull_request:47163|pull_request:47313" ], - "prepared_review_unit_hash": "722123c35e222d5c18707b53911b31714cb5d2b467de6d6213a56943c9add8ba", + "prepared_review_unit_hash": "45ce1aa0a8ed1afc7b35b3c88997972251df2db3e6b54f101ac2629cda06ae54", "component_budget": { - "node_count": 77, - "item_count": 77, - "soft_pair_count": 221, - "serialized_chars": 268109, - "estimated_input_tokens": 67028, - "estimated_eval_tokens": 134312 + "node_count": 75, + "item_count": 75, + "soft_pair_count": 217, + "serialized_chars": 263464, + "estimated_input_tokens": 65866, + "estimated_eval_tokens": 131988 }, "budget": { - "node_count": 22, - "item_count": 22, - "soft_pair_count": 32, - "serialized_chars": 62806, - "estimated_input_tokens": 15702, - "estimated_eval_tokens": 31660 + "node_count": 12, + "item_count": 12, + "soft_pair_count": 21, + "serialized_chars": 36841, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated model-addition PRs, exporter/backend work, CI/test expectation updates, and docs-only changes. No soft edge pair looks like the same concrete bug or change.", - "confidence": 0.98, + "summary": "This cluster is heterogeneous: it mixes unrelated model-addition PRs, exporter work, tests, and a DeepGEMM fix. None of the soft-edge pairs look like the same underlying change or a plausible single merged PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR really fits this cluster because the PRs are unrelated; if one must be picked as the best representative, #43451 is the most complete standalone model-integration PR (code, tests, docs, auto-mapping).", + "canonical_pr_reason": "PR 43451 is the broadest representative of the repeated \u201cadd new model support\u201d pattern (docs, auto mappings, model package, tests), so it is the best anchor only as a cluster representative\u2014not because it duplicates the others.", "best_issue_reason": null, - "best_pr_reason": "#43451 is the strongest standalone PR in the set: it adds a full model package with supporting docs, tests, and integration wiring, making it the most representative item if a single PR must anchor the cluster.", + "best_pr_reason": "PR 43451 is the clearest exemplar of the cluster\u2019s dominant shape (new model integration with docs/tests/registration). The rest are different subsystems or different models, so this is only a representative choice.", "soft_edge_verdicts": [ { - "left": "pull_request:46196", - "right": "pull_request:47143", - "accept": false, - "reason": "Both are model-support PRs, but for different models and different changes (SDPA dispatch vs adding NeuCodec); not the same underlying fix." - }, - { - "left": "pull_request:47181", - "right": "pull_request:47198", + "left": "pull_request:43451", + "right": "pull_request:46658", "accept": false, - "reason": "Cosmos3 Edge model support is unrelated to GPTBigCode/GPTNeoX vLLM backend fixes; different code paths and goals." + "reason": "Molmo2 model support vs Step-3.7 build/convert tooling; different codepaths and deliverables." }, { "left": "pull_request:47181", - "right": "pull_request:47311", - "accept": false, - "reason": "Cosmos3 Edge model support and Gemma4 test expectation updates are unrelated." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47311", + "right": "pull_request:47306", "accept": false, - "reason": "Continuous batching multimodal support is a broad runtime feature; Gemma4 CI expectation tweaks are just test updates, not the same change." + "reason": "Cosmos3 Edge model integration vs Neuron LoRA finetuning experiment script; unrelated functionality." }, { "left": "pull_request:43451", - "right": "pull_request:47311", - "accept": false, - "reason": "Molmo2 model integration is unrelated to Gemma4 H100 expectation changes." - }, - { - "left": "pull_request:47143", - "right": "pull_request:47301", + "right": "pull_request:47143", "accept": false, - "reason": "NeuCodec model support and MTP docs are distinct features with no shared code-path bug." + "reason": "Different model integrations (Molmo2 vs NeuCodec) with distinct files, tests, and APIs." }, { "left": "pull_request:43451", - "right": "pull_request:47243", + "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 support is unrelated to Executorch exporter fixes." + "reason": "Molmo2 support vs a small paged-attention XPU test update; not the same bug or feature." }, { "left": "pull_request:43451", - "right": "pull_request:47291", - "accept": false, - "reason": "Molmo2 model support and CB config deprecation are different areas and changes." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47291", - "accept": false, - "reason": "Exportable Kimi and continuous-batching config deprecation are unrelated PRs." - }, - { - "left": "pull_request:47253", - "right": "pull_request:47306", - "accept": false, - "reason": "Tensor-parallel head sharding validation and Neuron LoRA experimentation are not the same change." - }, - { - "left": "pull_request:40546", - "right": "pull_request:43451", + "right": "pull_request:46509", "accept": false, - "reason": "VibeVoice and Molmo2 are different model integrations; same broad subsystem only, not the same PR-worthy fix." + "reason": "Molmo2 vs Nemotron Omni support; separate model additions." }, { "left": "pull_request:43451", - "right": "pull_request:47175", - "accept": false, - "reason": "Molmo2 integration and Olmo3 CI expectation updates are unrelated." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47175", - "accept": false, - "reason": "Exportable Kimi fixes and Olmo3 CI updates do not target the same code path." - }, - { - "left": "pull_request:47166", "right": "pull_request:47311", "accept": false, - "reason": "Quantization test expectation adjustments are unrelated to Gemma4 H100 expectations." - }, - { - "left": "pull_request:47184", - "right": "pull_request:47311", - "accept": false, - "reason": "Accelerator test decorator cleanup is unrelated to Gemma4 image-output expectation changes." + "reason": "Molmo2 model support vs a test expectation tweak for Gemma4 on H100; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46658", - "accept": false, - "reason": "Molmo2 integration and Step-3.7 Flash checkpoint conversion are different model additions." - }, - { - "left": "pull_request:47181", - "right": "pull_request:47306", - "accept": false, - "reason": "Cosmos3 Edge support and Neuron experiments have no shared underlying bug or change." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47143", - "accept": false, - "reason": "Molmo2 and NeuCodec are separate model integrations." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47163", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 support and XPU paged-attention test coverage are unrelated." + "reason": "Model addition vs exporter/Kimi exportability changes; different underlying change." }, { "left": "pull_request:43451", - "right": "pull_request:46509", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 and Nemotron Omni are separate model integrations." + "reason": "Molmo2 model support vs OpenVINO exporter infrastructure; different feature area." }, { - "left": "pull_request:43451", + "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 integration is unrelated to Kimi exportability fixes." + "reason": "OpenVINO exporter implementation vs Kimi exporter support; same broad exporter subsystem but different concrete changes." }, { "left": "pull_request:43451", - "right": "pull_request:47003", + "right": "pull_request:47313", "accept": false, - "reason": "Molmo2 model addition and OpenVINO exporter support are different changes, even though both touch docs/auto-registration." + "reason": "Molmo2 support vs DeepGEMM SM90 layout fix; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:47096", + "right": "pull_request:47313", "accept": false, - "reason": "OpenVINO exporter work and Exportable Kimi are distinct exporter/model changes, not one concrete fix." + "reason": "Kimi exportability changes vs DeepGEMM kernel layout fix; no shared bug/change." }, { - "left": "pull_request:47003", + "left": "pull_request:43451", "right": "pull_request:47298", "accept": false, - "reason": "OpenVINO exporter support and MI450 image fallback fixes address unrelated issues." + "reason": "Molmo2 model support vs image decoding fallback for MI450 failures; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47298", "accept": false, - "reason": "Exportable Kimi fixes and MI450 image decoding fallbacks are unrelated." + "reason": "Exporter/Kimi work vs image utility fallback for ROCm/MI450; different code paths." }, { - "left": "pull_request:43451", - "right": "pull_request:47306", + "left": "pull_request:47003", + "right": "pull_request:47313", "accept": false, - "reason": "Molmo2 model integration and Neuron LoRA experiment scripts are unrelated." + "reason": "OpenVINO exporter vs DeepGEMM padding behavior on SM90; separate domains." }, { "left": "pull_request:47003", - "right": "pull_request:47143", + "right": "pull_request:47298", "accept": false, - "reason": "OpenVINO exporter support and NeuCodec model support are unrelated." + "reason": "OpenVINO exporter vs image decoding fallback; unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47143", + "left": "pull_request:47298", + "right": "pull_request:47313", "accept": false, - "reason": "Exportable Kimi fixes and NeuCodec support are different model/exporter changes." + "reason": "Image decoding fallback vs DeepGEMM layout fix; different subsystems and failure modes." }, { - "left": "pull_request:47003", - "right": "pull_request:47175", + "left": "pull_request:47096", + "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter support and Olmo3 CI expectation updates are not the same underlying change." + "reason": "Kimi exporter enablement vs NeuCodec model addition; unrelated changes." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi exportability fixes and paged-attention XPU test updates are unrelated." + "reason": "Kimi exporter changes vs paged-attention XPU test support; not the same underlying issue." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47313", + "accept": false, + "reason": "NeuCodec model support vs DeepGEMM SM90 fix; no overlap beyond general library maintenance." }, { "left": "pull_request:47143", "right": "pull_request:47298", "accept": false, - "reason": "NeuCodec model support and MI450 image-loading fallback fixes are unrelated." + "reason": "NeuCodec model support vs MI450 image-loading fallback; different features." }, { "left": "pull_request:47163", - "right": "pull_request:47298", + "right": "pull_request:47313", "accept": false, - "reason": "Paged-attention XPU test additions do not address the MI450 image-decoding issue." + "reason": "Paged-attention XPU test update vs DeepGEMM padding/layout fix; unrelated." } ] }, @@ -24536,7 +24550,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "20629b17d74b6890a9acb5266e99db727ea3ba4210670957634a0332d560b3d9", + "prepared_review_unit_hash": "451d31f104d858f9beb7be5ef442e98458843bb2590f5e48b25649834e4ce8e5", "component_budget": { "node_count": 2, "item_count": 2, @@ -24558,18 +24572,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, files, and code paths.", - "confidence": 0.99, + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR among these two; they are unrelated feature PRs for different model families and should not be merged into one duplicate cluster.", + "canonical_pr_reason": "No canonical PR for this cluster: the PRs target different code paths, different models, and different user-facing capabilities, so there is no single underlying change to deduplicate around.", "best_issue_reason": null, - "best_pr_reason": "If forced to pick a representative, PR #41224 is slightly better as a cluster anchor because it is the more mature, well-discussed change, but it is not a duplicate of #40755.", + "best_pr_reason": "Neither PR is a good duplicate target for the other. If a representative must be chosen, PR 40755 is slightly more substantial and self-contained, but it still does not serve as a canonical match for PR 41224.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and concrete changes (TimesFM covariates vs DINOv3 image classification); no shared bug or mergeable code-path fix." + "reason": "Different model domains and changes: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not fix the same bug or implement the same change, and would not be merged into one PR." } ] }, @@ -24662,7 +24676,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "7b1e67612bee70313f686902e45c7779356a379b16b83cf93372e4b6dc83ed68", + "prepared_review_unit_hash": "9918c4b3497e98547ae7ad92bebf4cee12bc9b79eab633e03c9814322a7356f6", "component_budget": { "node_count": 2, "item_count": 2, @@ -24684,18 +24698,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions versions across workflow files, but they target different action families and different maintenance goals, so they do not look like duplicates of the same change.", - "confidence": 0.86, + "summary": "These are related GitHub Actions maintenance PRs, but they fix different action-version upgrades in different workflow groups, so they are not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:42975 is the broader workflow-maintenance PR and is the better anchor for this cluster, but it is still distinct from the other PR.", + "canonical_pr_reason": "PR #42975 is the better canonical representative because it is the broader, clearly scoped Actions compatibility update across many workflows, centered on Node 24-compatible action versions.", "best_issue_reason": null, - "best_pr_reason": "pull_request:42975 best represents the cluster because it spans many workflow files and is explicitly about Node 24 compatibility, making it the more general action-upgrade change.", + "best_pr_reason": "PR #42975 is the best fit for the cluster because it covers the widest set of workflow updates and has the clearest umbrella purpose, while #42976 is a narrower Docker action bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both PRs touch GitHub Actions workflow maintenance, but 42975 upgrades core workflow actions for Node 24 compatibility while 42976 upgrades docker/build-push-action and related versions. They affect different code paths and could be merged separately." + "reason": "Reject: both are workflow dependency bumps, but they change different actions and different code paths\u2014#42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action in Docker image workflows. They could not plausibly be merged into one single PR without becoming a mixed maintenance change." } ] }, @@ -24730,12 +24744,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "15408ef468c85dd56ab8ada8fa45f3e161e453aec0092b81a43bac8c5d26c929", + "prepared_review_unit_hash": "af658cbae01f02e459f297d66580d6daae4bab303ee5ffdef410ff5ab583dbc6", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24743,7 +24757,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24752,36 +24766,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are distinct model additions, not duplicates: ViT NEPA, Molmo, CTSM, and Step 3.7 Flash each introduce separate model families, configs, docs, and tests. The shared changes are mostly boilerplate registry/docs updates in the same subsystem, which is not enough to merge them as one underlying change.", + "summary": "These are four unrelated model-addition PRs that only overlap on standard integration plumbing (docs, auto-mapping, tests). They do not appear to fix the same bug or implement the same feature, so no soft-duplicate PR merges are justified.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No issue is present. Among the PRs, #45490 is the best cluster representative because it has the highest discussion/review activity and is a substantial model-addition change touching core model registration and related integrations; however, it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#45490 is the strongest single representative of the set: it is the most actively discussed PR and includes broad model/auto-registration work, making it the most central artifact if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations (ViT NEPA vs Molmo). They share docs/auto-registry boilerplate, but the added code paths, configs, processors, and tests are for different architectures." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-mapping filenames are generic integration churn, not the same underlying change or code-path fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions. Overlap in _toctree/auto-model registration is broad infrastructure, not evidence of the same bug or change." + "reason": "Different architectures and model packages (ViT NEPA vs CTSM). Overlap is limited to common registry/docs files, which is not enough to treat them as the same PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM add different model families with different filenames, modules, and tests. Shared auto-mapping/docs changes are too generic to treat as one duplicate PR." + "reason": "Molmo and CTSM are distinct model implementations with separate model-specific files and behavior; shared auto/docs changes are only broad subsystem overlap." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are separate model additions. Even though both touch auto mappings and docs, they target different concrete implementations and cannot plausibly be merged into one PR as a single fix/change." + "reason": "CTSM and Step3p7 are different model additions with different code paths. They both update auto-registration/docs, but do not plausibly merge into one concrete bug fix or feature." } ] }, @@ -24830,130 +24844,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "c4be873adda4e617c6f3e4f5d895778e2ecdbbbc808a2cad9f5c60a0fcdfb0c5", + "prepared_review_unit_hash": "b0b5bfb606bc2a2b17463263838d3b754623823cfc055ea8d4cad455ce37603e", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19595, - "estimated_input_tokens": 4899, - "estimated_eval_tokens": 10054 + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19595, - "estimated_input_tokens": 4899, - "estimated_eval_tokens": 10054 + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No issues are present; the only plausible duplicate PR pair is the two YOLOS fixes, which address the same device_map mismatch bug. The remaining PRs are unrelated or too broad/test-only to merge as duplicates.", - "confidence": 0.89, + "summary": "This cluster is mostly a set of unrelated PRs that happen to be superficially similar (test tweaks, CI plumbing, generation validation, FP8 loading, etc.). The only strong duplicate-like pair is the two YOLOS PRs, which both target the same device-mismatch issue in the same file and issue thread.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best representative: it fixes the concrete YOLOS forward-pass device mismatch directly and includes the split-module adjustment, making it the more complete change.", + "canonical_pr_reason": "pull_request:46922 is the best representative: it has the clearest concrete bug fix, the strongest issue linkage, and it subsumes the narrower YOLOS device-placement fix in pull_request:46886.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest standalone fix in this set because it targets the actual runtime bug path, not just a supporting routing/configuration tweak.", + "best_pr_reason": "pull_request:46922 is the most substantive and best-scoped PR in the cluster; the rest are either unrelated or too generic to serve as a stable canonical representative.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different scope; Whisper decode/test fix vs. CLIP/ViT test edits." + "reason": "Both are test-focused Whisper/CLIP/ViT cleanup PRs, but they touch different models and different test failures; no shared underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Unrelated code paths: Whisper tokenization vs. FP8 dequant/loading changes." + "reason": "Whisper tokenizer/test fix vs FP8 dequant/loading fix; completely different code paths and failure modes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer fix is unrelated to generation watermarking/config validation." + "reason": "Whisper test fix and generation watermarking validation fix are unrelated; only both are small correctness patches." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper decode logic and YOLOS device mismatch are unrelated bugs." + "reason": "Whisper decode/test changes are unrelated to YOLOS device-mismatch handling." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Test-only edits in CLIP/ViT do not match the CI/runtime integration fix in Phimoe." + "reason": "Both are test/infra-oriented, but one is model unit-test edits and the other is CI environment shimming; not the same bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Only shared theme is test files; the underlying bug/change is different." + "reason": "CLIP/ViT test edits do not match the FP8 loader/runtime fix; different subsystems and issues." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "No concrete code-path overlap beyond broad test changes." + "reason": "Model test tweaks vs generation config validation; no shared concrete defect." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different fix types; not the same underlying change." + "reason": "The CLIP/ViT test PR is unrelated to YOLOS runtime device placement." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading logic is unrelated to Phimoe CI/device-memory handling." + "reason": "FP8 quantization/dequantization changes and CI memory/device-map plumbing address different problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems and bugs; no shared concrete fix path." + "reason": "FP8 kernel/loading fix vs generation watermarking validation; unrelated code paths." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 quantization/dequantization changes are unrelated to YOLOS device placement." + "reason": "Both involve model internals, but the FP8 dequant issue is unrelated to YOLOS device mismatch." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation is unrelated to Phimoe integration test fixes." + "reason": "Generation config validation and CI model-job environment changes are different layers and not the same underlying bug." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different bug classes: generation config validation vs. YOLOS device mismatch." + "reason": "Generation watermarking validation does not overlap with YOLOS device placement or auto device_map behavior." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI RAM/device-map patching is not the same concrete bug as the YOLOS model fix." + "reason": "CI runner CPU-memory limiting/patching is unrelated to YOLOS model-side device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in the same file and issue; the patches are complementary and could be merged into one PR." + "reason": "Both target the same YOLOS device-mismatch issue in the same file and under the same issue target; 46922 extends the fix with the same code-path concern." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are grounded in the packet overall, and the only accepted soft pair (46886/46922) is a conservative mergeable duplicate on the same YOLOS device-mismatch bug. The other pair rejections are also reasonably supported. The summary is a bit terse, but not overstated enough to reject." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, 46886/46922, clearly looks like the same YOLOS bugfix family in the same file and issue thread, with 46922 subsuming the narrower fix. The other pair rejections are consistent with the diffs and do not overclaim overlap." }, "evaluator_used": true, "retried": false, @@ -24983,12 +24997,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "f2acfd5b96518fcec7423c7fcd5050e922d51c6e8a49641a76d7f104aed61b3e", + "prepared_review_unit_hash": "ff8058a9677d8976006f23f7be67ff721beb0b78e6a25b1fdd107bc5f38eb4bd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6347, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -24996,7 +25010,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6347, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -25005,30 +25019,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are all \"don't merge\"/CI-instrumentation style changes, but they target different code paths: one edits packaging/versioning and a Vit test, one rewrites several workflow/testing helper files, and one only changes a security-gate workflow trigger. They are not the same underlying bug or change set.", + "summary": "All three PRs are only superficially similar as '[don't merge]' repo/CI experiments; they do not appear to fix the same concrete bug or implement the same change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the broadest representative of the cluster, touching multiple workflow and testing-helper files; the others are narrower and clearly different changes rather than duplicates.", + "canonical_pr_reason": "No clear canonical PR: the three changes target different areas (packaging/test deps, self-comment CI/workflow plumbing, and PR security-gate workflow).", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best single representative because it spans the most CI/test infrastructure and is closest to the cluster\u2019s shared theme, even though the PRs are not true duplicates.", + "best_pr_reason": "PR 43532 is the broadest CI/workflow change and the closest central anchor for the superficial similarity, but it is still not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Unrelated changes: 43488 modifies setup/versioning plus a Vit test, while 46747 only switches a workflow trigger for the security gate." + "reason": "43488 changes setup/version/test dependencies, while 46747 only switches a security-gate workflow trigger; different code paths and goals." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They both touch testing-related files, but the actual changes differ: 43488 is packaging/version/dependency plus Vit test changes, while 43532 is workflow and notification/test-harness plumbing." + "reason": "43488 is a packaging/bot-format test PR, whereas 43532 rewires self-comment CI and related workflow utilities; the shared Vit test file is incidental." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "43532 rewrites several CI/comment workflow and helper files; 46747 only changes one workflow\u2019s event source. Same broad area, different concrete change." + "reason": "Both touch workflow files, but 43532 is about self-comment CI behavior and 46747 is about PR security-gate triggering; not the same concrete fix." } ] }, @@ -25058,12 +25072,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "aae5c272a805e9e1dcbb01b83f2680a6e8534677c63a4a8b9f7e9343aa453062", + "prepared_review_unit_hash": "aa5eedaa797a8586f2ebe52977fef8f3eb0929b20133ee7aafad3890a0d35e92", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25071,7 +25085,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25080,18 +25094,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are superficially similar pipeline additions, but they implement different features for different segmentation tasks and different model integrations, so they should not be treated as duplicates.", + "summary": "These are two separate feature PRs for different pipelines: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share scaffolding and documentation patterns, but they target different tasks, models, and test suites, so they should not be deduplicated.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation; they are different product changes, not one underlying fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate candidate for the other. Each is a standalone feature PR for a different pipeline and code path, so there is no single best representative for a duplicate cluster.", + "best_pr_reason": "No single canonical PR stands out because the two PRs implement different features. If forced to pick one representative, PR #43613 is slightly broader in model coverage, but it is not a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: despite shared documentation and pipeline scaffolding, these PRs add different pipelines with different targets and model/test files (concept segmentation vs visual segmentation), so they do not fix the same concrete problem." + "reason": "Different underlying changes: concept segmentation and visual segmentation are distinct pipelines with different model support and tests. Shared docs/registration files are boilerplate, not evidence of the same fix." } ] }, @@ -25121,7 +25135,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "b5be902a5ee36d4396ace0c78ca61b67a5fafc9f8765ca7e92ecfe6a0d27bb7b", + "prepared_review_unit_hash": "efaa921e64cbdda1a5ba3bffc63f1cdad89d202a33d2ccf9123abf2055057453", "component_budget": { "node_count": 2, "item_count": 2, @@ -25143,18 +25157,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related only by both editing `trainer.py` and enabling custom-trainer extensibility, but they fix different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They should not be clustered as duplicates.", + "summary": "These are two distinct Trainer PRs touching the same file but fixing different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the better canonical representative because it makes a concrete training-step behavior change in one place (`training_step`) around gradient accumulation loss scaling; PR 43663 addresses a separate input-column filtering hook.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the stronger representative of the cluster since it targets a specific runtime bug/behavior change, while PR 43663 is a different extensibility change in a separate preprocessing path.", + "best_pr_reason": "No true duplicate here; if a single PR must anchor the cluster, 43651 is the more direct bugfix-style change, but it is not a substitute for 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying problems: 43651 changes loss normalization during gradient accumulation, while 43663 adds an overrideable method for signature-based column filtering. Same file and broad trainer area, but not the same fix and not something that would plausibly be one PR." + "reason": "Different underlying code paths and behaviors: 43651 changes training loss scaling during gradient accumulation, while 43663 extracts signature-column computation for column filtering. Shared file alone is not enough to treat them as the same change." } ] }, @@ -25184,7 +25198,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "c5d78fcab392c51fd8e2b466d848ee2faad7eb260c59c1a8fec2fb21061219db", + "prepared_review_unit_hash": "cb4985a67e17b0ae13dbbe8dd73c66d9a4ef331e603d41703b494411a2c4b806", "component_budget": { "node_count": 2, "item_count": 2, @@ -25206,28 +25220,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs touch the same file and both involve annotation handling, but they fix different problems: 43656 is a broader `from __future__ import annotations`/typing cleanup, while 43842 specifically addresses the `TypeAdapter` import/NameError path when pydantic is absent. They should not be merged as duplicates on the available evidence.", - "confidence": 0.91, + "summary": "Both PRs appear to address the same import-time TypeAdapter NameError in src/transformers/cli/serve.py; 43842 is the narrower, more explicit fix, while 43656 includes broader typing cleanup.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the better canonical PR because it is the most targeted fix for the concrete `TypeAdapter` NameError path and makes the minimal code change needed for the pydantic-optional case.", + "canonical_pr_reason": "43842 is the more focused fix for the serve.py import-time NameError when pydantic is absent, with less unrelated typing churn.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative overall because it is narrowly scoped, directly tied to the runtime failure mode, and less likely to subsume unrelated typing cleanup than 43656.", + "best_pr_reason": "43842 is the best representative because it directly targets the runtime NameError and is the least invasive change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Reject: shared filename and annotation-adjacent changes are not enough to show the same underlying bugfix. 43656 adds `from __future__ import annotations` and broader typing cleanup, while 43842 explicitly imports `TypeAdapter` under `TYPE_CHECKING` and quotes one annotation for the pydantic-optional path; their explicit issue targets also differ." + "accept": true, + "reason": "Same concrete code path in src/transformers/cli/serve.py: both fix TypeAdapter annotation/import-time NameError behavior, just with different implementation styles." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject the soft-edge accept. The packet only shows shared filename/annotation-area similarity, not strong evidence that these two PRs are alternative implementations of the same bugfix. PR 43656 adds `from __future__ import annotations` plus broader typing cleanup; PR 43842 specifically imports `TypeAdapter` under `TYPE_CHECKING` and quotes one annotation for the pydantic-optional path. Their explicit issue targets also differ. This is too strong to mark as mergeable for the same bug without more direct evidence." + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch src/transformers/cli/serve.py and the diffs support the claim that they are alternative fixes for the same TypeAdapter import-time NameError. The characterization of 43842 as narrower and 43656 as broader typing cleanup is conservative, and the two changes look mergeable into a single PR for the same bugfix." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -25348,8 +25362,8 @@ "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", @@ -25413,286 +25427,244 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "ac9abf3e1213101936b6b685196a03f8f16dae58c9ac499344a7a37d5bbb9b27", + "prepared_review_unit_hash": "997579d6316225db5b458bf68587cef720fa877cb71d1cbe8b095cc4491bf260", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84509, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76942, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76945, + "estimated_input_tokens": 19237, + "estimated_eval_tokens": 38730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a theme cluster of model-specific output-tracing refactors, not one broad duplicate set. The only clear duplicate-like subgroup is GPT-J/CodeGen, plus a smaller GPT-Neo pair; the rest are separate model code paths and should stay split.", - "confidence": 0.78, + "summary": "This cluster is mostly a set of model-specific migrations to standardized output tracing (`capture_outputs` / `can_return_tuple`) under the same umbrella issue. Only same-model pairs in GPT-J and GPT-Neo look like true duplicates; the rest are parallel refactors in different code paths and should stay separate.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "44066 is the safest representative for the duplicate-like GPT-J/CodeGen subgroup because it spans both gptj and codegen and carries the shared issue target; the visible evidence does not justify calling 44722 definitively broader or more complete.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen duplicate family: it is a later, multi-file refactor of the same concrete output-tracing path and subsumes the near-duplicate GPT-J-only variants.", "best_issue_reason": null, - "best_pr_reason": "For triage, 44066 is the most defensible anchor among the overlapping GPT-J/CodeGen PRs, while 44722 is only a near-peer sibling from the visible diff rather than a clearly superior canonical merge point.", + "best_pr_reason": "PR 44722 best represents one real duplicate set in the cluster because it covers the same GPT-J/CodeGen tracing migration as the other accepted duplicates and is the most complete version of that concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same refactor style is not enough." + "reason": "Different models and code paths; same tracking issue alone is not enough to treat them as duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; same refactor style is not enough." + "reason": "Both are output-tracing refactors, but for unrelated model implementations, so they are not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in modeling_gptj.py; 44085 looks like a narrower variant of the same change." + "reason": "Both refactor the same GPT-J output-tracing code path, so they could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations; not the same underlying bug or change." + "reason": "Different model families and implementations; this is the same migration pattern, not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated model code paths." + "reason": "EfficientNet and GPT-J/CodeGen are different concrete code paths, so this is not a duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are unrelated model paths." + "reason": "Unrelated models; they share the umbrella refactor theme but not the same code-path change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are separate implementations." + "reason": "MobileNetV2 and DeBERTa are separate implementations; not the same underlying fix." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same model family and file set." + "reason": "GPT-J/CodeGen vs MGP-STR; same broad pattern, different concrete code path." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are unrelated implementations." + "reason": "These touch different model code paths, so they are not mergeable duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors for the same model code path and look mergeable as one PR." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model families." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations, despite similar refactor style." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "Different models and different code paths; same umbrella issue only." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different model-specific changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are separate model paths." + "reason": "ResNet and GPT-J are separate code paths; not duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model families." + "reason": "GPT-Neo and ResNet are different model implementations, so these should not be merged." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model implementations." + "reason": "Different models and concrete paths; same output-tracing theme only." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families, so this is not the same change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + "reason": "GPT-Neo vs Flaubert/XLM are unrelated model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM do not share the same underlying change." + "reason": "Different models and implementations; not a duplicate." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + "reason": "MPT and GPT-J/CodeGen are separate concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." + "reason": "GPT-Neo and GPT-J are different code paths, even though both use output-tracing decorators." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model changes." + "reason": "Different model families; same refactor style is not enough." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated model code paths." + "reason": "GPT2 and MGP-STR are unrelated concrete implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different models." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different model families." + "reason": "ViLT and Flaubert/XLM are different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated implementations." + "reason": "Segformer and LongT5 are unrelated changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBERT and LongT5 are different model paths." + "reason": "Different models and different code paths; not a duplicate." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are unrelated changes." + "reason": "Segformer and GPT-J/CodeGen are separate model-specific migrations." }, { - "left": "pull_request:44059", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are separate model families." + "reason": "GPT-Neo and MPT are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and GPT2 are different model code paths." + "reason": "RegNet and VisualBert are unrelated concrete implementations." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated implementations." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are not the same refactor." + "reason": "TextNet and Flaubert/XLM are separate model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet and SegFormer are different model code paths." - }, - { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated model changes." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are unrelated implementations." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT and ImageGPT are unrelated model code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are separate implementations." + "reason": "MPNet and LongT5 are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "RegNet and GPT-Neo are different concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated changes." + "reason": "RegNet and LongT5 are unrelated model-specific refactors." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated model paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated code paths." + "reason": "TextNet and LongT5 are separate code paths." }, { "left": "pull_request:44010", @@ -25704,106 +25676,94 @@ "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + "reason": "GPT-Neo and SpeechT5 are unrelated concrete paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBERT are separate models." + "reason": "SqueezeBert and VisualBert are separate model changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are unrelated implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are different model code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet and SpeechT5 are unrelated changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "MPT and MGP-STR are different model families." + "reason": "Different model families; not the same bug/change." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are separate model implementations." + "reason": "SqueezeBert and DeBERTa are unrelated model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 and TextNet are unrelated code paths." + "reason": "DeBERTa and TextNet are different concrete code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model families." + "reason": "FocalNet and ImageGPT are separate models; similarity is only at the refactor pattern level." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing rewrite across the same code paths and shared issue target." + "reason": "Both changes target the same GPT-J/CodeGen output-tracing code path and are plausible duplicates." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing change; 44722 is just the broader sibling, not a different bug." + "reason": "Both are GPT-J output-tracing refactors for the same underlying code path." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "reason": "GPT-J and SpeechT5 are different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model implementations." + "reason": "Different model families; the shared issue target is only a broad tracking umbrella." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated changes." + "reason": "CVT/FNet and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are different model code paths." + "reason": "DeBERTa and SpeechT5 are different code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "44154", + "accept": false, + "reason": "DeBERTa and ViTS are separate model-specific changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa-v2 and ViLT are unrelated model implementations." + "reason": "FocalNet and ImageGPT are different model code paths, so this is not a true duplicate." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The soft-edge calls are mostly conservative, but the representative-PR rationale overstates what the packet shows. In particular, 44722 is not clearly the \u2018most complete\u2019 or \u2018broadest\u2019 GPT-J/CodeGen refactor from the visible evidence: 44066 also touches both gptj and codegen and has the same issue target, so the claim that 44722 is the best anchor is not well-supported. The cluster summary is directionally right, but it should avoid ranking 44722 as the definitive canonical PR without stronger evidence." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly parallel model-specific output-tracing refactors, and it only elevates same-model GPT-J / GPT-Neo pairs as duplicates. The canonical choice of PR 44722 is supported by the packet as the later, more complete GPT-J/CodeGen variant. No soft-edge verdict looks overstated or non-mergeable for a single bugfix." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -25835,20 +25795,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "c0e80977a296882d6e1a0c6411ee026ce7e1f8a8eec1458694e05184cace4501", + "prepared_review_unit_hash": "ff6ff97b22d8b5cee37ad80e1014e7df4abf3188cf1209b018de736ba4200be7", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84509, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13068, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -25857,42 +25817,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are related refactor PRs for standardized output tracing, but they target different model implementations (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5). They share a theme, not the same concrete bug or change, so they should not be deduplicated across model boundaries.", - "confidence": 0.93, + "summary": "This cluster is a set of similar but model-specific PRs migrating different Transformers models to standardized output tracing/capture patterns. They share a theme, but each touches a different code path and should not be deduplicated as the same underlying change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44129 is the best representative because it has an explicit issue link, a clearly scoped model-specific refactor, and the strongest evidence of a complete end-to-end change in the standardized output capture migration.", + "canonical_pr_reason": "PR 44129 is the clearest canonical representative: it is explicitly issue-linked, self-contained, and shows the output-tracing migration in a concrete model implementation.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the most suitable global representative: it is concrete, well-scoped, and tied to a tracking issue, while the others are parallel migrations in different models rather than duplicates of the same fix.", + "best_pr_reason": "PR 44129 is the strongest standalone example of this refactor family because it has an explicit target issue and a clear standardized output-capture migration in SpeechT5.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different models and code paths (VisualBert vs TextNet). Similar pattern is not enough to treat them as the same change." + "reason": "Same broad refactor theme, but VisualBert and TextNet are different model implementations with distinct forward paths; not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model implementations with distinct forward/tracing logic; this looks like parallel cleanup, not one mergeable duplicate PR." + "reason": "Both are output-tracing migrations, but MPNet vs VisualBert are separate model-specific refactors and could not be merged as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are model-specific output-capture migrations in different files and architectures, so they do not appear to fix the same underlying bug." + "reason": "Different models and code paths; the similarity is only at the pattern level, not the underlying bug/change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; the PRs share a refactor theme but not a single concrete change that should be merged together." + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations; they do not fix the same concrete issue." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different models with different output semantics; the shared standardized-tracing goal is too broad to call them duplicates." + "reason": "SqueezeBert and SpeechT5 touch different output/capture implementations and shapes; similar intent, but not one mergeable change." } ] }, @@ -25972,256 +25932,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "a3feab9eab5a26b4f72f8f5c4e78324b52bbcfd25009f39967264224aad48af2", + "prepared_review_unit_hash": "573dd81e8943423d0355bffa838b10d5fcb838ca4f8f2cbff07531cc8836586e", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "A batch of similarly titled but model-specific refactors around output tracing / can_return_tuple. They share a theme, but they do not look like duplicates of the same underlying change.", - "confidence": 0.62, + "summary": "This cluster is a set of independent model-specific output-tracing refactors. They share a common helper/decorator pattern, but they do not look like duplicates of the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the cleanest representative of the cluster\u2019s shared theme: a focused output-tracing refactor with concrete code changes and related test/file updates, while still being narrowly scoped to one model family.", + "canonical_pr_reason": "PR 44003 is the best representative of the cluster: it is one of the larger output-tracing refactors and spans two closely related implementations, making it a strong exemplar of the shared refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is a good representative PR for the cluster because it most clearly shows the recurring pattern (adding can_return_tuple and simplifying forward signatures) without being overly broad.", + "best_pr_reason": "PR 44003 best captures the cluster's core pattern, but the rest are separate model-specific applications rather than the same mergeable change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different models and code paths (timm_backbone vs upernet); not the same mergeable change." + "reason": "Same refactor theme, but timm_backbone and upernet are unrelated model code paths and this is not one concrete duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they target unrelated architectures and forward paths." + "reason": "Both add output-tracing plumbing, but they target different model families and cannot plausibly be one PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations with separate output handling; too broad to treat as one change." + "reason": "Different architectures and forward implementations; shared helper usage is not enough to make these duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "These touch different model families and distinct forward logic, so they are not the same underlying bug/change." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "CodeGen-specific forward signature refactor is unrelated to timm_backbone output tracing." + "reason": "These are separate model implementations with different output-capturing changes, not the same code-path fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model and code path; only the high-level refactor theme matches." + "reason": "Different models and distinct forward logic; only the broad refactor pattern is shared." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated implementations; the shared theme is too broad." + "reason": "MobileNetV1 and UnivNet are unrelated model families, so these are not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "No shared code path or concrete bug; only similar tracing cleanup." + "reason": "They both refactor outputs, but in different model stacks and different files, so not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different output-capture plumbing; not one PR." + "reason": "Unrelated model implementations; same tracing refactor pattern does not make this a mergeable duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "These are separate model-specific refactors, not the same fix." + "reason": "Different encoder-decoder wrappers and separate code paths; not one concrete bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same broad refactor pattern, but unrelated encoder-decoder code paths." + "reason": "MobileNetV1 vs speech_encoder_decoder are unrelated; these should not be deduped." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; no common concrete change." + "reason": "Vision-text dual encoder and UnivNet are different model families and different forward paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths with no shared underlying defect." + "reason": "Same broad refactor theme only; the underlying code paths are unrelated." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Same general cleanup style, but on distinct architectures and forward signatures." + "reason": "These touch separate model implementations and are not the same concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different tracing mechanisms; not plausibly one merged PR." + "reason": "Different models and different tracing changes; not plausibly one PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; only the generic output-tracing refactor is shared." + "reason": "UnivNet and UperNet are unrelated models; the overlap is only in helper style." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and code paths; not a duplicate bug or change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "These are separate model-specific changes with no shared concrete bug." + "reason": "These are model-specific refactors in unrelated components, so they should remain separate." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV have distinct forward paths and output behavior." + "reason": "UperNet and RWKV are unrelated implementations; same output-tracing pattern is insufficient." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; the similarity is only stylistic/refactor-level." + "reason": "Different model families and separate forward logic; not mergeable as one change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba refactor and SuperPoint refactor affect unrelated code paths." + "reason": "Falcon/Mamba vs SuperPoint are unrelated code paths; this is only a thematic similarity." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon Mamba and CodeGen changes are unrelated model-specific rewrites." + "reason": "Both are refactors around model outputs, but codegen and mamba are separate implementations and not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen do not share the same concrete output-tracing bug." + "reason": "Different model families and forward paths; shared helper imports do not indicate duplication." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated models with distinct output semantics." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are different subsystems; not the same underlying bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "These are separate model implementations; the similarity is only a generic refactor pattern." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision Encoder-Decoder are unrelated model code paths; only the refactor pattern matches." + "reason": "Depth Anything and Vision-Encoder-Decoder are unrelated model code paths, so this is not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model architectures; not the same underlying change." + "reason": "Different model families and different forward signatures; not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything refactor and SuperPoint refactor are separate, model-specific changes." + "reason": "Depth Anything and SuperPoint are unrelated implementations; do not merge as duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "These are distinct model implementations with different output-capture mechanics." + "reason": "Different model families and different output-capturing behavior; not the same concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are unrelated; the shared title is too broad." + "reason": "Depth Anything and DPR are separate model stacks; the overlap is only in refactor style." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are separate code paths, so not duplicates." + "reason": "Vision-Encoder-Decoder and RWKV are unrelated code paths, so this is not one mergeable fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model families and distinct forward behavior; not one mergeable PR." + "reason": "Vision and speech encoder-decoder wrappers are different implementations; not a duplicate change." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "RWKV output tracing is unrelated to vision encoder-decoder refactoring." + "reason": "Different model families and separate forward logic; only the high-level refactor theme matches." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "DPR and Vision Encoder-Decoder are unrelated changes beyond the shared refactor theme." + "reason": "Vision-Encoder-Decoder and DPR are distinct components; no shared underlying bug." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint do not share a concrete bug or code path." + "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated models with different output paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model code paths; the match is only at the abstract refactor level." + "reason": "Different model families and implementation details; not the same change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and forward signatures; not the same underlying change." + "reason": "Speech-Encoder-Decoder and DPR are separate code paths; same theme, not duplicate." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated, so these should stay separate." + "reason": "SuperPoint and RWKV are unrelated model implementations, so these should not be merged." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "No shared concrete fix; only both are output-tracing cleanup PRs." + "reason": "SuperPoint and DPR are different components with different forward semantics." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR touch different model code paths and output behavior." + "reason": "RWKV and DPR are unrelated model families; the commonality is only the tracing refactor pattern." } ] }, @@ -26251,7 +26229,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "fe3e4a8c5bbc786026420618769a8e7f815fe3abf99da522f8d404c919d0f5a0", + "prepared_review_unit_hash": "80c2fcdfc06486ff9ccb473d47272b4cbc9c54dc4e434e1a7edf5d1c772248d0", "component_budget": { "node_count": 2, "item_count": 2, @@ -26273,18 +26251,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated model-support PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some Transformers integration files, but the concrete model code, docs, and tests are for different architectures and use cases, so they are not duplicates.", - "confidence": 0.98, + "summary": "These are two separate model-addition PRs that only overlap on common Transformers boilerplate; they target different models and code paths, so they are not duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the cluster: the two PRs implement different models and do not share the same underlying change.", + "canonical_pr_reason": "No canonical PR: the artifacts implement unrelated models (PenguinVL vs Voxtral TTS), not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the cleaner representative only in the sense that it has an explicit issue target and a focused scope, but it is still not a duplicate of the PenguinVL PR.", + "best_pr_reason": "45401 is the more tightly scoped PR and has an explicit issue target, but it still represents a different feature than 44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (PenguinVL vs Voxtral TTS) with distinct configs, modeling, processors, and tests; shared auto-registration/docs boilerplate is not enough to treat them as the same change." + "reason": "Different model implementations and domains: PenguinVL vision-language support vs Voxtral TTS text-to-speech support. Shared auto-registration/docs files are boilerplate, not a common change." } ] }, @@ -26314,7 +26292,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "0240fcdb752c907b0290538b43d975612f7de9be7070fdaf1721a1051732c268", + "prepared_review_unit_hash": "609616dee847a107cb451e611cedf03bcd5be74093b2df626de6633269165a26", "component_budget": { "node_count": 2, "item_count": 2, @@ -26336,18 +26314,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in the broad area of fusion, but they implement different layers of the stack: one introduces a generic Module Fusion API, while the other wires up KernelConfig-based n-to-1 kernel fusion integration. They are not duplicates.", - "confidence": 0.87, + "summary": "These are related around module/kernel fusion, but they target different implementations and code paths: one adds a generic Module Fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and integration hooks. They do not look like the same PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the better cluster representative because it is the more concrete end-to-end feature PR, spanning KernelConfig, modeling integration, and an example; it also appears to build on the foundational fusion abstractions rather than duplicate them.", + "canonical_pr_reason": "PR #45363 is the more concrete, end-to-end feature implementation: it touches KernelConfig, model loading/integration code, and includes an executable example, making it the stronger representative of the kernel-fusion effort.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the strongest standalone PR in this cluster: it implements a specific user-facing kernel fusion workflow across multiple integration points, whereas #44979 is the narrower API foundation.", + "best_pr_reason": "PR #45363 is the best fit for the cluster because it is broader and more directly user-facing, with explicit integration changes rather than only a new internal API scaffold.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related but not the same change: #44979 adds a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration changes. They address different code paths and would not plausibly be merged as one duplicate PR." + "reason": "Different underlying changes: #44979 introduces a standalone Module Fusion API and test file, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration plumbing. They share a theme but not the same concrete fix/change." } ] }, @@ -26377,7 +26355,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "5b5c499241a745fba2751553227f465518cd1576e649757b0a8728117e93211b", + "prepared_review_unit_hash": "238dc13dcdacb52f8459253feb81d37d1db53da2519b6b023bfd84e8c51e1998", "component_budget": { "node_count": 2, "item_count": 2, @@ -26399,18 +26377,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. The later PR adds test coverage, so it is the better canonical representative.", - "confidence": 0.95, + "summary": "Both pull requests address the same Mistral regex AttributeError in `src/transformers/tokenization_utils_tokenizers.py` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; `45317` adds tests for the same fix.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it applies the same code change and adds tests, with more review discussion.", + "canonical_pr_reason": "`45317` is the stronger representative of the duplicate set: it fixes the same code path as `45086` and also adds coverage in `tests/models/auto/test_tokenization_auto.py`, making it the more complete PR for the shared bug.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it covers the same bug fix as 45086 but is more complete and validated by tests.", + "best_pr_reason": "`45317` is the best single PR to keep because it includes the same code change as `45086` plus regression tests, so it most completely captures the underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and file; the second PR is a superset of the first with added tests, so they are effectively the same change." + "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file, same fix; `45317` is essentially `45086` plus tests, so these are duplicate/overlapping PRs." } ] }, @@ -26440,7 +26418,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "39b2b1451df07f55f424ee0daeb0b633dbbd80c9ef1c516678da5ccee5b5c2cf", + "prepared_review_unit_hash": "e6868c6514b751b89f193b0f49851f399920067775d72393e5c2f83446d3db3e", "component_budget": { "node_count": 2, "item_count": 2, @@ -26462,18 +26440,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two draft PRs in the NemotronH family, but they address different layers of work: one is a conversion-mapping/refactor pass, the other is a broader model split/addition for NemotronH dense/sparse variants. Related, but not duplicates.", - "confidence": 0.84, + "summary": "These are related Nemotron-H architecture PRs, but they are not duplicates: one is a focused refactor around inheriting GraniteMoeHybrid and conversion-key remapping, while the other is a broader model split/dispatch update introducing NemotronHDense and NemotronHSparse plus docs and auto-mapping changes.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete change set: it adds the new NemotronH dense/sparse model structure, updates auto-mappings, docs, and tests, and appears to subsume the higher-level model-API work for this family.", + "canonical_pr_reason": "No true duplicate pair here. If one PR must represent the cluster theme, #45569 is the better canonical candidate because it is the broader, user-facing architecture update and includes the new dense/sparse model split and documentation.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone PR in the cluster because it covers the main architecture and product surface changes rather than only internal conversion renaming.", + "best_pr_reason": "#45569 is the most complete and recognizable change set for Nemotron-H support overall; #45115 is a narrower implementation refactor limited to conversion/compatibility details.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH filenames and model-family context, but the concrete changes differ: #45115 is focused on checkpoint conversion renames/inheritance wiring, while #45569 implements the larger NemotronH dense/sparse split and associated docs/auto-config updates. They do not look like the same underlying bug or change and would not plausibly be merged as one PR." + "reason": "Same model family, but different concrete changes: #45115 focuses on GraniteMoeHybrid-compatible refactoring and checkpoint conversion mappings, while #45569 introduces a broader NemotronH dispatch split into dense/sparse variants with docs, auto mappings, and tests. They are not mergeable as one duplicate PR." } ] }, @@ -26503,12 +26481,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d800ba465aaa27cb95e913f48f67da21facb841296119de055f8b635b2e22a08", + "prepared_review_unit_hash": "b2689cd0849aa0cd096a28c29689f1de6bae01efbfefed9141f3df4401378021", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26516,7 +26494,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26525,18 +26503,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related type-checking/typing cleanups, but they are not the same change. PR 45415 is a broad repo-wide typing pass, while PR 45425 adds typing protocols and aliases in shared typing utilities and model code.", - "confidence": 0.91, + "summary": "Both pull requests are typing-focused, but they address different changes: one is a broad repository-wide type-checking cleanup, while the other adds/adjusts specific typing protocols and related annotations around `modeling_utils` and helpers. They are related but not the same underlying fix.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative because it has a narrower, more coherent typing change centered on `_typing.py`/`modeling_utils` rather than a broad sweep across many files.", "best_issue_reason": null, - "best_pr_reason": "45425 is the more focused, self-contained typing-infrastructure change and is the better representative PR for the cluster.", + "best_pr_reason": "PR 45425 is the best standalone PR for this cluster because its scope is more specific and self-contained; PR 45415 is a large multi-file type-checking cleanup that is not the same concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are about typing, but they address different scopes and code paths. 45415 is a broad type-checking sweep across many files; 45425 introduces specific typing aliases/protocols used by model and PEFT code. They could not plausibly be merged as one concrete fix." + "reason": "Related by theme and a few shared files, but the PRs solve different typing tasks: 45415 is a broad type-checking pass across many modules, while 45425 adds specific typing protocols/aliases and adjusts a smaller set of typing-related call sites. They would not naturally merge into one single change." } ] }, @@ -26566,7 +26544,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "854f9865f286b9e8b52e66546080c200e0ee03cb68c95765c7630dbd10120c82", + "prepared_review_unit_hash": "1396a2b9ed1ea0b83d592cddc5826ad2952637d0eacb4b0030e13a88ac7395df", "component_budget": { "node_count": 2, "item_count": 2, @@ -26588,18 +26566,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs target expert-parallel loading behavior, but they fix different failure modes: one handles EP config/ZeRO-3 loading metadata, the other fixes experts being overwritten during FSDP2/rank-0 broadcast.", - "confidence": 0.92, + "summary": "Two pull requests both touch expert parallelism, but they address different failures: one fixes EP + DeepSpeed ZeRO-3 loading under accelerate launch, the other fixes EP + FSDP2 parameter overwrites during rank-0 broadcast. They overlap only in broad subsystem and a shared file, not in the same concrete bug or mergeable change set.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses a concrete, user-visible corruption bug in the EP loading path and includes the broader code-path changes needed for that fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest overall candidate: it targets a specific incorrect behavior, touches the relevant loading/dispatch code, and is more clearly actionable than the more metadata-oriented EP/ZeRO-3 patch.", + "best_pr_reason": "No clear duplicate canonical PR; if one had to be highlighted, PR 45662 is the broader EP correctness fix, but it is not the same bug as PR 45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both are about EP loading, but they fix different bugs in different paths: #45548 is about config serialization/accelerate ZeRO-3 loading, while #45662 fixes experts being overwritten by rank-0 broadcast under FSDP2. They are not the same underlying change and would not plausibly be merged as one PR." + "reason": "Both concern expert parallelism, but 45548 fixes loading/serialization with DeepSpeed ZeRO-3 and accelerate launch, while 45662 fixes FSDP2 rank-0 broadcast overwriting experts. Different code paths and failure modes." } ] }, @@ -26629,40 +26607,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "4a3b77dfcd8978051fa435049301210344a01443876160cb72aa211bf6fd6ace", + "prepared_review_unit_hash": "d77b6054699bd62bce42cd745e8c38a3051e758e77dae31f130558a4b6a20cb6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related and share the same issue target, but they are not strict duplicates: #45639 focuses on making the debug log file xdist-safe in code, while #45645 also adds CI workflow changes to collect multiple captured_info files. That makes #45645 the broader, more representative PR, but the pair should not be merged as one duplicate change.", - "confidence": 0.84, + "summary": "Both PRs target the same xdist-related captured_info logging problem and share the same issue target and files; one is a narrower code-only fix and the other adds the CI workflow change needed to preserve all debug logs.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#45645 is the better canonical PR because it covers the core xdist-safe logging change plus the CI workflow adjustment needed to consume the new per-worker artifacts. It is the more complete implementation of the fix.", + "canonical_pr_reason": "PR #45645 is the better representative because it includes the underlying xdist-safe logging fix plus the workflow update to collect all captured_info files in CI, making it the more complete version of the change.", "best_issue_reason": null, - "best_pr_reason": "#45645 is the best representative of the cluster because it addresses the underlying captured_info/xdist collision and also preserves CI debug output, making it the most complete end-to-end fix.", + "best_pr_reason": "PR #45645 is the strongest standalone PR for this cluster: it addresses the same captured_info xdist collision and also preserves CI diagnostics, so it best captures the intended end-to-end fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", - "accept": false, - "reason": "Related, but not the same concrete change: #45639 only changes the testing utility to avoid xdist collisions, while #45645 additionally changes the workflow to aggregate multiple captured_info files. They could be complementary, not duplicates." + "accept": true, + "reason": "Same underlying bug: xdist collisions in captured_info handling. The shared testing_utils changes and the workflow update in #45645 are directly complementary and could plausibly be merged into one PR." } ] }, @@ -26758,7 +26736,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "8b31724bfd98051df7f0b90ff4a47968e127f9d0d32952df7395d703d28df2c6", + "prepared_review_unit_hash": "1b857edf20468798bd199a7ce43eab7eaf481bded18adb5f835e5faf2096da89", "component_budget": { "node_count": 2, "item_count": 2, @@ -26780,18 +26758,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in distributed/EP-related files, but they are not the same concrete change. PR 46126 is a focused EP + Trainer integration feature, while PR 46269 is a broad distributed branch base touching many unrelated areas and looks like an umbrella/bootstrap PR rather than the same fix.", + "summary": "These are not duplicates: PR #46126 is a targeted EP/Trainer integration change, while PR #46269 is a broad distributed-branch base touching many unrelated distributed and training areas. They share a few filenames, but not the same concrete code-path fix.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more canonical change: it is narrowly scoped to EP and Trainer integration and has a coherent feature intent, whereas PR 46269 is a broad distributed branch base with many unrelated file changes.", + "canonical_pr_reason": "PR #46126 is the more focused, self-contained change and best represents the specific EP + Trainer integration work in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative of the cluster because it is specific and self-contained; PR 46269 is too broad and mixed to serve as a canonical representative for the same underlying change.", + "best_pr_reason": "PR #46126 is the best representative because it targets one concrete feature/fix, whereas PR #46269 is a wide umbrella branch with many unrelated edits.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough here. 46126 targets EP/Trainer integration, while 46269 is a wide base branch touching FSDP, generation, integrations, model loading, and more; they do not look like the same mergeable code-path fix." + "reason": "Reject: overlapping files alone are not enough here. #46126 adds EP routing/trainer integration, but #46269 is a broad distributed branch base spanning FSDP, MoE, MXFP4, core loading, CI, and more. They do not look like the same underlying bug or mergeable change." } ] }, @@ -26859,220 +26837,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "268a340dce245e0e612947feef34985206c4706dbd130e89de1c5a1db8d47571", + "prepared_review_unit_hash": "9d75263a8b0534bedbed5d27b196fbf72f7d2a598df0358d1cfe69b89cf011d3", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26675, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26675, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated workflow-chore PRs. The only tight similarity group is the pr-ci-security-gate workflow changes, but those PRs make different edits to different parts of the workflow, so they are not true duplicates.", - "confidence": 0.89, + "summary": "Mostly unrelated workflow-maintenance PRs. The only tight grouping is the pr-ci-security-gate edits, but those are separate hardening changes rather than duplicates of one concrete fix, so I would not merge them as the same PR.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46554 is the most substantive and central representative of the pr-ci-security-gate subgroup: it introduces the core security-gate logic, while the others are smaller follow-up tweaks to permissions, reusable-workflow usage, or secrets handling.", + "canonical_pr_reason": "PR 46554 is the clearest substantive fix: it changes the security-gate workflow logic itself by checking out the PR head and actively blocking risky file changes.", "best_issue_reason": null, - "best_pr_reason": "PR #46554 is the best global representative because it has the strongest structural similarity links and the broadest functional change within the cluster, even though the cluster as a whole is not duplicate-heavy.", + "best_pr_reason": "PR 46554 is the best representative of the cluster because it makes the most concrete behavior change in the core workflow path, rather than a narrow permissions or formatting tweak.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Both touch workflow automation, but they change different scripts and failure modes: stdin handling for self-comment CI vs. security-gate logic for PR CI." + "reason": "Different workflows and different behavior; only a superficial YAML/workflow similarity." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one fixes comment piping, the other adjusts PR CI security-gate permissions and approval flow." + "reason": "Unrelated workflows; one updates stdin handling, the other hardens PR CI security-gate permissions." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow concerns: self-comment CI message handling vs. adding review notes about a reusable security-gate workflow." + "reason": "Different files and different concerns; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "No shared concrete bug; one updates comment ingestion, the other changes secret exposure in PR CI security gating." + "reason": "Separate workflow updates with no shared code-path bug." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Similar shell-safety flavor, but they fix different code paths in different workflows and are not one mergeable duplicate change." + "reason": "Both are small CI-script edits, but they fix different workflows and different command handling." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow edits, but one hardens SSH-runner/security handling while the other only broadens benchmark dispatch triggers." + "reason": "Different workflows and unrelated security/benchmark behavior." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow fixes: SSH-runner secret handling and pinned download vs. anti-slop permission scoping." + "reason": "Different workflow files and different permission/event changes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow behavior and targets; SSH-runner hardening is unrelated to reviewer assignment checkout behavior." + "reason": "Unrelated CI workflows; one is SSH runner hardening, the other reviewer assignment checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both are security-related workflow changes, but they address different concrete problems in different workflows." + "reason": "Both touch workflow security, but they address different problems and code paths." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH-runner environment cleanup is not the same underlying change as PR CI security-gate permission/approval adjustments." + "reason": "Different workflow security issues; not the same fix." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different behavior changes: anti-slop permissions vs. benchmark dispatch conditions." + "reason": "Both are workflow config edits, but they change different jobs and triggers." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "No shared underlying bug; one scopes anti-slop permissions, the other changes checkout ref for reviewer assignment." + "reason": "Different workflow files and unrelated behavior changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow chores, but they patch unrelated shell/permission issues in different files." + "reason": "Separate workflow changes with no shared bug." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop permission scoping and PR CI security gating are separate workflow changes, not one duplicate fix." + "reason": "Only broad CI/workflow similarity; the actual changes are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref and benchmark dispatch trigger are unrelated workflow changes." + "reason": "Different workflows; one fixes checkout refing, the other adds a dispatch trigger." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different code paths and fixes: reviewer assignment checkout vs. commit-message shell quoting in build-ci-docker-images." + "reason": "Different workflow jobs and different command changes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "These alter different workflows with different purposes; no same underlying bug or patch." + "reason": "Same general CI area, but different workflow logic and no shared concrete bug." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow dispatch logic is unrelated to shell-safe commit message parsing in build-ci-docker-images." + "reason": "Unrelated workflow edits; not the same underlying problem." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior changes; not the same concrete bug." + "reason": "Different workflows and different behavior changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow-related, but one fixes commit-message parsing while the other adds PR CI security checks; different problems." + "reason": "Both are workflow shell changes, but they fix different scripts and code paths." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Shell-safe commit-message handling is unrelated to PR CI security-gate permissions and approval flow." + "reason": "Different files and different hardening goals." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different edits: one adds diff-based workflow checks; the other changes permissions and an approval condition." + "reason": "Same workflow file, but one adds security checks and the other adjusts permissions/approval gating; not the same concrete fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Different concrete changes to the same workflow file; a comment about safety is not the same as adding file-change checks." + "reason": "The comment-only note is not the same change as the added security checks." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "One adds security-check logic in the reusable workflow path; the other removes inherited secrets. Related, but not the same change." + "reason": "Different security-gate hardening steps; not a duplicate code-path fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both touch the same workflow file, but one adjusts permissions/flow and the other only adds explanatory notes." + "reason": "Permissions/approval logic is different from adding explanatory comments." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different PR CI security-gate modifications: approval gating/permissions vs. secrets inheritance removal." + "reason": "Related security hardening, but permissions and secrets changes are separate fixes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification is not the same underlying workflow/security change as swapping inherited secrets for an empty secret set." + "reason": "Comment-only documentation tweak versus a functional secrets change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow fixes: shell-safe commit message handling vs. a comment change in PR CI security gating." + "reason": "Different workflows and unrelated edits." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH-runner security hardening and PR CI reusable-workflow commentary are different changes." + "reason": "Unrelated workflow files and behavior." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different concrete fixes; no duplicate underlying bug." + "reason": "Different workflows and different shell/security tweaks." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH-runner secret cleanup is unrelated to PR CI secrets inheritance changes." + "reason": "Separate workflow hardening changes with no shared concrete bug." } ] }, @@ -27165,7 +27143,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "a371da4b83d2416c5bbd12e3bd6660c94bba01de8fed8a49f34b298f98f977f4", + "prepared_review_unit_hash": "321a6206350374bd6d2f9696f151dbf34bae58b4e5540f37d1f7fbc2a3583833", "component_budget": { "node_count": 2, "item_count": 2, @@ -27187,18 +27165,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one in the sliding-window right mask (`-dist <= right_window_size` instead of `<`) in the MoonshineStreaming mask function; one PR is a narrow subset of the other.", - "confidence": 0.89, + "summary": "Both PRs fix the same off-by-one bug in the MoonshineStreaming sliding-window right mask; PR 47162 is the broader superset because it includes the same MoonshineStreaming fix plus the analogous Gemma4 change and tests.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the better canonical representative because it contains the MoonshineStreaming fix plus tests and an additional matching fix in Gemma4, making it the more complete patch set.", + "canonical_pr_reason": "PR 47162 is the better canonical PR because it contains the MoonshineStreaming fix from 46310, adds the same correction in Gemma4, and includes test coverage; 46310 is a narrower subset of the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest overall candidate since it addresses the same concrete bug while also adding coverage and carrying the broader related implementation fix.", + "best_pr_reason": "PR 47162 is the best representative of the change set because it addresses the same off-by-one window bug with a broader, more complete patch and tests.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Accept: both PRs change the same off-by-one right-window boundary in the same mask logic. 47162 is a superset of 46310 for MoonshineStreaming and looks merge-plausible as one combined fix." + "reason": "Same underlying off-by-one right-window bug in MoonshineStreaming; 47162 includes the same fix there and extends it to Gemma4, so these look like the same change family rather than distinct PRs." } ] }, @@ -27228,7 +27206,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "b5b50162c3c99ab4ec91a588cc567daeb923b3d42e4ef6afede63dc1f95c7045", + "prepared_review_unit_hash": "a4f74146458885bb4727feaafa37bb8cd41abea29a3c0ce2a3b197c28507e768", "component_budget": { "node_count": 2, "item_count": 2, @@ -27250,18 +27228,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs address different problems in different parts of the tokenizer stack: one fixes CodeLlama decode-space stripping, the other fixes AutoTokenizer class selection for specific DeepSeek checkpoints. They are not duplicates and should not be merged together.", - "confidence": 0.97, + "summary": "These two PRs are not duplicates: one fixes CodeLlama decode behavior to preserve leading spaces, while the other fixes DeepSeek checkpoint-to-tokenizer-class resolution in auto tokenization.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests target unrelated bugs in different code paths (decode behavior vs tokenizer-class resolution).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No best PR for the cluster overall, since there is no single underlying change to represent; each PR is the right fix for its own issue.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying defects: 46574 changes CodeLlama tokenizer decoder setup to preserve leading spaces on decode, while 46580 changes AutoTokenizer checkpoint-prefix overrides for DeepSeek models loading the wrong tokenizer class. They do not fix the same code path and would not plausibly merge into one PR." + "reason": "Different bugs and code paths: 46574 changes CodeLlama tokenizer decoding/strip behavior, while 46580 changes AutoTokenizer selection for DeepSeek checkpoints. They would not be merged as one PR." } ] }, @@ -27291,12 +27269,12 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "dc797de1f529c979807589e98b188c010e2744862e873840dbd4fe7f12269f08", + "prepared_review_unit_hash": "8ae8c67208d6a5db33c8f335964c95d052a829a96bd367fd9c062633bbfa0c60", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4579, + "serialized_chars": 4580, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -27304,7 +27282,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4579, + "serialized_chars": 4580, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -27313,18 +27291,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same FA2 long-context performance regression under issue #46693 and overlap in the flash-attention utility path, with 47215 appearing to be the broader follow-up to the narrower 46696 fix.", - "confidence": 0.84, + "summary": "Both PRs target the same FA2 long-context performance regression in `modeling_flash_attention_utils.py`; PR 47215 appears to be the more complete fix and likely subsumes PR 46696.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47215 is the better canonical representative: it directly targets the FA2 long-context perf regression, touches the relevant flash-attention path, and includes broader coverage/tests/benchmarking beyond the minimal fix.", + "canonical_pr_reason": "PR 47215 is the better canonical PR because it addresses the regression more comprehensively in the same code path, adds related test/benchmark coverage, and looks like the fuller follow-up to the same issue.", "best_issue_reason": null, - "best_pr_reason": "PR #47215 is the strongest overall PR to keep because it is the more comprehensive fix for the regression and covers the main code path more completely than the smaller, earlier patch in #46696.", + "best_pr_reason": "PR 47215 is the strongest representative of the cluster: it fixes the long-context flash-attention slowdown more broadly and is more likely to be the final merged form of the change.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": true, - "reason": "Accept: both PRs are aimed at the same underlying FA2 long-context performance regression in the flash-attention code path and share the same issue target; #47215 looks like the broader version of the same fix." + "reason": "Same underlying FA2 long-context decode/perf regression, same explicit issue target, and same helper file; 47215 looks like a broader version of the same fix rather than a different change." } ] }, @@ -27354,7 +27332,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "9d890e8cfd6af23d7551e602ceadf646a1d4e7fffa530d967bb605cdc5fb5cca", + "prepared_review_unit_hash": "9edf2db6ca95fcce3bf3761f1068ce551abf39a055a062f714947c9bb8bf053c", "component_budget": { "node_count": 2, "item_count": 2, @@ -27376,18 +27354,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related thematically around padding-mask handling, but they fix different bugs in different code paths: one is a model-specific batch-size-1 masking bug in linear-attention models, the other is a recurrent-mask skip bug during continued forwards/cache continuation.", - "confidence": 0.95, + "summary": "Two open PRs in the masking/padding area, but they address different bugs and should not be deduplicated: one fixes batch-size-1 masking in linear-attention model code, the other fixes recurrent/cache-continuation masking in shared masking utilities.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the cleaner representative of the masking-utils/recurrent-forward bug, with a focused fix, explicit issue target, and aligned tests.", + "canonical_pr_reason": "pull_request:47087 is the better representative PR: it has an explicit issue target, touches the shared masking utility, and fixes a clearly scoped recurrent/cache-continuation bug.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the strongest standalone PR in this pair because it addresses one concrete masking path with a tighter scope and clearer problem statement; PR 46773 is broader and model-specific.", + "best_pr_reason": "pull_request:47087 is the strongest standalone PR in the cluster because it is more general within the masking stack and includes tests plus an explicit issue reference.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Different underlying bugs: 46773 fixes padding-mask application being skipped for batch size 1 in linear-attention model forwards, while 47087 fixes recurrent padding masks being skipped on continued forwards/chunked prefill/cache continuation. They share a general theme but not the same code-path problem." + "reason": "Both concern padding masks, but the concrete failures differ: 46773 fixes an incorrect batch-size-1 check in linear-attention model implementations, while 47087 fixes masking being skipped on continued forwards/chunked prefill in recurrent-layer utilities. Different code paths and not mergeable as one PR." } ] }, @@ -27419,12 +27397,12 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "4c889f0dface448e72fe4cc7114ce91a4f1aee7c23155784050cdfc4ad966e0d", + "prepared_review_unit_hash": "b083b362cc1c9dea6f244248caad73fb1b2d5ca1211a21b86b179c79499c4db5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, + "serialized_chars": 6434, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -27432,7 +27410,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, + "serialized_chars": 6434, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -27441,24 +27419,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three different bug-fix PRs in adjacent areas of transformers, but they do not appear to fix the same underlying problem: one normalizes AnyToAnyPipeline multimodal keys, one validates Gemma4 audio/image placeholder batching, and one adjusts generation candidate length capping. The soft similarities are only broad multimodal/generation overlap.", - "confidence": 0.96, + "summary": "These three pull requests are not duplicates: they target different code paths in different subsystems (AnyToAny pipeline key normalization, Gemma4 audio placeholder validation, and generation prompt lookup length capping).", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "pull_request:47074 is the best cluster representative because it is a focused, self-contained bug fix with a clear API-level correction and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the clearest standalone representative of the set because it addresses a concrete pipeline bug with a minimal, well-scoped code change and explicit test updates; however, it is not a duplicate of the other PRs.", + "best_pr_reason": "pull_request:47074 is the strongest overall PR in the set: it fixes one concrete multimodal input mapping bug and has the most directly verifiable scope; the other two are unrelated changes.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different code paths and different bugs: AnyToAnyPipeline key normalization versus Gemma4 processor placeholder validation. They are not mergeable as one fix." + "reason": "Different underlying bugs: one normalizes AnyToAny pipeline input keys, the other validates Gemma4 audio placeholder batching in processors." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Different subsystems and failure modes: multimodal pipeline input keys versus generation candidate decoding length capping. Shared ML context is too broad to treat as the same change." + "reason": "Different code paths and fixes: multimodal pipeline input key mapping vs. generation candidate length capping." } ] }, @@ -27488,12 +27466,12 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "a1e84b775edeaeded9ed15c758fac29d2bcb5d1ee6c4340b93f4d2b38908d276", + "prepared_review_unit_hash": "dbbb541607153bc021302f8b1bb90d97ef257bfe7adc99fa315f30528a7290ee", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4182, + "serialized_chars": 4181, "estimated_input_tokens": 1046, "estimated_eval_tokens": 2348 }, @@ -27501,7 +27479,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4182, + "serialized_chars": 4181, "estimated_input_tokens": 1046, "estimated_eval_tokens": 2348 }, @@ -27510,18 +27488,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are only loosely similar at a high level: one re-enables a VITS test after adjusting expectations, while the other fixes an RT-DETR v2 weight-conversion path. They touch different models, different files, and different kinds of changes, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These two PRs are unrelated: one re-enables a VITS model forward test, the other fixes an RT-DETR v2 weight converter for current model keys. They do not target the same bug or code path, so the soft edge should be rejected.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47129 is the more substantive fix: it changes the RT-DETR v2 converter logic for current model keys. PR #47105 is mainly a test update/re-enable for a separate VITS model path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #47129 is the best representative of the cluster because it addresses an actual code-path bug rather than only updating tests, and its scope is clearer as the primary fix.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different model families and different failure modes: VITS test expectation changes versus RT-DETR v2 converter key handling. They do not appear to fix the same underlying bug or be mergeable into one PR." + "reason": "Different models and different concerns: test coverage for VITS vs. converter/key-mapping logic for RT-DETR v2. No shared failing code path or mergeable single fix." } ] }, @@ -27560,8 +27538,8 @@ "pull_request:47122|pull_request:47281", "pull_request:47122|pull_request:47123", "pull_request:47122|pull_request:47280", - "pull_request:47122|pull_request:47310", "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", "pull_request:47123|pull_request:47280", "pull_request:47123|pull_request:47266", "pull_request:47123|pull_request:47281", @@ -27585,199 +27563,229 @@ "pull_request:47282|pull_request:47310", "pull_request:47280|pull_request:47282" ], - "prepared_review_unit_hash": "5dcd99555f549f44cbced563bbe6bd77a03bc4d09b68868aeb690df6e2ead61d", + "prepared_review_unit_hash": "7e77cda27de002eee9acd53936bbb5180e9cda9d188dcd8dd6ad2b7d674a3249", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29374, - "estimated_input_tokens": 7344, - "estimated_eval_tokens": 14944 + "serialized_chars": 29369, + "estimated_input_tokens": 7343, + "estimated_eval_tokens": 14942 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29374, - "estimated_input_tokens": 7344, - "estimated_eval_tokens": 14944 + "serialized_chars": 29369, + "estimated_input_tokens": 7343, + "estimated_eval_tokens": 14942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not one duplicate set; it is a mix of unrelated, model-specific integration-test fixes. The only true duplicate/superset relationships here are the Edgetam and Whisper fixes inside 47224, plus the same MiniMax-M3-VL offload workaround between 47123 and 47280. Cross-model pairs should stay rejected.", - "confidence": 0.9, + "summary": "This cluster is mostly a mix of unrelated model-specific integration-test fixes. The only clear duplicate/near-duplicate relationships are the MiniMax-M3-VL load_error pair and the Edgetam/Whisper fixes that are also included in the umbrella PR 47224.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "47224 is the best umbrella representative because it bundles multiple Serge integration-test fixes and includes the concrete Edgetam and Whisper code-path patches that match smaller PRs, while the rest of the cluster is mostly separate model-specific fixes.", + "canonical_pr_reason": "47224 is the broad umbrella PR that directly contains the Edgetam and Whisper code fixes and best represents the shared serge integration-failure patch set in this cluster.", "best_issue_reason": null, - "best_pr_reason": "47224 is the broadest single patch in the packet and best represents the cluster\u2019s integration-test sweep, even though most other PRs are not duplicates of it.", + "best_pr_reason": "47224 is the most representative PR because it bundles the concrete code-path fixes for multiple failing models, rather than only a test-only or single-model patch.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different model and code path: Edgetam kwargs cleanup vs GLM46V refactor." + "reason": "Different models and different failure types; Edgetam import_or_config is unrelated to GLM46V model changes." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and failures: Edgetam import_or_config kwargs issue vs MiniMax-M3-VL load_error/offload workaround." + "reason": "Both are integration-test-failure PRs, but for different models and different bugs (Edgetam import_or_config vs MiniMax load_error)." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Different model/code path: Edgetam backbone kwargs handling vs MiniMax-M3-VL offload setup." + "reason": "Different models and different fixes; 47280 is MiniMax-M3-VL, not the Edgetam code-path bug." }, { "left": "pull_request:47122", - "right": "pull_request:47310", - "accept": false, - "reason": "Different model and bug: Edgetam processor kwargs cleanup vs Gemma3 generation-config behavior." + "right": "pull_request:47224", + "accept": true, + "reason": "Same Edgetam failure; 47224 includes the same original_sizes/kwargs handling fix in the same Edgetam files." }, { "left": "pull_request:47122", - "right": "pull_request:47224", - "accept": true, - "reason": "Same Edgetam bug: strip original_sizes before calling the backbone; 47224 includes the same fix." + "right": "pull_request:47310", + "accept": false, + "reason": "Unrelated models and code paths; Gemma3 cache behavior is not the Edgetam import_or_config issue." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Same MiniMax-M3-VL load_error/offload-folder workaround: both add a temporary offload folder for auto device_map loading." + "reason": "Same MiniMax-M3-VL load_error fix on the same test file; 47280 is the later patch of the same offload_folder change." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Different models: MiniMax-M3-VL load_error/offload issue vs DeepSeekV32 load_error/offload issue." + "reason": "Different models and unrelated failure modes; load_error for MiniMax-M3-VL is not DeepSeekV32." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "Different model and code path: MiniMax-M3-VL loading workaround vs GLM46V refactor." + "reason": "Different models and different underlying bug; MiniMax load_error does not match GLM46V model work." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Different model and symptom: MiniMax-M3-VL load_error vs Falcon-Mamba output mismatch." + "reason": "Different models and different runtime behavior; MiniMax load_error is unrelated to Falcon-Mamba output mismatch." }, { "left": "pull_request:47124", "right": "pull_request:47310", "accept": false, - "reason": "Different model and bug: Falcon-Mamba test expectation changes vs Gemma3 cache-implementation handling." + "reason": "Different models and different fixes; Falcon-Mamba output mismatch is unrelated to Gemma3 cache handling." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Different code paths and failures: Falcon-Mamba output mismatch vs Whisper generation max_length fix." + "reason": "Both are output-related test fixes, but for different models and different code paths (Falcon-Mamba vs Whisper generation length)." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Different model bug: Falcon-Mamba output mismatch vs Mamba2 OOM/test adjustment." + "reason": "Unrelated models and failures; Falcon-Mamba output mismatch is not the Mamba2 OOM/generation issue." }, { "left": "pull_request:47124", "right": "pull_request:47281", "accept": false, - "reason": "Different model and code path: Falcon-Mamba test expectations vs GLM46V changes." + "reason": "Different models and different bug classes; Falcon-Mamba output mismatch is unrelated to GLM46V integration work." }, { "left": "pull_request:47150", "right": "pull_request:47310", "accept": false, - "reason": "Different models and issues: Whisper generation length bug vs Gemma3 cache-implementation behavior." + "reason": "Different models and distinct generation issues; Whisper max_length handling is unrelated to Gemma3 cache_implementation." }, { "left": "pull_request:47150", "right": "pull_request:47280", "accept": false, - "reason": "Different model and bug: Whisper generation logic vs MiniMax-M3-VL load/offload workaround." + "reason": "Different models and failure modes; Whisper generation length bug is unrelated to MiniMax-M3-VL load_error." }, { "left": "pull_request:47150", "right": "pull_request:47282", "accept": false, - "reason": "Different model/code path: Whisper generation fix vs Mamba2 OOM/test tuning." + "reason": "Different models and different symptoms; Whisper generation length is unrelated to Mamba2 OOM." }, { "left": "pull_request:47150", "right": "pull_request:47281", "accept": false, - "reason": "Different model and bug: Whisper generation config fix vs GLM46V refactor." + "reason": "Different models and unrelated changes; Whisper generation fix does not match GLM46V model work." }, { "left": "pull_request:47150", "right": "pull_request:47224", "accept": true, - "reason": "Same Whisper bug: keep max_length aligned when conditioned on previous segments; 47224 carries the same patch." + "reason": "Same Whisper bug; 47224 includes the same generation_whisper max_length update for the same code path." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "Different models: DeepSeekV32 offload/load_error fix vs MiniMax-M3-VL offload/load_error fix." + "reason": "Different models and different failure classes; DeepSeekV32 load_error is unrelated to MiniMax-M3-VL load_error." }, { "left": "pull_request:47266", "right": "pull_request:47281", "accept": false, - "reason": "Different model and code path: DeepSeekV32 load_error workaround vs GLM46V refactor." + "reason": "Different models and unrelated fixes; DeepSeekV32 load_error is not GLM46V integration work." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and code paths; DeepSeekV32 load_error is unrelated to Gemma3 generation cache behavior." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and different failure types; Falcon-Mamba output mismatch is unrelated to DeepSeekV32 load_error." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and failure classes; DeepSeekV32 load_error is unrelated to MiniMax-M3-VL load_error." }, { "left": "pull_request:47266", "right": "pull_request:47310", "accept": false, - "reason": "Different model and symptom: DeepSeekV32 offload setup vs Gemma3 generation behavior." + "reason": "Different models and unrelated fixes; DeepSeekV32 load_error is not Gemma3 cache handling." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "Different models and bugs: MiniMax-M3-VL load_error workaround vs GLM46V refactor." + "reason": "Different models and bug types; MiniMax-M3-VL load_error does not match GLM46V model changes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failures; MiniMax-M3-VL load_error is unrelated to Mamba2 OOM." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "Different model/code path: MiniMax-M3-VL load/offload fix vs Gemma3 cache behavior." + "reason": "Different models and code paths; MiniMax-M3-VL load_error is unrelated to Gemma3 cache behavior." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "Different models and issues: GLM46V refactor vs Mamba2 OOM/test adjustment." + "reason": "Different models and unrelated bugs; GLM46V model work is not the Mamba2 OOM/generation issue." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Different model/code path: Mamba2 OOM/test tuning vs Gemma3 generation config fix." + "reason": "Different models and fixes; Mamba2 OOM/generation tuning is unrelated to Gemma3 cache_implementation." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated failures; MiniMax-M3-VL load_error is not GLM46V model work." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "Different models and failure modes: MiniMax-M3-VL load_error workaround vs Mamba2 OOM/test adjustment." + "reason": "Different models and different bug classes; MiniMax-M3-VL load_error is unrelated to Mamba2 OOM." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly grounded, but one soft-edge verdict is too broad: `pull_request:47123` and `pull_request:47266` are different models (`minimax_m3_vl` vs `deepseek_v32`) and should not be treated as the same bugfix. Likewise `pull_request:47266` and `pull_request:47280` are different model-specific load/offload fixes, not mergeable into one PR for the same issue. Please tighten the duplicate/superset claims to stay model-specific and keep cross-model pairs rejected unless the packet shows the same code path or bug." + "accept": true, + "feedback": "The summary is well grounded in the packet: the MiniMax-M3-VL pair (47123/47280) is a plausible same-bug duplicate, and 47224 does visibly bundle the Edgetam and Whisper fixes. The other pairwise rejections are conservative and stay within the model- and failure-specific evidence shown here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -27801,40 +27809,40 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "b43303c2fc3c8eb22da57b5d047f4453c3f5b173244a29ac099a9bc9cfaf68b3", + "prepared_review_unit_hash": "e74f1a92251156c8cb11971a117d7688c9f55a34d7c23122f1dda2a6aeb46ae6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "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": "Both PRs are about chat CLI management URLs when the model server is mounted under a `/v1`-style base, but they address the problem at different scopes and with different implementation paths. They are related, but not close enough to treat as duplicates.", - "confidence": 0.84, + "summary": "Two open PRs address related chat-CLI management URL handling in `src/transformers/cli/chat.py`, but they are not the same concrete fix: one normalizes the base URL in the interface, the other rewrites only the `load_model` request to the service root.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "47303 is the better cluster representative: its title and diff describe the broader service-root routing fix directly, while 47140 is a narrower `/v1` base-URL normalization variant in the constructor.", + "canonical_pr_reason": "PR 47140 is the broader, more central fix for the `/v1` base-URL handling in the chat CLI and better represents the shared bug theme.", "best_issue_reason": null, - "best_pr_reason": "47303 is the strongest overall PR for this cluster because it cleanly captures the general management-root routing problem and makes the URL handling explicit in the request path.", + "best_pr_reason": "PR 47140 is the strongest representative of the cluster because it addresses the underlying base URL normalization across the CLI rather than a single call site.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", "accept": false, - "reason": "Same subsystem and similar goal, but the PRs fix the URL handling in different ways and at different scopes; they do not clearly patch the exact same concrete code-path bug." + "reason": "Reject: both touch chat management URLs, but 47140 normalizes the CLI base URL globally while 47303 only reroutes the `load_model` call to the service root. They overlap in subsystem, not in the same exact code-path fix." } ] }, @@ -27864,7 +27872,7 @@ "soft_pairs": [ "pull_request:47165|pull_request:47289" ], - "prepared_review_unit_hash": "f199776a6104877dc81ce688b6ee02990bb633b84d4dc1b8cb4bed6fc5ab47f2", + "prepared_review_unit_hash": "cc9bf615a43744fc3b87609e1b7b17fd551cb8587e193bdcef20e59955c7f4bb", "component_budget": { "node_count": 2, "item_count": 2, @@ -27886,18 +27894,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are both about distributed features, but they address different code paths: one adds FSDP plans to many model classes, while the other implements pipeline-parallel native inference and related test/marker plumbing. They are related by theme only, not by duplicate functionality.", - "confidence": 0.92, + "summary": "These are not duplicates: one PR adds FSDP plan metadata across many model classes, while the other adds pipeline-parallel naive inference support plus related test/marker plumbing. They live in the same distributed-training area but solve different problems on different code paths.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR as a duplicate representative: the two PRs implement different features (FSDP plan coverage vs pipeline-parallel inference support).", "best_issue_reason": null, - "best_pr_reason": "PR 47289 is the better representative of the cluster because it is a broader, more cohesive infrastructure change spanning core distributed loading/runtime code and tests. PR 47165 is a separate model-metadata change for FSDP plans and does not look like the same underlying feature.", + "best_pr_reason": "PR #47289 is the more self-contained representative of the cluster because it centers on one concrete feature and includes the core implementation plus test/marker updates; PR #47165 is a broad cross-model metadata sweep.", "soft_edge_verdicts": [ { "left": "pull_request:47165", "right": "pull_request:47289", "accept": false, - "reason": "Different changes: 47165 adds _fsdp_plan entries to model classes, while 47289 implements pipeline parallel native inference and marker/test plumbing. They share only a broad distributed-training theme, not the same concrete code-path problem." + "reason": "Reject: they touch different mechanisms and code paths. #47165 adds _fsdp_plan entries to many model classes; #47289 implements pipeline parallel naive inference and related test infrastructure. Same subsystem, not the same change." } ] }, @@ -27927,7 +27935,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "ef069c0ef5b94a79370fa567f1520ff6d89f0b022615fddf73a12dc6e1a44866", + "prepared_review_unit_hash": "1df5ff29522698efa317c5c1333d4b889cb2ab4ddbb75e94c535f3348fce28d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -27949,18 +27957,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one fixes loss scaling with label smoothing during gradient accumulation, the other adds/enforces `min_tokens_to_keep` in `TopHLogitsWarper`. They touch different code paths and are not plausible duplicates.", + "summary": "The two pull requests address unrelated code paths: trainer label-smoothing/gradient-accumulation vs. generation TopH warping. They should not be treated as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47261 is the more concrete bug fix and has an explicit issue link; if a representative is needed, it is the better anchor for this cluster, though it is not a duplicate of #47262.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #47261 is the stronger standalone fix: it addresses a specific training correctness bug, has a linked issue, and is better scoped than #47262 for representative triage.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different features and subsystems: Trainer loss scaling vs generation logits warping. No shared concrete code-path problem, so they should not be merged as duplicates." + "reason": "Different subsystems and fixes: one changes training loss scaling with gradient accumulation, the other adds/validates min_tokens_to_keep in TopHLogitsWarper. They are not the same underlying change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 3b0cfe7d75bd0650860a9479262107f00142bfb1..a6e16e0ced6b71942c3104548a13b8ca4b6b9681 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260714t060029z", + "analysis_id": "hybrid-model-20260714t120113z", "archived_artifacts": { - "hybrid": "snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260714T060029Z/analysis-runs/hybrid-model-20260714t060029z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-14T06:12:55Z", + "published_at": "2026-07-14T12:13:51Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260714T060029Z", + "snapshot_id": "20260714T120113Z", "variant": "hybrid" } diff --git a/snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.json b/snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..7a343300b287985de4e87377613fb7aca3aadf52 --- /dev/null +++ b/snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.json @@ -0,0 +1,4702 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260714T120113Z", + "generated_at": "2026-07-14T12:13:49Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-46376-13", + "summary": "Cluster of 13 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46658, + "issue_numbers": [], + "pr_numbers": [ + 46376, + 46509, + 46658, + 47143, + 47163, + 47166, + 47181, + 47184, + 47198, + 47216, + 47292, + 47301, + 47311 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46376, + "right_pr_number": 46509, + "code_similarity": 0.142, + "size_similarity": 0.569, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 46658, + "code_similarity": 0.061, + "size_similarity": 0.18, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.17, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47143, + "code_similarity": 0.109, + "size_similarity": 0.453, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.123, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47163, + "code_similarity": 0.008, + "size_similarity": 0.021, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.027, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47166, + "code_similarity": 0.011, + "size_similarity": 0.043, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.017, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47181, + "code_similarity": 0.075, + "size_similarity": 0.237, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.186, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47184, + "code_similarity": 0.007, + "size_similarity": 0.022, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.014, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47198, + "code_similarity": 0.012, + "size_similarity": 0.053, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47216, + "code_similarity": 0.126, + "size_similarity": 0.511, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.162, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47292, + "code_similarity": 0.01, + "size_similarity": 0.046, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.005, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47301, + "code_similarity": 0.012, + "size_similarity": 0.022, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.051, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47311, + "code_similarity": 0.005, + "size_similarity": 0.013, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.015, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46509, + "right_pr_number": 46658, + "code_similarity": 0.138, + "size_similarity": 0.316, + "file_overlap": 0.053, + "area_overlap": 0.081, + "patch_similarity": 0.204, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 412, + 418 + ], + [ + 1077, + 1083 + ], + [ + 1206, + 1212 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 891 + ], + [ + 1084, + 1090 + ], + [ + 1207, + 1213 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1097, + 1103 + ] + ], + "right_ranges": [ + [ + 1085, + 1091 + ] + ] + } + ] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47143, + "code_similarity": 0.255, + "size_similarity": 0.796, + "file_overlap": 0.074, + "area_overlap": 0.143, + "patch_similarity": 0.159, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 412, + 418 + ], + [ + 1077, + 1083 + ], + [ + 1206, + 1212 + ] + ], + "right_ranges": [ + [ + 412, + 418 + ], + [ + 975, + 981 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1097, + 1103 + ] + ], + "right_ranges": [ + [ + 348, + 354 + ], + [ + 1960, + 1966 + ] + ] + } + ] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47163, + "code_similarity": 0.006, + "size_similarity": 0.012, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.024, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47166, + "code_similarity": 0.007, + "size_similarity": 0.024, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.014, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47181, + "code_similarity": 0.153, + "size_similarity": 0.417, + "file_overlap": 0.094, + "area_overlap": 0.0, + "patch_similarity": 0.274, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "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": [ + [ + 795, + 802 + ] + ], + "right_ranges": [ + [ + 1249, + 1256 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 412, + 418 + ], + [ + 1077, + 1083 + ], + [ + 1206, + 1212 + ] + ], + "right_ranges": [ + [ + 105, + 114 + ], + [ + 737, + 745 + ], + [ + 942, + 948 + ], + [ + 1027, + 1033 + ], + [ + 1161, + 1167 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1097, + 1103 + ] + ], + "right_ranges": [ + [ + 97, + 105 + ], + [ + 1053, + 1059 + ] + ] + } + ] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47184, + "code_similarity": 0.004, + "size_similarity": 0.013, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47198, + "code_similarity": 0.008, + "size_similarity": 0.03, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47216, + "code_similarity": 0.081, + "size_similarity": 0.291, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.152, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47292, + "code_similarity": 0.006, + "size_similarity": 0.026, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.005, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47301, + "code_similarity": 0.01, + "size_similarity": 0.013, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.047, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47311, + "code_similarity": 0.003, + "size_similarity": 0.007, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47143, + "code_similarity": 0.124, + "size_similarity": 0.397, + "file_overlap": 0.054, + "area_overlap": 0.0, + "patch_similarity": 0.187, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 891 + ], + [ + 1084, + 1090 + ], + [ + 1207, + 1213 + ] + ], + "right_ranges": [ + [ + 412, + 418 + ], + [ + 975, + 981 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1085, + 1091 + ] + ], + "right_ranges": [ + [ + 348, + 354 + ], + [ + 1960, + 1966 + ] + ] + } + ] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47163, + "code_similarity": 0.003, + "size_similarity": 0.004, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.016, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47166, + "code_similarity": 0.003, + "size_similarity": 0.008, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.008, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47181, + "code_similarity": 0.216, + "size_similarity": 0.758, + "file_overlap": 0.071, + "area_overlap": 0.0, + "patch_similarity": 0.284, + "shared_filenames": [ + "src/transformers/conversion_mapping.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 739, + 822 + ] + ], + "right_ranges": [ + [ + 1633, + 1653 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 891 + ], + [ + 1084, + 1090 + ], + [ + 1207, + 1213 + ] + ], + "right_ranges": [ + [ + 105, + 114 + ], + [ + 737, + 745 + ], + [ + 942, + 948 + ], + [ + 1027, + 1033 + ], + [ + 1161, + 1167 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1085, + 1091 + ] + ], + "right_ranges": [ + [ + 97, + 105 + ], + [ + 1053, + 1059 + ] + ] + } + ] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47184, + "code_similarity": 0.002, + "size_similarity": 0.004, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.007, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47198, + "code_similarity": 0.014, + "size_similarity": 0.01, + "file_overlap": 0.036, + "area_overlap": 0.0, + "patch_similarity": 0.009, + "shared_filenames": [ + "src/transformers/conversion_mapping.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 739, + 822 + ] + ], + "right_ranges": [ + [ + 140, + 148 + ] + ] + } + ] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47216, + "code_similarity": 0.038, + "size_similarity": 0.092, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.129, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47292, + "code_similarity": 0.002, + "size_similarity": 0.008, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.003, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47301, + "code_similarity": 0.005, + "size_similarity": 0.004, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.03, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47311, + "code_similarity": 0.002, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.007, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47163, + "code_similarity": 0.004, + "size_similarity": 0.009, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.013, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47166, + "code_similarity": 0.005, + "size_similarity": 0.019, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.009, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47181, + "code_similarity": 0.163, + "size_similarity": 0.524, + "file_overlap": 0.097, + "area_overlap": 0.0, + "patch_similarity": 0.196, + "shared_filenames": [ + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/__init__.py", + "left_ranges": [ + [ + 305, + 311 + ] + ], + "right_ranges": [ + [ + 78, + 84 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 412, + 418 + ], + [ + 975, + 981 + ] + ], + "right_ranges": [ + [ + 105, + 114 + ], + [ + 737, + 745 + ], + [ + 942, + 948 + ], + [ + 1027, + 1033 + ], + [ + 1161, + 1167 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 348, + 354 + ], + [ + 1960, + 1966 + ] + ], + "right_ranges": [ + [ + 97, + 105 + ], + [ + 1053, + 1059 + ] + ] + } + ] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47184, + "code_similarity": 0.003, + "size_similarity": 0.01, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.007, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47198, + "code_similarity": 0.006, + "size_similarity": 0.024, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.005, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47216, + "code_similarity": 0.061, + "size_similarity": 0.231, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.1, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47292, + "code_similarity": 0.005, + "size_similarity": 0.021, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.003, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47301, + "code_similarity": 0.006, + "size_similarity": 0.01, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.024, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47311, + "code_similarity": 0.002, + "size_similarity": 0.006, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.006, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47166, + "code_similarity": 0.104, + "size_similarity": 0.483, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.047, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47181, + "code_similarity": 0.004, + "size_similarity": 0.005, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.022, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47184, + "code_similarity": 0.19, + "size_similarity": 0.933, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.022, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47198, + "code_similarity": 0.078, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47216, + "code_similarity": 0.014, + "size_similarity": 0.04, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.039, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47292, + "code_similarity": 0.093, + "size_similarity": 0.452, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.019, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47301, + "code_similarity": 0.192, + "size_similarity": 0.933, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.033, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47311, + "code_similarity": 0.125, + "size_similarity": 0.607, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.025, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47181, + "code_similarity": 0.004, + "size_similarity": 0.01, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47184, + "code_similarity": 0.11, + "size_similarity": 0.517, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.041, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47198, + "code_similarity": 0.163, + "size_similarity": 0.806, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.013, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47216, + "code_similarity": 0.022, + "size_similarity": 0.084, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.034, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47292, + "code_similarity": 0.189, + "size_similarity": 0.935, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47301, + "code_similarity": 0.108, + "size_similarity": 0.517, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.034, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47166, + "right_pr_number": 47311, + "code_similarity": 0.062, + "size_similarity": 0.293, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.021, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47184, + "code_similarity": 0.003, + "size_similarity": 0.005, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47198, + "code_similarity": 0.017, + "size_similarity": 0.013, + "file_overlap": 0.043, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [ + "src/transformers/conversion_mapping.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 1633, + 1653 + ] + ], + "right_ranges": [ + [ + 140, + 148 + ] + ] + } + ] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47216, + "code_similarity": 0.046, + "size_similarity": 0.121, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.146, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47292, + "code_similarity": 0.003, + "size_similarity": 0.011, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.004, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47301, + "code_similarity": 0.007, + "size_similarity": 0.005, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.042, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47181, + "right_pr_number": 47311, + "code_similarity": 0.002, + "size_similarity": 0.003, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.008, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47184, + "right_pr_number": 47198, + "code_similarity": 0.083, + "size_similarity": 0.417, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47184, + "right_pr_number": 47216, + "code_similarity": 0.012, + "size_similarity": 0.043, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.02, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47184, + "right_pr_number": 47292, + "code_similarity": 0.097, + "size_similarity": 0.484, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47184, + "right_pr_number": 47301, + "code_similarity": 0.207, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.046, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47184, + "right_pr_number": 47311, + "code_similarity": 0.119, + "size_similarity": 0.567, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.038, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47198, + "right_pr_number": 47216, + "code_similarity": 0.023, + "size_similarity": 0.104, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.018, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47198, + "right_pr_number": 47292, + "code_similarity": 0.172, + "size_similarity": 0.861, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47198, + "right_pr_number": 47301, + "code_similarity": 0.087, + "size_similarity": 0.417, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.023, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47198, + "right_pr_number": 47311, + "code_similarity": 0.047, + "size_similarity": 0.236, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47216, + "right_pr_number": 47292, + "code_similarity": 0.019, + "size_similarity": 0.089, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.005, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47216, + "right_pr_number": 47301, + "code_similarity": 0.02, + "size_similarity": 0.043, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.075, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47216, + "right_pr_number": 47311, + "code_similarity": 0.007, + "size_similarity": 0.024, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.016, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47292, + "right_pr_number": 47301, + "code_similarity": 0.098, + "size_similarity": 0.484, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.006, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47292, + "right_pr_number": 47311, + "code_similarity": 0.058, + "size_similarity": 0.274, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.019, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47301, + "right_pr_number": 47311, + "code_similarity": 0.117, + "size_similarity": 0.567, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.026, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43451-2", + "summary": "Cluster of 2 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 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 46836, + "code_similarity": 0.278, + "size_similarity": 0.922, + "file_overlap": 0.146, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "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", + "utils/check_repo.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 1375, + 1382 + ] + ], + "right_ranges": [ + [ + 893, + 900 + ] + ] + }, + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 737, + 769 + ] + ], + "right_ranges": [ + [ + 127, + 133 + ], + [ + 1495, + 1545 + ] + ] + }, + { + "filename": "src/transformers/models/__init__.py", + "left_ranges": [ + [ + 290, + 296 + ] + ], + "right_ranges": [ + [ + 453, + 459 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 391, + 398 + ], + [ + 824, + 830 + ], + [ + 945, + 951 + ], + [ + 1068, + 1074 + ], + [ + 1202, + 1208 + ] + ], + "right_ranges": [ + [ + 637, + 647 + ], + [ + 919, + 928 + ], + [ + 1130, + 1136 + ], + [ + 1260, + 1266 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 331, + 338 + ], + [ + 1094, + 1100 + ], + [ + 1913, + 1919 + ] + ], + "right_ranges": [ + [ + 509, + 515 + ], + [ + 1119, + 1125 + ] + ] + }, + { + "filename": "utils/check_repo.py", + "left_ranges": [ + [ + 250, + 258 + ], + [ + 337, + 344 + ] + ], + "right_ranges": [ + [ + 267, + 274 + ], + [ + 494, + 501 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46894-5", + "summary": "Cluster of 1 issues and 4 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46903, + "issue_numbers": [ + 46894 + ], + "pr_numbers": [ + 46895, + 46903, + 46958, + 47090 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46895, + "right_pr_number": 46903, + "code_similarity": 0.533, + "size_similarity": 0.404, + "file_overlap": 0.333, + "area_overlap": 0.933, + "patch_similarity": 0.17, + "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, + 650 + ] + ], + "right_ranges": [ + [ + 637, + 651 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 500, + 514 + ] + ] + } + ] + }, + { + "left_pr_number": 46895, + "right_pr_number": 46958, + "code_similarity": 0.779, + "size_similarity": 0.915, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.81, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 35, + 41 + ], + [ + 176, + 214 + ] + ], + "right_ranges": [ + [ + 15, + 21 + ], + [ + 180, + 221 + ] + ] + } + ] + }, + { + "left_pr_number": 46895, + "right_pr_number": 47090, + "code_similarity": 0.819, + "size_similarity": 0.932, + "file_overlap": 1.0, + "area_overlap": 0.783, + "patch_similarity": 0.389, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 500, + 512 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 35, + 41 + ], + [ + 176, + 214 + ] + ], + "right_ranges": [ + [ + 175, + 222 + ] + ] + } + ] + }, + { + "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 + ] + ] + } + ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 47090, + "code_similarity": 0.519, + "size_similarity": 0.433, + "file_overlap": 0.333, + "area_overlap": 0.867, + "patch_similarity": 0.192, + "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": [ + [ + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 514 + ] + ], + "right_ranges": [ + [ + 500, + 512 + ] + ] + } + ] + }, + { + "left_pr_number": 46958, + "right_pr_number": 47090, + "code_similarity": 0.742, + "size_similarity": 0.852, + "file_overlap": 1.0, + "area_overlap": 0.611, + "patch_similarity": 0.387, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ], + "right_ranges": [ + [ + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ], + "right_ranges": [ + [ + 500, + 512 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 15, + 21 + ], + [ + 180, + 221 + ] + ], + "right_ranges": [ + [ + 175, + 222 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47138-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #47138.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 47138, + "canonical_pr_number": 47140, + "issue_numbers": [ + 47138, + 47139 + ], + "pr_numbers": [ + 47140, + 47303 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47140, + "right_pr_number": 47303, + "code_similarity": 0.656, + "size_similarity": 0.65, + "file_overlap": 1.0, + "area_overlap": 0.447, + "patch_similarity": 0.466, + "shared_filenames": [ + "src/transformers/cli/chat.py", + "tests/cli/test_chat.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/chat.py", + "left_ranges": [ + [ + 20, + 26 + ], + [ + 103, + 122 + ], + [ + 346, + 356 + ], + [ + 383, + 389 + ], + [ + 473, + 479 + ] + ], + "right_ranges": [ + [ + 103, + 115 + ], + [ + 216, + 224 + ], + [ + 383, + 389 + ] + ] + }, + { + "filename": "tests/cli/test_chat.py", + "left_ranges": [ + [ + 15, + 28 + ], + [ + 51, + 105 + ] + ], + "right_ranges": [ + [ + 14, + 29 + ], + [ + 52, + 76 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46693-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46693.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46693, + "canonical_pr_number": 47215, + "issue_numbers": [ + 46693 + ], + "pr_numbers": [ + 46696, + 47215 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46696, + "right_pr_number": 47215, + "code_similarity": 0.138, + "size_similarity": 0.022, + "file_overlap": 0.2, + "area_overlap": 0.191, + "patch_similarity": 0.043, + "shared_filenames": [ + "src/transformers/modeling_flash_attention_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/modeling_flash_attention_utils.py", + "left_ranges": [ + [ + 667, + 692 + ] + ], + "right_ranges": [ + [ + 33, + 39 + ], + [ + 317, + 324 + ], + [ + 368, + 375 + ], + [ + 491, + 499 + ], + [ + 680, + 702 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46159-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46159.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46159, + "canonical_pr_number": 46174, + "issue_numbers": [ + 46159 + ], + "pr_numbers": [ + 46174, + 46780 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46174, + "right_pr_number": 46780, + "code_similarity": 0.841, + "size_similarity": 0.87, + "file_overlap": 1.0, + "area_overlap": 0.767, + "patch_similarity": 0.657, + "shared_filenames": [ + "src/transformers/models/aimv2/modeling_aimv2.py", + "src/transformers/models/d_fine/modeling_d_fine.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/aimv2/modeling_aimv2.py", + "left_ranges": [ + [ + 134, + 141 + ], + [ + 144, + 154 + ], + [ + 157, + 165 + ] + ], + "right_ranges": [ + [ + 134, + 140 + ], + [ + 143, + 153 + ], + [ + 156, + 162 + ] + ] + }, + { + "filename": "src/transformers/models/d_fine/modeling_d_fine.py", + "left_ranges": [ + [ + 631, + 638 + ], + [ + 641, + 651 + ], + [ + 654, + 662 + ] + ], + "right_ranges": [ + [ + 631, + 637 + ], + [ + 640, + 650 + ], + [ + 653, + 659 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/modeling_deimv2.py", + "left_ranges": [ + [ + 703, + 710 + ], + [ + 713, + 723 + ], + [ + 726, + 734 + ] + ], + "right_ranges": [ + [ + 703, + 709 + ], + [ + 712, + 722 + ], + [ + 725, + 731 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "left_ranges": [ + [ + 1551, + 1558 + ], + [ + 1561, + 1571 + ], + [ + 1574, + 1582 + ] + ], + "right_ranges": [ + [ + 1551, + 1557 + ], + [ + 1560, + 1570 + ], + [ + 1573, + 1579 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "left_ranges": [ + [ + 804, + 811 + ], + [ + 814, + 824 + ], + [ + 827, + 835 + ] + ], + "right_ranges": [ + [ + 804, + 810 + ], + [ + 813, + 823 + ], + [ + 826, + 832 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 854 + ], + [ + 857, + 867 + ], + [ + 870, + 878 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 983 + ], + [ + 986, + 996 + ], + [ + 999, + 1007 + ] + ], + "right_ranges": [ + [ + 976, + 982 + ], + [ + 985, + 995 + ], + [ + 998, + 1004 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "left_ranges": [ + [ + 152, + 159 + ], + [ + 162, + 172 + ], + [ + 175, + 183 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 69 + ], + [ + 72, + 82 + ], + [ + 85, + 93 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, + "issue_numbers": [ + 46869 + ], + "pr_numbers": [ + 46886, + 46922 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46886, + "right_pr_number": 46922, + "code_similarity": 0.711, + "size_similarity": 0.857, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.429, + "shared_filenames": [ + "src/transformers/models/yolos/modeling_yolos.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/yolos/modeling_yolos.py", + "left_ranges": [ + [ + 446, + 452 + ] + ], + "right_ranges": [ + [ + 434, + 440 + ], + [ + 446, + 452 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.721, + "size_similarity": 0.973, + "file_overlap": 0.75, + "area_overlap": 0.563, + "patch_similarity": 0.696, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py", + "utils/notification_service.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3611, + 3618 + ], + [ + 3835, + 3869 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 144 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + }, + { + "filename": "utils/notification_service.py", + "left_ranges": [ + [ + 935, + 967 + ] + ], + "right_ranges": [ + [ + 935, + 967 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46305-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46305, + "canonical_pr_number": 47162, + "issue_numbers": [ + 46305 + ], + "pr_numbers": [ + 46310, + 47162 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46310, + "right_pr_number": 47162, + "code_similarity": 0.577, + "size_similarity": 0.338, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.062, + "shared_filenames": [ + "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "left_ranges": [ + [ + 356, + 362 + ] + ], + "right_ranges": [ + [ + 356, + 362 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47122-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47150, + "issue_numbers": [], + "pr_numbers": [ + 47122, + 47150, + 47224 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47122, + "right_pr_number": 47150, + "code_similarity": 0.085, + "size_similarity": 0.423, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47122, + "right_pr_number": 47224, + "code_similarity": 0.474, + "size_similarity": 0.302, + "file_overlap": 0.4, + "area_overlap": 0.818, + "patch_similarity": 0.051, + "shared_filenames": [ + "src/transformers/models/edgetam/modeling_edgetam.py", + "src/transformers/models/edgetam/modular_edgetam.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/edgetam/modeling_edgetam.py", + "left_ranges": [ + [ + 464, + 472 + ] + ], + "right_ranges": [ + [ + 464, + 474 + ] + ] + }, + { + "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "left_ranges": [ + [ + 210, + 218 + ] + ], + "right_ranges": [ + [ + 210, + 220 + ] + ] + } + ] + }, + { + "left_pr_number": 47150, + "right_pr_number": 47224, + "code_similarity": 0.442, + "size_similarity": 0.128, + "file_overlap": 0.2, + "area_overlap": 1.0, + "patch_similarity": 0.04, + "shared_filenames": [ + "src/transformers/models/whisper/generation_whisper.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/whisper/generation_whisper.py", + "left_ranges": [ + [ + 1937, + 1943 + ] + ], + "right_ranges": [ + [ + 1937, + 1943 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47123-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47123, + "issue_numbers": [], + "pr_numbers": [ + 47123, + 47280 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47123, + "right_pr_number": 47280, + "code_similarity": 0.547, + "size_similarity": 0.522, + "file_overlap": 1.0, + "area_overlap": 0.368, + "patch_similarity": 0.093, + "shared_filenames": [ + "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "left_ranges": [ + [ + 14, + 20 + ], + [ + 487, + 493 + ] + ], + "right_ranges": [ + [ + 14, + 21 + ], + [ + 481, + 499 + ], + [ + 520, + 530 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-47138-4", + "canonical_issue_number": 47138, + "duplicate_issue_numbers": [ + 47139 + ], + "reason": "Issues in cluster-47138-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "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-43451-2", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46836 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "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-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 47162, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46376-13", + "canonical_pr_number": 46658, + "duplicate_pr_numbers": [ + 46376, + 46509, + 47143, + 47163, + 47166, + 47181, + 47184, + 47198, + 47216, + 47292, + 47301, + 47311 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46376-13 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46693-3", + "canonical_pr_number": 47215, + "duplicate_pr_numbers": [ + 46696 + ], + "target_issue_number": 46693, + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "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-46894-5", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958, + 47090 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47122-3", + "canonical_pr_number": 47150, + "duplicate_pr_numbers": [ + 47122, + 47224 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47123-2", + "canonical_pr_number": 47123, + "duplicate_pr_numbers": [ + 47280 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47123-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47138-4", + "canonical_pr_number": 47140, + "duplicate_pr_numbers": [ + 47303 + ], + "target_issue_number": 47138, + "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-5", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-46376-13", + "pr_number": 46658, + "reason": "PR #46658 is the strongest global PR candidate because it is open, belongs to a cluster with 13 artifacts, links to 0 issues, and carries 96 review/discussion events.", + "score": 434.442 + } +} diff --git a/snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..51731656c1a71e9533ff0a73e077261945e15518 --- /dev/null +++ b/snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27983 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260714T120113Z", + "generated_at": "2026-07-14T12:13:49Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:34928|issue:36331", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "ddc64a7e49b2fc83679c6bfef181b009775c3b6a379f29cd1724f461eea0ce94", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46274, + "estimated_input_tokens": 11569, + "estimated_eval_tokens": 23394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but it does contain a few tight duplicate families: the strongest is the DeepSpeed ZeRO-3 Bert index-out-of-bounds pair, plus a strong Qwen3_5MoeTextRotaryEmbedding offload/materialization pair, and a torch 2.4.1 incompatibility pair that looks like the same version-compatibility bug rather than an exact title match.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43596 is the clearest representative of the strongest duplicate family: it names the Bert + DeepSpeed ZeRO-3 index-out-of-bounds path directly, and 43638 describes the same failure mode with very similar context.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall cluster representative because it is a concrete, reproducible bug report with the strongest duplicate evidence attached to it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures in different workflows; no clear shared code path." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime/device errors on unrelated execution paths." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Model-specific dtype mismatch vs AMD GPU model failure; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention device/runtime issues, but the model and failure modes differ." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Broken example vs GPU model failure; unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime bugs with no shared root cause." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Distributed collective mismatch vs ONNX export error; different code paths." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export issue vs Qwen3Moe FP8 failure; not the same bug." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and different failures; not duplicates." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs docs/example cleanup; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export issue vs import failure in a different module; not the same code path." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they target different removed items and pages." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Qwen embedding unpacking bug vs resume-training/remote-code issue." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Different model/workflow failures; no common underlying bug." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch vs device-map placement mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Superficially similar IndexErrors, but different model paths and failure surfaces." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed Bert index error vs training-resume remote-code issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different model bugs; only the exception class is similar." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch vs video token/template mismatch; different causes." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures and different symptoms." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue vs broken official example; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration issue vs resume-training issue; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice preset bug vs ONNX export issue." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective mismatch vs Bert ZeRO-3 index error; different failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 Bert index-out-of-bounds bug family." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy call issue vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug vs LoRA merge/save mismatch; different problems." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime failures with unrelated symptoms." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure vs remote-code config_class import error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Training weight shape error vs collective mismatch; different root causes." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different device/runtime bugs on different model families." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch vs mask indexing error; not duplicates." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram op failure vs multi-GPU device-map issue." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug family." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing bug vs trainer API signature mismatch." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed Bert index error vs GPT-OSS TP issue; different model paths." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime bug; no shared fix." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models, environments, and failure types." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup issue vs video feature/token mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error vs tokenizer regex patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility family, even if the titles are not identical." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed/device placement bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Version incompatibility vs model-specific inference failure." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo tracing error vs multimodal dtype mismatch; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure surfaces." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different device/runtime bugs with no common code path." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call vs unsupported MPS op; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen model bugs with different failure modes." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy issue vs Qwen3.5 embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 index errors, but the model/code paths differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed features." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different device/runtime failures; no common underlying bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collective mismatch vs trainer API change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue vs import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU model failure vs RAG docs issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different model/runtime failures; not duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level picture is mostly grounded, but the summary overstates one pair: calling 45800/46515 an \"exact\" torch 2.4.1 incompatibility pair is stronger than the packet supports (their titles are similar, but not identical, and there\u2019s no deterministic evidence). The DeepSpeed ZeRO-3 Bert pair and the Qwen3_5MoeTextRotaryEmbedding pair are plausible, but should be described more conservatively as likely/strong duplicate families rather than exact matches." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 2, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "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", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "3c023c2ce450dac5631406f8f2683a26f81dcce908aaa717709ba73860b4864b", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39733, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Almost all candidates are distinct bugs or model-specific failures. The only clear duplicate-like pair is the AutoTokenizer v5 regression affecting multiple model families, where one report is a narrow Granite-specific instance and the other is the broader umbrella issue.", + "confidence": 0.9, + "canonical_issue_reason": "Choose issue 45920 as canonical: it describes the broad v5 AutoTokenizer token-ID regression across multiple models, which subsumes the narrower Granite-only report in 45812.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best representative because it is the most general, highest-signal description of the underlying regression and covers the widest set of affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: torch/Transformers version incompatibility vs USE_DISTRIBUTED=0 breakage." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to PyTorch distributed support." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and symptoms: corrupted Ovis2 checkpoint vs Sam3 text-encoder load issue." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern attr error and Qwen3 device-map cuda assert are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both mention ZeRO-3 IndexError, but they involve different models and likely separate root causes." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Two unrelated documentation issues with different APIs and behavior changes." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support problem vs table-question-answering crash; no shared code path." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage type error is unrelated to the distributed build/support regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger cross-entropy routing and Qwen3-VL video StopIteration are different issues." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal model failures: Voxtral processor vs Gemma4 device mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is device placement and the other is chat-template video token mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug is unrelated to outdated RAG docs." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt compatibility are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are different problem areas." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage is broader but not the same concrete issue as USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression; 45920 is the broader umbrella report and 45812 is a specific Granite instance." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to RAG documentation." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no shared symptom or fix path." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is not the same as PyTorch distributed build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the reported failures and model/config contexts differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar IndexError text, but different shapes/models and not enough evidence of one bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper run failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load failure is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and Pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different models and compiler regressions: Mixtral grouped_mm tracing vs Sam3 bf16 compilation." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the Pydantic model regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is transformers chat crash and the other is streaming chat/completions API failure." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Similar IndexError wording but different model/loading paths and different root causes." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo tracing and YOLO multi-GPU auto-device-map failures are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 runtime error does not match table QA crash semantics." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 config attribute error is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference failure and MPS histogram-op error are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and MPS histogram op issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different model/dtype issues: Mixtral tracing vs Phi-tiny-MoE autocast mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are different problems." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is not the same as YOLO multi-GPU auto device-map failure." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight tying bug is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the tensor shapes, models, and loading contexts differ." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class AttributeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue 45920 is clearly the broader v5 AutoTokenizer regression, and 45812 is a narrower Granite-specific instance. The soft-edge verdicts are conservative overall and do not overclaim duplicates; the pair reasoning stays aligned with the issue titles and available metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 3, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "ea4cbb319017ac37c6eadc418c5cd517f36c994ef0656ccdaf0978a81d68a87a", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38034, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports. A few soft duplicates appear around shared validation, remote-code loading, SigLIP2 behavior, and Qwen video/template regressions; the rest are distinct bugs or regressions.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45020 is the best canonical issue here because it is a clear, broadly scoped regression report about recent transformers versions breaking remote-code models, with an explicit affected surface and strong generality.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest standalone issue to anchor the cluster: it is concrete, broadly applicable, and likely to subsume related remote-code loading regressions if more duplicates surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are config/field regressions in v5, but one is about StableLmConfig.pad_token_idx and the other is a broader PretrainedConfig pydantic-field break; not the same concrete bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device mismatch under device_map=auto. Different failure modes and code paths." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss architecture support are unrelated model/loading issues." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes _is_hf_initialized incompatibility and a Sam3 bf16 compilation regression are separate problems." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape problems, but one is a mask/indexing error and the other is an SFT-trainer embedding unpacking failure; not enough to be the same bug." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to the Sam3 bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "A torch.autocast dtype mismatch in Phi-tiny-MoE is not the same as a Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are different model/runtime issues." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "The _is_hf_initialized TypeError from init_empty_weights is distinct from the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "CUDA memory growth under int4 quantization and tied-weights regressions are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig field/pydantic breakage." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device_map issues and Sam3 bf16 compilation regression are not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls do not match the Sam3 compilation regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "These are both IndexErrors, but one is a mask-length mismatch and the other is a zero-sized tensor indexing failure under deepspeed zero3; different underlying causes." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers incompatibility are too broad and distinct to merge as one bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is not the same as Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both point to the same Qwen3.5/Qwen3.5-MoE video-input regression path; the latter is a specific apply_chat_template manifestation of the broader video regression." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing bad outputs through the model/pipeline path; the second is a more concrete symptom of the same incorrect behavior." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "The Nemotron example breakage is unrelated to YOLO multi-GPU device_map behavior." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3 initialization indexing failure and remote-code resume/training issues are different problems." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and uninitialized inv_freq after to_empty are different model initialization bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issues and remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape runtime error and Qwen3.5 TRL unpacking failure are different stack traces and code paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model initialization in Jupyter and flash-attn2 fallback blocking are separate regressions." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are not the same underlying bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe remote-code/custom-module loading going wrong due to cache/path handling; they look like the same module-resolution bug from different angles." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure and flash-attn2 fallback checks do not share a concrete code-path problem." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "A specific Mistral3 lm_head tying bug is not the same as the broader translation-model tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion and a docs-only run-command issue are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to tied-weights regressions." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies and stale docs about the removed run command are different documentation issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crashes on Qwen3.5 do not match tied-weights translation-model regressions." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are different bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are validation/XOR logic problems producing wrong or misleading input_ids vs inputs_embeds errors; the T5 case looks like a model-specific manifestation of the same shared validation bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet, and the soft-edge decisions are mostly conservative. The accepted pairs are plausibly the same bug class (Qwen video regression, SigLIP2 behavior, remote-code/custom-module loading, and XOR validation messaging). The rejected pairs are also appropriately cautious given the distinct titles and failure modes. No clear overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 4, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "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:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44863|issue:45005", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:43828|issue:44928", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:41553|issue:43883" + ], + "prepared_review_unit_hash": "a60ef6bdd5bc4719a43f93d84770a2edaae31182457460ee92f0895fdd693041", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37012, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers bug reports, but a few pairs are true duplicates or near-direct duplicates: the Gemma4 4-bit dtype-cast reports, the StaticCache.get_seq_length API regression, and the SigLIP2 implementation-vs-reference mismatch. Most other soft matches are only same-subsystem similarities, not the same bug.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43950 is the clearest self-contained v5 regression in the set: it names the exact broken code path (`from_pretrained` and non-persistent buffers), has a concrete symptom, and is more actionable than the broader/less specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as above: it is the most concrete, generalizable bug report in the cluster and a good anchor for related v5 regression triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Unrelated failures: DeepSeek-Coder tokenizer detokenization vs Qwen3 NVFP4 runtime error." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: NemotronH checkpoint loading vs tied-weights handling in translation models." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but on different model families and different concrete failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2-related, but one is docs/example errors and quantization failure while the other is model quality/discrepancy; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": false, + "reason": "Same broad v5 regression theme, but the titles point to different concrete bugs and code paths." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different training/API problems: custom compute_loss signature vs DeepSpeed ZeRO-3 load failure." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Related Mamba2 family, but one is incorrect use_cache behavior and the other is inter-chunk recurrence in a different implementation path." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Both mention regressions, but the underlying bugs are different: missing fields with trust_remote_code vs non-persistent buffer corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes Int8Params init vs missing Float8 storage object." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized audio/vision dtype-casting bug; 46932 is explicitly the same issue and matches the failure described in 46899." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Both discuss tokenization/embeddings, but one is a SigLIP2 model discrepancy and the other is a generic version-dependent tokenization change." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 45920 is a broad multi-model AutoTokenizer issue while 46489 is a DeepSeek-Coder-specific tokenizer bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different Qwen3.5 problems: dtype mismatch under autocast vs gradient explosion from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family only; one is unexpected zero probabilities, the other is embedding quality discrepancy." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache.get_seq_length contract break: 46858 is the backend-specific manifestation of the same tensor-vs-int return bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Different regression classes: non-persistent buffer corruption vs uninitialized inv_freq after meta->to_empty(cuda) materialization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both describe the same SigLIP2 HF-vs-JAX implementation mismatch leading to degraded embeddings." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 bugs: flash-attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both are Gemma/Qwen-style model internals issues, but the code paths are unrelated: per-layer shared_kv_states rebuild vs uninitialized rotary frequency buffer." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training/resource problems: ineffective gradient checkpointing with LoRA vs increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Different issues: generic load noise vs inability to load a specific model." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Unrelated: DeepSpeed training weight-shape RuntimeError vs early-stopping metric configuration warning." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime problems: tokenizer detokenization regression vs AMD GPU execution failure for GPT-OSS-20B." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is noisy logging and the other is a concrete model load failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model-specific load/runtime failures: Gemma3 ZeRO-3 load crash vs Qwen3Moe FP8 failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote-code/config behavior, but the bugs are different: missing fields in AutoConfig return vs remote_code breakage in recent versions." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different performance/memory issues in different training paths; not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated: tokenizer load regression for a specific model vs flash-attn2 fallback gating logic." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different error classes and code paths: missing Qwen2.5 VL import vs bitsandbytes Int8Params constructor mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad error message for AutoTokenizer loading Voxtral vs missing all_tied_weights_keys attribute in Molmo; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted pairs are well-supported by the titles, and the rejected pairs mostly read as same-subsystem but different bugs. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 5, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "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:45081|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45715|issue:46315", + "issue:45759|issue:46661", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43881|issue:43883", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "7e37458049cfcb7862853b4ddf736a21601aedecdeb5099093659c266e134f23", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36628, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous model- and tokenizer-specific issue reports, not one cohesive duplicate cluster. I only see two strong duplicate threads: the docs/pipeline-removal reports and the mask-shape mismatch reports.", + "confidence": 0.61, + "canonical_issue_reason": "No single canonical issue fits the whole set; the best duplicate thread is the mask-shape mismatch pair (41093/44805), which is the clearest concrete bug report among the items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41093 is the best representative of the strongest duplicate thread because it states the concrete runtime failure clearly and matches another near-identical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both involve tokenizer/flash-attn adjacent code, but they describe different failures in different paths: Mistral regex patching vs flash-attn2 fallback checks." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: an MPS histogram op limitation vs a device-mapping mismatch during forward." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-loading failures with no clear shared code path; one is a Qwen3VL weight_only error, the other is a GLM5 loading issue." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both mention model loading regressions, but one is about remote_code compatibility and the other is a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "One is about add-new-model-like/tokenizer mapping handling; the other is a broad remote_code regression. Same area, not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different concrete failures: autocast dtype mismatch vs device placement mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading-related, but one is a tokenizer error message issue and the other is a model load failure for a different model family." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading breakage and Kimi-K2.5 tokenizer regression are unrelated code paths." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention LoRA/tie-word-embeddings, but they are different symptoms on different versions and models." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different conversion directions and different hot paths." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different loader bugs: composite config unwrapping vs remote-code model_class.config_class handling." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions for DeepSeek-family models, but they point to different model classes and different tokenizer behavior changes." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both mention remote-code models, but the concrete failure modes are different enough that they should not be merged." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are the same docs regression: stale references to removed pipeline tasks after v5 pipeline removals." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights and non-persistent buffer corruption are different state-management bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading problems for different model families; no shared concrete bug is evident." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Very similar wording, but these are model-specific reports across different architectures; not enough evidence of one exact code-path bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is a Whisper run failure and the other is a low-level fbank feature issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected trainer kwarg vs mask/index shape mismatch are unrelated failures." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is a missing flag on a remote-code variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen3 ZeRO-3 loading failures, but the reported missing-weights failures are not clearly the same underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Related video-input area, but the regression patterns and affected models differ enough that they should stay separate." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely unrelated: DeepSpeed training weight-dimension error vs void segmentation map processing." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same underlying bug report: the same mask/tensor shape mismatch runtime error is described in both issues." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different problems: Qwen3.5 RLHF gradient explosion from position_ids/SDPA behavior vs flash-attention s_aux=None crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate threads are well-supported by the titles: the docs/pipeline-removal pair (43827/44509) and the mask-shape mismatch pair (41093/44805). The rejected soft-edge pairs are also cautiously phrased and do not overstate equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:43716|issue:46468", + "issue:43366|issue:43828", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:41553|issue:44991", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:41553|issue:44488", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44910|issue:46858", + "issue:44683|issue:46515", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "2b948e958765dbd4b5cf8514eb880b955149befb84cc52bb8fbce449376db568", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37341, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that were surfaced by soft similarity alone. The only clear duplicate-like pair is the two custom-model initialization regressions in Transformers 5.0.0 (issues 43645 and 43646).", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43646 is the cleaner, broader statement of the same regression; 43645 is a notebook-specific phrasing of the same custom model initialization breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best canonical issue because it captures the underlying bug without narrowing it to Jupyter notebooks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: image preprocessor/model dtype mismatch vs Nemotron example breakage." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Broad GGUF architecture support request vs a specific autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different problems: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "NemotronH checkpoint loading issue vs Sam3Model text encoder weights not loading; different model families and code paths." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3/Qwen3-MoE, but one is GGUF architecture support and the other is a sliding_window bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Specific ZeRO-3/BertModel IndexError vs a generic torch 2.4.1 incompatibility claim." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but Voxtral tokenizer error messaging and EMBEDDIA est-roberta tokenizer failure are distinct issues." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen2.5-VL/Qwen3.5 rotary-position bugs with different symptoms and code paths." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss is unrelated to a Float8 storage lookup error." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "ZeRO-3 training on non-pretrained BertModel vs generic torch 2.4.1 incompatibility; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Gemma4 PLE device mismatch under device_map='auto'." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched inference track leakage vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs meta-device loading regression; both involve loading but different defects." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl-embedding video StopIteration." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2.5-VL import vs meta-device loading breakage; different failure modes." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not able to run 3d_parallel.py is unrelated to GGUF support for gpt-oss." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral AutoTokenizer error message issue vs sleng-bert loading regression; different models and symptoms." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl-embedding video StopIteration vs MPS histogram not implemented for Int in moe code." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0.0 regression: custom model initialization breaks; 43645 is the notebook-specific phrasing." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding vs Qwen3.5 embedding unpacking failure with TRL SFT trainer." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error vs Qwen3Moe FineGrainedFP8Config failure; unrelated code paths." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3.5 FlashAttention position_ids bug vs cache.get_seq_length() returning a device tensor; different mechanisms." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 vs a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure is unrelated to Qwen3.5 FlashAttention illegal memory access." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both involve checkpointing/PEFT, but one is gradient checkpointing ineffective and the other is a CheckpointError with ZeRO-3; not the same bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Granite AutoTokenizer wrong token IDs vs DeepSeek-Coder v1 tokenizer output regression; different models and tokenizer logic." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 PLE device mismatch vs generic torch 2.4.1 incompatibility; not the same underlying issue." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like tokenizer mapping bug vs Gemma4 PLE device mismatch; unrelated failures." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration vs a mask/tensor shape mismatch IndexError; different symptoms and likely code paths." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both concern siglip2-base-patch16-224, but one is zero probabilities and the other is nonsensical outputs; not enough evidence of the same bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config blocking granite_speech vs config validation preventing tiny-random glm4v loading; same general area, different models/issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 BertModel IndexError vs tokenizer mapping-name issue; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 BertModel IndexError vs tokenizer mapping-name issue; different code paths and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-like pair is 43645/43646, and the rest of the soft-edge rejections are appropriately cautious rather than overclaiming matches. No mergeability issues are apparent for the accepted pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 7, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "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:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45488|issue:45812", + "issue:45276|issue:45335" + ], + "prepared_review_unit_hash": "40a88712ef7d39374fb26f528cb7b99215484fee7fc1100e757579cdeffd4753", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36036, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of related-but-distinct Transformers issues, with only a couple of true duplicates/near-duplicates. The clearest duplicate anchor is the Transformers 5.0.0 non-persistent-buffer regression; a Gemma4 4-bit multimodal dtype-cast pair also looks like the same bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the strongest canonical issue candidate because it is an exact duplicate of 44534 and describes a clear, self-contained Transformers 5.0.0 regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall issue representative because it is the cleanest duplicate anchor in the set and has the most directly mergeable counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe Gemma4 4-bit multimodal inference breaking from unsafe dtype handling in the same embedders/audio-vision path." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration failure and a mask/tensor shape mismatch are unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "A device-map CUDA assert and a Kosmos2.5 OCR index error are separate failures." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Offload/dequantized loading bug vs Strix Halo mmap OOM; not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a docs/processor mismatch plus quantization failure." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device mapping CUDA assert and FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate: both report the same Transformers 5.0.0 non-persistent-buffer junk regression." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different resize_token_embeddings symptoms." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they concern different checkpoints with no shared concrete failure mode shown." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan shape/OOM issues are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-encoder key regression are distinct." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype ignored on load; the other is config.dtype staying stale after from_config." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Same broad v5 context, but custom-model-in-Jupyter initialization is a different bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but docs-example errors and nonsensical model outputs are not clearly the same code-path bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different checkpoints and different tokenizer/loading symptoms; too little evidence of one root cause." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to GLM-4.7-Flash test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency and quantization offloading behavior are different issues." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash loading failure and Qwen3-VL weight-shape mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different embedding-resize failures." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Same API name, but the model/context and affected submodule differ; not the same concrete bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory growth." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic and SGD optimizer args not being used are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 and sinq save/load breakage are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "extra_state save/load handling and unexpected _is_hf_initialized in init_empty_weights are distinct regressions." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different concrete tokenizer behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar resize_token_embeddings symptom, but Gemma4 and T5Gemma affect different model-specific submodules and are not clearly the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft-edge pairs are well supported by the titles/body themes (43644\u219444534 and 45672\u219446899), and the other rejections do not overreach. The canonical issue choice of 43644 is defensible from the duplicate wording with 44534." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 8, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43828", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46897|issue:46901", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:44402|issue:44488", + "issue:45663|issue:45759", + "issue:41720|issue:44155", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44079|issue:46829", + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:36010|issue:39404", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "ec584ca1b21a319b03b91697f8688e8a04d31d6ae7bf19d131314f54e83cf04b", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36788, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicate pair is the resize_token_embeddings/output_embeddings bug (45276/45292); the rest are similar by subsystem or symptom but not the same concrete issue.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45276 is the best representative because it is the broader, more specific report of the resize_token_embeddings/output_embeddings failure, and it cleanly subsumes the more generic issue:45292.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the most actionable issue here: it is concrete, well-scoped, and has a true duplicate that points to the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same high-level training-loss symptom, but different models/code paths; not clearly one bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different model families: chat crash vs missing processor attribute." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and meta-device loading are separate problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are load-related, but the model/tokenizer failures are different and not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError and Qwen config unwrapping are distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems and different failure mechanisms." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a position_ids interpretation bug and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are model-specific reports and not the same concrete code path." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation/example errors and a GLM5 issue are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading and int4 reserved-memory OOM are different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific bugs: Gemma4 FSDP2 vs Qwen3_5Moe CPU offload." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but the generic ModelOutput key issue is not the same as the VideoPrism hidden_states bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading and disabling mmap on Strix Halo address different root causes." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 token leak and Gemma4 device mismatch are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 KeyError are distinct." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both can OOM, but one is an int4 memory regression and the other is a platform-specific mmap issue." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same Nemotron family, but one is a checkpoint-loading incompatibility and the other is a broken example." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config loading are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings/output_embeddings bug; 45276 is the broader specific report and 45292 is the generic duplicate." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3.5 position_ids-induced NaNs are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer behavior, but BPE marker handling and continue_final_message are different failures." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 shared_kv_states rebuild are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading are different issues." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model Jupyter initialization and extra_state save/load are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but one is read-only permissions propagation and the other is wrong module selection." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, 45276/45292, is well supported by the titles as the same resize_token_embeddings/output_embeddings bug, with 45276 being the more specific report. The other pairs are reasonably treated as non-duplicates based on differing models, subsystems, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 9, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "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:45216", + "issue:45292", + "issue:45335", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228" + ], + "soft_pairs": [ + "issue:43854|issue:45216", + "issue:43425|issue:47228", + "issue:45292|issue:45335", + "issue:44589|issue:44756", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:46894|issue:46901", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:43906|issue:44530", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912" + ], + "prepared_review_unit_hash": "d60f6c9533c50bc03a235a7e816743b51f4fca95771acef5ddde774c263755fb", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36821, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a loose bundle of unrelated Transformers regressions and docs issues, not a single coherent duplicate cluster. The only convincing near-duplicate subpair is `issue:45292` / `issue:45335` around `resize_token_embeddings` not updating tied embeddings. No PRs were provided.", + "confidence": 0.31, + "canonical_issue_reason": "`issue:45292` is the broadest version of the only plausible duplicate subtopic and states the core embedding-resize inconsistency without model-specific narrowing.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best representative of the resize-token-embeddings bug subcluster; it is the most general statement of that failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: model loading/unit-test breakage vs save_pretrained checkpoint regression for Qwen3.5." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both mention Torch, but one is general incompatibility and the other is a bf16 compilation regression; not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug class: `resize_token_embeddings` not propagating to tied output/decoder embeddings; `t5gemma` is just a model-specific instance." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated runtime/storage error vs mmap/OOM workaround; no shared code-path bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init breakage vs Trainer resume/max_steps miscalculation; different subsystems and symptoms." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/model loading problems, but they concern different models and different root causes." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility is not the same as an autocast dtype mismatch on a specific Phi model." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Similar double-shift wording, but these are model-specific training-loss bugs with no evidence of a shared code path." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer conversion slowdown is unrelated to CodeLlama encode/decode spacing regression." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are different tokenizer regressions." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear-attention crash is unrelated to template compilation failure." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and generic tokenization changes are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading failure and Jupyter custom-model initialization breakage are distinct issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on newer Torch and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression and `from_pretrained` inside Python classes do not share the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask shape `IndexError` are different model/runtime problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to non-template compilation errors." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different removed/changed pipeline behaviors and are not one underlying issue." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Saving/loading extra state and `from_config` text_config unwrapping are unrelated API bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical model outputs and `ModelOutput` key assignment with `None` are different code paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token conflict and `gguf_file` loading breakage are unrelated tokenizer/load issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export.export` failing on `torch_compilable_check` models is not the same as Perceiver non-default-resolution failure." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of a previous issue is not the same as the Qwen3.5 linear-attention crash." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common `continue_final_message` bug are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "No shared bug: isolated reproduction of one issue vs tokenizer message-continuation behavior." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer loading failures for different model families and different root causes." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Masked-LM prediction regression and tokenizer loading failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The writeup stays grounded in the packet and is conservative about the soft edges. The conclusion that this is mostly a loose collection of unrelated regressions, with only the 45292/45335 resize_token_embeddings pair looking like a real near-duplicate, is reasonable from the titles and metadata provided. No PRs were present, so there is no mergeability issue to evaluate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 10, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45823", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050" + ], + "soft_pairs": [ + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:45479|issue:46894", + "issue:44488|issue:44987", + "issue:43632|issue:47050", + "issue:44488|issue:45081", + "issue:36032|issue:42915", + "issue:45479|issue:46897", + "issue:43299|issue:43931", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:39404|issue:44671", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:36032|issue:43645", + "issue:43644|issue:43646", + "issue:42175|issue:46178" + ], + "prepared_review_unit_hash": "ff0d318812d03c7b646e06997c6570a61c29ed78a42a0f90f8eb65d6e277e114", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes (loading, tokenizers, v5 regressions, multimodal/device issues) but not the same concrete bug or code path. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is justified here; the items are mostly unrelated regressions with only superficial title similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the strongest standalone issue in the set: it has a clear reproduction, broader loading impact, and inbound references, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both concern Gemma4 multimodal behavior, but one is a device-placement bug and the other is an unsafe dtype cast in 4-bit embedders; different code paths." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Extra_state save/load failure and TimesFM window_size AttributeError are unrelated issues." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different problems with different causes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel init failure and compiled flex_attention torch>=2.9 failure are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification regression and training-loss double-shift bug are not the same defect." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and likely different loader failures." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag regression and fp16 ONNX attention dtype mismatch are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a missing model load and the other is a specific Mistral regex patch crash." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "These are both training-loss reports, but the model families and failure mechanisms differ." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a version regression and the other is a shape-mismatch load error; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent-buffer junk are distinct code paths." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are separate bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json while the other is an incorrect-output regression for a specific model." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and non-template-node compilation error are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text encoder weight loading are different regressions." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping lookup failure and flex_attention compilation failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both involve tracing/compilation, but they fail in different compiler paths with different errors." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-load failures, but the affected models and root causes are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language handling and CamemBERT masked-LM prediction regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache invalid group type are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache crash are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but XLNet CPU arange and Qwen3_5Moe rotary embedding offload incompatibility are different bugs." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss and runtime post-processor update bug are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image IterableDataset training failure and mistral_common continue_final_message bug are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token accounting and Qwen2.5-VL multi-image finetuning failure are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization regression are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is about non-persistent buffers and the other about initialization in notebooks/custom models." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend packaging, but they are different backend definitions and different failing code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 11, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47312" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:44811|issue:45584", + "issue:43482|issue:47312", + "issue:43746|issue:46326", + "issue:43317|issue:43482", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43645|issue:46661", + "issue:43262|issue:43377", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44008|issue:46899", + "issue:42915|issue:44589", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "973e483f734144258c6708ae2c0c59154c3a6f0eaaba8bb03b4852dfe00c3c50", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36485, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; I did not find any soft edge that clearly describes the same underlying bug/change. One issue stands out as the broadest representative of the v5 initialization regressions, but the rest look like separate model- or subsystem-specific bugs.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43632 is the most central concrete regression in the set: a broad Transformers v5 initialization flag breakage that overlaps conceptually with several other loading/custom-model reports, and it has stronger discussion than the narrowly scoped model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is the clearest high-level representative of the cluster\u2019s Transformer v5 init/loading breakage theme, without being as narrowly tied to a single model or tokenizer edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-processing bugs, but they point to different code paths and symptoms; nothing indicates the same underlying defect." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Completely different areas: Apple Silicon allocator warmup vs. Transformer v5 initialization flag handling." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading failures, but for different repos/model types with no sign of a shared concrete bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated issues: template compilation error vs. GraniteMoEHybrid method call bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a broad API break and the other is a specific Qwen2.5-GGUF failure; too little evidence of the same bug." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode token skipping and the other is empty-transcription generation after align_special_tokens; different bugs." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "No meaningful relation: GGUF loading vs. kernel compatibility." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems and symptoms: PEFT local checkpoint loading vs. mistral_common tokenizer message continuation." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both are loading failures, but one is device_map/offload dequantization and the other is Qwen2.5-GGUF; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both concern xLSTM training, but one is a bundle of three bugs and the other is a specific return_last_states crash; not a single concrete issue." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs. a Mistral regex-patching crash; different problems." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code model initialization, but the specific failures differ and there is no clear shared code-path bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different audio bugs: apply_chat_template sampling-rate defaulting vs. MIMI batched/single-output mismatch from padding-mask handling." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Completely unrelated: Whisper model loading/runtime vs. YOLO multi-GPU device_map auto." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated: FineGrainedFP8Config failure in Qwen3Moe vs. a template-compilation TypeError." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization; not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different failures in different model/tokenizer paths; no evidence of a shared Mistral regex bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio-model behaviors: padding-mask batching mismatch vs. DAC.from_latents / missing STE divergence." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Distinct Qwen model bugs with different mechanisms: hidden-state output vs. rope/position_id scaling." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention initialization/FP8-ish loading problems, but one is Qwen3Moe quantization and the other is init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Training callback/early-stopping logic vs. TrainerState token counter update; unrelated bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization; likely related area, not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer loading failures, but with different model families and different error modes." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer/model loading errors with no shared concrete failure." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and error signatures; no evidence of the same tokenizer backend crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is bad model/pipeline outputs and the other is processor image-size mismatch." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal issues, but the reported bugs differ: variable-name collision in Gemma3nModel.forward vs. unsafe dtype cast in Gemma4 quantized embedders." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level failures: Qwen3Moe FP8 config vs. missing Float8 storage type." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Completely different issues: Qwen3-MoE sliding window behavior vs. granite_speech config strictness." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 12, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:45923|issue:47254", + "issue:36032|issue:41720", + "issue:44464|issue:45987", + "issue:44265|issue:44610", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43883|issue:44488", + "issue:40444|issue:45325", + "issue:45216|issue:45357", + "issue:43872|issue:44291", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:43632|issue:44756", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43883|issue:44991", + "issue:35707|issue:40444" + ], + "prepared_review_unit_hash": "538846a2570c2fb486bf35da4aeb36b474195dde88445c0bc6f627a534cf029c", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. Only two soft-edge pairs look plausibly duplicate: the transformers v5 `_is_hf_initialized` loading regression family, and the Qwen3.5 `save_pretrained` regression family. Everything else appears to be separate bugs in different models/code paths.", + "confidence": 0.63, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 44291 is the clearest concrete report in the only tight duplicate family here (`_is_hf_initialized` / v5 loading failures). The rest of the cluster is too mixed to justify a stronger canonical claim.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44291 is the best overall issue anchor because it is the most specific root-cause report among the few genuinely related items, and it maps cleanly to the shared `_is_hf_initialized` regression family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Both involve training/checkpointing, but they describe different failure modes and code paths; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict vs CUDA assert in device mapping; unrelated failures." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Both are generation/runtime internals, but one is inconsistent chunked generation and the other is a cache length type-contract issue." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to a processor size mismatch." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "`_is_hf_initialized` regression and TimesFM `window_size` attribute error are different bugs." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segfault on Llava Next load vs Qwen3OmniMoe video ValueError; different models and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL, but one is a broad video-input regression and the other is a still-image rope-index scaling bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation overhead/perf issue is not the same as a cache length return-type bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility vs noisy logging on load; not the same defect." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata vs tokenizer load failure for a specific model; no shared code-path evidence." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but training with multiple images is not the same bug as rope-index scaling." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 `save_pretrained` regression producing incorrect checkpoint contents/keys." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying transformers v5 `_is_hf_initialized` compatibility break, with one report surfacing through bitsandbytes and the other through `init_empty_weights`." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading issue and junk-filled non-persistent buffers are different regressions." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention failures are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load breakage vs tokenizer performance regression; different problems." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype/quantization issues, but they affect different models and code paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as tokenizer loading failure." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors (token IDs vs leading-space round-trip)." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing restriction and missing gradient-checkpointing support flag are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`_is_hf_initialized` argument handling is unrelated to missing Float8 storage support." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen VL training problems with no concrete shared failure mode." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 init-flag regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper batch_decode behavior are completely separate bugs." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression do not share a concrete code path." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights metadata and tokenizer loading failure are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with embeds/past KV is unrelated to Qwen2.5-VL multi-image iterable dataset finetuning." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted soft-edge pairs are plausible duplicates based on the issue titles and described failure modes, and the rest of the rejections are appropriately cautious. The heterogeneous-cluster conclusion also matches the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 13, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:41720|issue:45081", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:43296|issue:46821", + "issue:44462|issue:45812", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:44509|issue:46909", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44291|issue:44877", + "issue:43454|issue:44466", + "issue:40444|issue:47217", + "issue:44829|issue:45479", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381" + ], + "prepared_review_unit_hash": "fca553163abd2edc37c8e2f649d51276cc3fd5c258136efb3283100f95ba48ad", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36997, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many items share broad areas like tokenizers, multimodal models, or v5 regressions, but usually describe different concrete bugs. The clearest duplicate subclusters are the AutoTokenizer/tokenization regression pair and the SigLIP2 output-discrepancy pair. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44462 is the broadest representative of the tokenizer regression subcluster: it describes AutoTokenizer choosing the wrong repository tokenizer path, which plausibly underlies the Granite token-ID failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best issue representative because it is generic, user-facing, and matches the broad tokenizer-loading regression theme seen in the closest duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key bookkeeping vs Gemma4 shared_kv_states/FSDP behavior." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated regressions: Qwen3-MoE sliding_window behavior vs init_empty_weights unexpected argument handling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different failure modes and code paths: GGUF/v5 loading vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Distinct areas: Qwen3 auto device mapping cuda assert vs Mistral regex patch tokenizer crash." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor sync while the other is add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backends are related, but these are different dependency mistakes and error conditions." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Completely different models and failures: PaddleOCR-VL loading vs TimesFM window_size attribute access." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Same tokenizer regression family: AutoTokenizer is using the wrong tokenizer path, and Granite wrong token IDs look like a concrete manifestation of that same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different topics: missing tensorflow in an install extra vs model loading failure in vLLM." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs despite similar wording: ModelOutput key assignment vs non-persistent buffer contents." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated tokenizer issues: GGUF/v5 loading failure vs CLIPTokenizer max length setting." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they concern different docs and different concrete fixes." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention offloading/memory, but one is dequantized loading and the other is Qwen3 MoE training memory usage." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Related to v5 model loading, but the concrete bugs differ: base_model_prefix handling vs custom model initialization." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different batching/mask problems in different models; not the same underlying bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "No shared code-path: torch.export / compilable checks vs bf16 dtype mismatch in inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is buffer serialization state, the other is ModelOutput field bookkeeping." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal/model-weight issues: Video-LLaVA tower weights vs Sam3 text encoder loading." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal issues, but one is iterable-dataset multi-image finetuning while the other is video vision_position_ids." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: Qwen2.5-VL rope/position-id scaling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Not the same bug: missing temporal attention / shared weights vs incorrect visual encoder key saving." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Likely the same SigLIP2 implementation problem: one compares HF vs JAX behavior, the other reports nonsense outputs from the same model in AutoModel/pipeline." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL positions, but the exact bugs differ between still-image scaling and video input handling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different v5 loading regressions: init_empty_weights signature mismatch vs strict config validation." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head weights, but one is weight tying causing generation issues and the other is serialization varying by device." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Similar multimodal symptoms, but not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different classification/training regressions with different triggers and model families." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization is unrelated to tokenizer-version behavior changes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL vision-position IDs are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet, correctly notes the cluster\u2019s heterogeneity, and the two accepted soft-edge pairs are plausible and phrased conservatively. The rejected pairs also avoid overmerging clearly distinct bugs. No PR-pair mergeability issue is present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 14, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:40990|issue:45584", + "issue:43828|issue:46821", + "issue:43262|issue:43746", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:45823|issue:46821", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:41553|issue:43582", + "issue:36331|issue:42617", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43322|issue:46050", + "issue:41720|issue:44977" + ], + "prepared_review_unit_hash": "2562ebf4937545f2b55c52e503053306febbb8bd31b57a2e309b344c00876863", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36774, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-specific bug reports. The closest thematic overlap is around offloading/quantization/loading, but even those reports describe different failure modes and code paths, so none of the soft pairs should be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43873 is the broadest open item and the closest umbrella for the small offloading/quantization subset, so it is the best single issue to anchor triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate because it is open, broadly scoped, and closest to the only meaningful subtheme in the cluster; the rest are narrower or clearly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Both are loading/runtime failures, but one is a CPU offload device mismatch and the other is a torch.export check failure; different code paths and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both involve multimodal models, but one is a video input regression and the other is a device mismatch in PLE forward; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a model is unrelated to Whisper empty-transcription generation failure after token alignment." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "A torch.autocast dtype mismatch and a TimesFM window_size AttributeError are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are distinct processor vs model-loading issues." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset not working and progressive generation with inputs_embeds/past_key_values are different features and failure modes." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with cache inputs and Qwen3 auto device-map CUDA assert are unrelated code paths." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device-related failures, but one is a CUDA assert during Qwen3 loading and the other is a PLE forward mismatch in Gemma4; not duplicates." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and torch.export torch_compilable_check failures are separate subsystems." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/STE inconsistency do not describe the same underlying bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "A missing lm_head tie in AyaVision and a torch.compile SDPA failure in Bamba are different model-specific issues." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion with accelerate+deepspeed and a missing supports_gradient_checkpointing flag are unrelated loading/config problems." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and TimesFM window_size AttributeError are different models and different bugs." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A script execution failure and a FineGrainedFP8Config model-loading failure are not the same issue." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity evaluation on a model and gradient checkpointing/LoRA behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are distinct issues with different components." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying and dtype mismatches in SwitchTransformers/TimmWrapperModel are separate bugs." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Missing BOS/EOS insertion for one tokenizer and wrong token IDs across many tokenizers are related only at a very broad tokenizer-regression level, not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batch inconsistency and OmDet-Turbo processor size mismatch are unrelated processor/model bugs." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging for Voxtral and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and a 3d_parallel.py runtime failure are different layers of the stack." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Broken FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different regression classes." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "These are the closest pair in the cluster, but one is specifically failure to load dequantized models with gpu+cpu offload while the other is a broader open report about offloading with quantization; similar area, not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight-tying failure and BitNet packed-weight unpacking failure are unrelated model implementation issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching/padding-mask mismatch and Perceiver non-default resolution interpolation failure are separate vision/audio model problems." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "A CUDA assert in Qwen3 auto device mapping and a segmentation fault loading Llava Next are different failure modes and models." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and not unwrapping text_config for composite Qwen multimodal configs are distinct config-loading issues." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "An off-by-one in sliding window masking and a tokenizer performance regression are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature breakage and Qwen3Moe FineGrainedFP8Config loading failure are different components and symptoms." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are different model/tokenizer compatibility problems." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A Llava Next loading segfault and sinq quantized model save/load breakage are not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Qwen3.5 flash-attention generation issues are related only by family name, not by concrete code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 15, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46897", + "issue:47020", + "issue:47317" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:46897|issue:47317", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:36010|issue:42617", + "issue:46612|issue:46858", + "issue:43646|issue:46665", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:46821|issue:46869", + "issue:43881|issue:44488", + "issue:41720|issue:45161", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:44008|issue:45823", + "issue:44423|issue:45406" + ], + "prepared_review_unit_hash": "511efc4a964b31d5a480c1861e8726046b86533aee8e56a8c6b30af63c2c2612", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic bundle of unrelated Transformers issues; the apparent matches are all false positives, so no soft edges are accepted and there is no defensible single canonical issue.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the cluster spans unrelated bugs across training, loading, quantization, tokenization, serving, and device placement, and none of the soft pairs look like true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe dedupe target; the strongest-looking candidates are still too broad and do not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM/reserved-memory growth is unrelated to an Apex RMSNorm memory leak in T5." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "GPT-OSS perplexity regression and tokenizer changes are different symptoms with different likely causes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and 3d_parallel.py failure are different code paths." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape mismatch is unrelated to a tokenizer/version behavior issue." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they involve different models and no shared concrete bug path." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying/serialization differs from incorrect visual-encoder save keys." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading failure is not the same as Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric lookup are distinct Trainer bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash and dtype mismatch are different failures." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS Int histogram error is unrelated to TimesFM's window_size attribute error." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression is not the same bug as version-dependent tokenization changes." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Model load failure for ScandiBERT and XLMRobertaTokenizer/Unigram init bug are not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3 text-encoder weights affect different parts of the model." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search reorder omission and static-cache seq_length arithmetic are separate generation bugs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage and from_pretrained-in-class behavior are too broad and not the same concrete defect." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and resume_from_checkpoint max_steps calculation are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba compile/SDPA failure and Bark CPU-offload device mismatch are different models and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo image-size mismatch are different preprocessing problems." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Qwen3.5 visual-key serialization bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized gpu+cpu offload loading failure are distinct quantization paths." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two different model-loading failures with no shared root cause shown." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 CUDA assert and GPT-OSS tensor-parallelism failure are different distributed-inference bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both touch vision sizes, but one is a processor/model size mismatch and the other is Perceiver interpolation handling." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are different model-forward bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve crash in continuous batching and Gemma4Processor _tokenizer absence are different serving failures." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM/reserved-memory growth is unrelated to an Apex RMSNorm memory leak in T5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 16, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43716", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46894", + "issue:47020", + "issue:47145", + "issue:47317" + ], + "soft_pairs": [ + "issue:42915|issue:46291", + "issue:43531|issue:43572", + "issue:36331|issue:41720", + "issue:44734|issue:46858", + "issue:45479|issue:47317", + "issue:44671|issue:44743", + "issue:44464|issue:46858", + "issue:44186|issue:44361", + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:46894|issue:47317", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:42915|issue:43322", + "issue:43452|issue:47020", + "issue:33357|issue:35707", + "issue:43881|issue:44991", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:43526|issue:43883", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:44492|issue:44509" + ], + "prepared_review_unit_hash": "c5e63347f8f4d7f9adfa9aeb42248cd61345e57ad2946807c33325e2004ffcbf", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35730, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports across different subsystems; none of the soft pairs look like the same underlying defect or change.", + "confidence": 0.88, + "canonical_issue_reason": "If one issue must serve as the anchor, issue:43873 is the strongest candidate because it is open, has inbound references, and describes a broad quantization/offloading regression rather than a narrowly model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable standalone issue to surface for triage: it is active, externally referenced, and has the broadest user impact among this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different failures: Qwen3MoE FP8 loading versus a pipeline import dependency/version requirement." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Separate components and root causes: Qwen3-MoE sliding-window behavior versus StableLmConfig pad-token metadata." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated problems: trainer loss-signature API change versus device-mapping CUDA assert on a Qwen3 model." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but the concrete bugs differ: KV-cache continuation indexing in serve versus seq-length tensor arithmetic in prefill/static cache." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different models and likely different loss code paths." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model families and mechanisms: CamemBERT MLM prediction bug versus recurrent-state reset with cache in Qwen3 modular code." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation with compiled forward is a different failure mode than static-cache seq-length slice arithmetic." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes, but on different tokenizers and different task behaviors; not the same defect." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions and read-only permission propagation are unrelated filesystem issues." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Different domains and symptoms: image preprocessor dtype mismatch versus TimesFM window_size attribute handling." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric selection is unrelated to image processor segmentation-map handling." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they are model-specific reports with different concrete bugs; too broad to merge." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy and rotary_pct reload persistence are different issues." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenizer/version behavior changes are unrelated to FP8 checkpoint weight_scale loading." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is a different bug from the T5 add_special_tokens name conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processors and failure modes; only both are input-processing issues at a high level." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FP8/Qwen3MoE loading failure is not the same as Llava Next segmentation faults." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer/model-loading bugs with different code paths and root causes." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A macOS CLIP bus error is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures: GLM-4V model load versus tokenizer load for a specific roberta model." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3 multimodal issues, but they affect different modalities and failure points." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is not the same bug as unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "ImageProcessor label reduction and Molmo tied-weights metadata are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization and from_pretrained behavior inside Python classes are different regressions." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different model-specific failures: CUDA assert during auto device mapping versus local checkpoint loading with PEFT adapters." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated pipeline-task docs 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": 28, + "review_unit_index": 17, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43257", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:44062", + "issue:44077", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:43550|issue:43653", + "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:41720|issue:45704", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43381|issue:45704", + "issue:43746|issue:46050", + "issue:42886|issue:44843" + ], + "prepared_review_unit_hash": "530d457f010e5077ab7a4589f3a4cfb69cd7c7ad3f82d4e914a7a988cacd9b1e", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36310, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated transformer issues. The only soft duplicate that looks like the same bug is the HF_HUB_OFFLINE tokenizer/cache failure pair; the rest are different models, subsystems, or root causes.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it names the specific bad call to `model_info()` inside `_patch_mistral_regex` that breaks offline loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative of the only accepted duplicate group because it describes the concrete failure path and likely fix location.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different models and unrelated bugs: SDPA/torch.compile vs tokenizer special-token registration." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Both involve training infrastructure, but one is Qwen3 MoE weight conversion and the other is PEFT/ZeRO-3 checkpointing; not the same code path." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch accelerate/loading, but they are different model-specific failures with different underlying causes." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Import-path slash warning is unrelated to multimodal token counting/video-branch undefined names." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking and progressive generation with embeds/past key values are separate problems." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Similar wording around window size, but different models and APIs; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor tokenizer attribute failure and Qwen3.5 streaming API crash are distinct serving/processor issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset and Qwen3 auto device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and Float8 storage lookup errors do not share a concrete failure path." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU-offload device mismatch and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different task areas: distributed metric gathering vs SAM3 text/bbox behavior." + }, + { + "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 compatibility; different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load failures, but the affected models and reported failure modes are different." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input error and cache seq-length tensor arithmetic are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are multimodal weight-loading complaints, but one is save_pretrained key mapping and the other is missing text encoder weights." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption and from_pretrained behavior inside Python classes are too broad and not the same concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-load regression and an image-processor torchvision dependency issue are different." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor misuse and ScandiBERT load failure are not the same underlying error." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatch in inference are separate issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification labels, but one is config propagation and the other is loss computation for `num_labels=1`." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to T5/apex RMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation/model-processor mismatch and OmDet-Turbo resolution mismatch are different processor-level problems." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT embedding unpacking and trainer.evaluate() after train() are not the same failure." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient blow-up are unrelated training bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing restriction and T5 RMSNorm memory leak have no shared code path." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT adapter loading and sinq quantized model save/load are different persistence problems." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe HF_HUB_OFFLINE tokenizer loading failures; 44843 gives the concrete root cause in `_patch_mistral_regex` calling `model_info()` unconditionally." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft pair, issue:42886 vs issue:44843, is well supported by the titles as the same HF_HUB_OFFLINE tokenizer-loading failure, with 44843 providing the more specific root-cause framing. The other pairwise rejections read appropriately cautious and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 18, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:43295", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44464", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44857", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:44368|issue:45357", + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:45759|issue:45923", + "issue:30064|issue:36010", + "issue:39692|issue:43873", + "issue:43421|issue:43653", + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:44995|issue:46858", + "issue:46032|issue:46463", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:47050", + "issue:43526|issue:43881", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43596|issue:44220", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:44625|issue:47050", + "issue:43653|issue:43720", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:44488|issue:47020" + ], + "prepared_review_unit_hash": "80dc9b41298bc5b742865adcc3c23930b7130ec781f265b930b3e20cc08444dd", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37724, + "estimated_input_tokens": 9431, + "estimated_eval_tokens": 19118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate issue pair appears in the set: the two Qwen2_5_VLProcessor.apply_chat_template padding=False reports. The rest are distinct bugs across unrelated models/components and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44514 is the earlier, more detailed report of the exact same batched-input padding=False crash as issue:44545.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best canonical anchor for the duplicate pair because it is the earlier report and states the failure mode clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False; titles and described failure match." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tie_word_embeddings warning and the other is incorrect visual encoder key saving; different bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer/config persistence issues, but one is runtime special-token post-processing and the other is DiaConfig losing custom token IDs; not the same bug." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding in SmolVLM vs FA2 long-context performance regression are different code paths and symptoms." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT/local checkpoint loading failure is unrelated to offloading/quantization behavior." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "One is from_config text_config unwrapping for multimodal configs; the other is a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and a GenerationMixin ImportError are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation example errors and quantized offloading behavior are not the same underlying bug." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special tokens, but one is runtime post-processor updates and the other is a BigBirdTokenizer registration/decoding issue." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 incorrect outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but one is a stale indexer bug and the other is a device-tensor seq_length arithmetic bug; different fixes." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "use_cache correctness in Mamba2Mixer is unrelated to T5 decoder input validation error messaging." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is an AttributeError in regex patching and the other is a Kimi-K2.5 codec/warning regression; not clearly the same defect." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "AMP/CUDA loss crash and fp16 ONNX attention dtype mismatch are different export/runtime problems." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are different multimodal bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor update logic is unrelated to LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression around fix_mistral_regex is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Canine fp16 ONNX export dtype mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Beit reduce_labels bug and glm-4v-9b loading failure are not the same issue." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight accelerate loading and DAC.from_latents STE mismatch are separate model-loading/training bugs." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 long OCR index error are different multimodal bugs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "deepspeed zero3/BertModel indexing and audio fbank feature extraction are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-related, but one is a ValueError in Qwen3OmniMoe video processing and the other is apply_chat_template token/feature mismatch in Qwen3.5-9B." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA and DAC STE mismatch are different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication and sleng-bert loading failure are different tokenizer issues." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Canine fp16 ONNX export dtype mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer loading failure for sleng-bert and XLMRoberta Unigram init type mismatch are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted duplicate pair (issue:44514 / issue:44545) is well-supported by the nearly identical titles and failure description. The rest of the soft-edge rejections stay conservative and do not overclaim sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 19, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46665", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:46829|issue:46832", + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:45987|issue:46829", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43540|issue:44008", + "issue:43335|issue:43756", + "issue:34634|issue:36010", + "issue:44008|issue:46858", + "issue:43643|issue:44877", + "issue:44991|issue:47020", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:43618|issue:43697", + "issue:44561|issue:45020", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:44991|issue:46291", + "issue:44805|issue:44936", + "issue:43322|issue:45685", + "issue:43421|issue:44811" + ], + "prepared_review_unit_hash": "58db549dca433a5dccb3c208b59475d6c034d439869ee26e6db055fb517885e4", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35418, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports across tokenizers, processors, model loading, and training/runtime regressions. I don\u2019t see any truly duplicate pairs; the only near-neighbors share a subsystem or helper name but not the same concrete failure mode.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #45020 is the broadest, most representative regression report in the set: it captures the general class of recent-version / remote_code breakages that several other issues resemble, even though it is not a duplicate of them.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best single issue to anchor this cluster because it is broad, user-impacting, and closest to the recurring v5 compatibility regressions appearing elsewhere in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different models and different bugs: output-field mismatch in VideoPrism vs feature-level mismatch in RT-DETR." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading behavior, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Completely different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for est-roberta." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer compute_loss signature are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure vs tokenizer mapping-name failure; different code paths and root causes." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated issues: loading AutoImageProcessor from URL vs template compilation error." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both hit _patch_mistral_regex, but one is an offline model_info() call and the other is a backend_tokenizer attribute crash; distinct bugs." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length tensor type bug vs VideoPrism hidden_states output bug." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer batching/NER crash and Perceiver interpolation failure are different model-specific issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC from_latents/forward mismatch are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe vs Gemma3n forward variable-name collision; different code paths." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug and Smollm3 RoPE layer-drop bug are unrelated model-configuration problems." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are not the same issue." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n attribute collision and cache.get_seq_length device-tensor behavior are different regressions." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "One is missing fields from trust_remote_code AutoConfig loading; the other is strict config blocking granite_speech config loading." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-load failures, but for different models and different root causes." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug and Gemma4 quantized embedder dtype-casting bug are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example mistakes vs long-OCR index error are not the same underlying bug." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are different model-output issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code regressions, but one is specifically about is_torch_fx_available removal while the other is a broad umbrella report; too generic to treat as the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different output regressions: Pegasus generation vs CamemBERT masked LM predictions." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2Conformer tokenizer load failure are unrelated tokenizer bugs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation issue and Kosmos2.5 long OCR index error are different failure modes." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and kernels v0.15 import-time dependency error are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate after train are different failures." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram_int error are unrelated runtime issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token runtime update bug and Whisper batch_decode skip_special_tokens bug are adjacent tokenizer concerns 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": 1, + "component_count": 28, + "review_unit_index": 20, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:47276" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:44479|issue:45834", + "issue:43550|issue:45072", + "issue:46294|issue:46463", + "issue:43577|issue:43818", + "issue:43644|issue:43749", + "issue:43782|issue:44977", + "issue:43716|issue:44008", + "issue:43582|issue:46512", + "issue:45563|issue:47276", + "issue:43825|issue:43994", + "issue:28218|issue:29159", + "issue:43931|issue:46846", + "issue:43388|issue:46032", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43645|issue:46665", + "issue:43749|issue:44291", + "issue:34634|issue:36331", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:46697|issue:46728", + "issue:43825|issue:43827", + "issue:43742|issue:45020", + "issue:43782|issue:45325" + ], + "prepared_review_unit_hash": "42edb96d59e329bed0c1f80ba71e192fda246f798f95cc7a93e712a3d35fffc7", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36548, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated bugs and regressions (tokenization, multimodal/video preprocessing, loading/dtype issues, trainer behavior, docs/warnings). None of the soft pairs look like true duplicates of the same concrete bug/change, so there is no safe canonical artifact for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/device-related, but they affect different models and different code paths; not the same bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is about input-validation error messaging, the other about degenerate zero loss in classification." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision/video adjacent, but the failures are different (video regression vs OCR index error) and not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to the dtype mismatch issue." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different subsystems: Qwen video chat-template mismatch vs T5 decoder-input validation." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype staleness and Video-LLaVA temporal-attention/weight-sharing are unrelated loading/model-architecture bugs." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different loading defects." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5 failure modes: weight_only load error vs flash-attention generation issue." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different root causes: dtype mismatch in Mistral-3 preprocessing vs Gemma3n variable-name collision." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to stale config.dtype after from_config." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but they concern different warnings and different generation paths." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a misleading pipeline error message; the other is a model output quality problem." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both mention tokenizer inconsistency, but one is a specific added-token spacing bug and the other is broader slow/fast tokenizer divergence." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different shape-mismatch bugs: direct Qwen3-VL load failure vs TP-plan missing entries at TP>1." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different failures in different components: gather_for_metrics label handling vs Mamba2 use_cache correctness." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs, but they affect different models and different position/feature handling logic." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Image-size mismatch in OmDet-Turbo is unrelated to the dtype mismatch issue." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization, but one is a notebook/custom-model regression and the other is from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP RAM-efficient loading and init_empty_weights/_is_hf_initialized are different loading mechanisms and failures." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight accelerate loading failure is not the same as a bfloat16 dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression is not the same as general tokenization changes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "dtype metadata staleness and Apple Silicon warmup TypeError are different issues." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image sizing/padding bugs, but they arise from different calculations and models." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error-message wording and docs still referencing pipeline() are related thematically but not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific key error on one model is not the same as broad remote_code breakage." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL rope-index scaling bug are distinct." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 21, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "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:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45759", + "issue:45859", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46932", + "issue:47050", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43653|issue:44912", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:36010|issue:43645", + "issue:45372|issue:46326", + "issue:36010|issue:36331", + "issue:43550|issue:44912", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:44060|issue:44368", + "issue:43257|issue:43329", + "issue:42175|issue:46291", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43526|issue:43697", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:45084|issue:45538", + "issue:45859|issue:47050", + "issue:42490|issue:43257", + "issue:43643|issue:45759" + ], + "prepared_review_unit_hash": "0581263dcc661b4e6f1ea8c525dde83d6c8b8df57e20023f0a0ab213a4cc4620", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36335, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; these issues mostly cover unrelated tokenizer, processor, model-loading, training, and quantization regressions. I found no soft pair that looks like the same underlying bug/change, so all candidate edges are rejected. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45081 is the best anchor only in the sense that it is a concrete, narrowly scoped loading crash with relatively strong discussion/inbound signal; the rest of the set is too diverse to form a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the most representative issue to use as a stand-in canonical because it has a specific failure mode and enough surrounding activity to be triage-worthy, even though it does not unify the cluster semantically.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failures: float8 storage lookup vs PIL image processor torchvision dependency." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to VL image-placeholder placement failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Sampling-rate defaulting in audio processors is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA float16 AMP loss crash are different code paths and platforms." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to MXFP4 quantization fallback during model loading." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a memory-heavy patch embedder implementation issue and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as the CLIP text-model structural inconsistency." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure is a different regression from Jupyter custom-model initialization in Transformers 5.0." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Mistral_common import breakage for Gemma4 processor loading is distinct from continue_final_message behavior in a tokenizer path." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL-backend torchvision requirement are different issues." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO-3 index error with a non-pretrained Bert model is not the same as train()-then-evaluate() failure." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings around Qwen variants, but the concrete symptoms and contexts differ enough that they do not look like the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to undefined video-token counting variables." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package/backend installation issue and kernels dependency/version validation failure are different failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling breaks from_pretrained loaders, but the est-roberta issue is a separate tokenizer-loading regression." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Reproduction of an older issue and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output drift are different model/processor regressions." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC STE mismatch and DiaConfig save/load custom-token loss are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash during tokenizer loading and Gemma4Processor missing _tokenizer in serve are different processor/tokenizer failures." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation issue are not the same code-path problem." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer model_max_length bug are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as ONNX fp16 attention dtype mismatch in Canine." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning and Qwen3 MOE weight conversion under deepspeed are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code config-field loss and AutoModelForCausalLM.from_config unwrapping text_config are different config-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 22, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43257|issue:43696", + "issue:43329|issue:45600", + "issue:43262|issue:44811", + "issue:43526|issue:44554", + "issue:38175|issue:44610", + "issue:45200|issue:47254", + "issue:39692|issue:44912", + "issue:42915|issue:44821", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:45859|issue:47254", + "issue:46421|issue:46424", + "issue:28282|issue:29870", + "issue:43749|issue:44756", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "9fd40466fbd80e41b3621b981872e4bf4da9c0dbc591c577ab985ed3d5203293", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35595, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similar pairs mostly share broad subsystems (tokenizers, video processors, loading, quantization) but not the same concrete bug or fix. I would not merge any of the soft edges as duplicates; if a representative issue is needed, issue:43329 is the loosest hub because it is the most connected of the set.", + "confidence": 0.74, + "canonical_issue_reason": "Issue:43329 is the most central item in this set by soft-link connectivity and is a concrete, well-scoped bug report; however, the cluster overall is still too mixed to treat it as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43329 is the best available representative only in a loose triage sense: it has the most related soft links and a specific code-path failure, but it should not be taken as proof the cluster is one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: MOE weight conversion/loading with accelerate+deepspeed vs a GPT-oss CUDA OOM. No shared code path." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "One is a video token-counting undefined-variable bug; the other is stale auto_mappings config references. Same area, different fix." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio/processor related, but one is apply_chat_template sampling-rate defaulting and the other is Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs an MPS attention correctness issue; unrelated code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision models/processors, but the symptoms and likely fixes differ: zero probabilities vs processor/model input-size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting vs a PEFT+DeepSpeed checkpointing error are unrelated loading/training failures." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example errors and gpt-oss MXFP4 fallback are separate issues with different models and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 loading failure vs AutoImageProcessor-from-URL failure; no concrete overlap." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video VLMs, but one is undefined variables in multimodal token counting and the other is a broader v5.3.0 video-input regression." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8 Qwen3Moe failure vs MobileLLM key error are unrelated model-loading bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument mismatch is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both concern video processing, but one is multimodal token counting and the other is batched processor output shape. Not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counters and GPT-oss perplexity are unrelated; no shared fix." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3, but one is MOE weight conversion with distributed loading and the other is a VL weight-shape mismatch. Different failure classes." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but one is int4 quantization reserved-memory growth and the other is Sam3Video memory usage. Too generic to merge." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization/loading bugs, but one is MXFP4 falling back to bf16 and the other is FP8 frozen checkpoints missing weight_scale. Distinct mechanisms." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but the code paths are different and the affected APIs are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash vs XLMRobertaTokenizer Unigram sequence/dict mismatch are separate tokenizer bugs." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast and CLIPTokenizer model_max_length misuse do not describe the same defect." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "'ADD THE DATA' is too underspecified and does not match an isolated reproduction of issue 38071." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id and kernels import-time version/revision enforcement are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels import requirements are different dependency problems." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding vs a checkpointing error under PEFT+ZeRO-3 are different code paths." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy cache init causing recompilation and the other is max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing for AutoModel import and Bart generate decoder_attention_mask unbound local are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and Strix Halo mmap OOM are both memory/loading issues but have different root causes and fixes." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "AutoModel import missing PyTorch and Llama 3.2 Vision loading regression are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 23, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254" + ], + "soft_pairs": [ + "issue:43540|issue:46701", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43697|issue:45357", + "issue:28282|issue:29127", + "issue:45137|issue:45405", + "issue:44479|issue:46693", + "issue:39379|issue:44554", + "issue:43582|issue:47254", + "issue:44291|issue:44821", + "issue:42915|issue:45538", + "issue:44857|issue:46832", + "issue:24643|issue:29159", + "issue:44062|issue:44991", + "issue:45538|issue:46869", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:43577|issue:46512", + "issue:43531|issue:44821", + "issue:43540|issue:44479", + "issue:42175|issue:44488", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "bfa3131928e6b253ac5f11d3018783efb4cbed8dc2ae5b260b1d10a4c4736e47", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated bugs across tokenization, multimodal/video, training, loading, dtype, and device-mapping paths. None of the suggested soft edges look like the same underlying defect, so all are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is defensible here; the candidate pairs do not form one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate stands out because the items are not one shared bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures: Qwen3OmniMoe video input handling vs DiffusionGemma image-text pipeline output." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is missing lm_head tying in AyaVision/Mistral3; the other is dtype propagation in BLIP2." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models with different failure modes and fixes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Mac bus error on CLIP loading is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Missing lm_head tying in Mistral3 is not the same bug as LoRA-merge collapse with extended vocab." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to a missing Qwen2.5-VL class import." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: key error for one model vs unexpected _is_hf_initialized arg in init_empty_weights." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer.evaluate() after train() is a trainer lifecycle issue, not the TimesFM window_size AttributeError." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are separate code paths." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch backend import and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error is unrelated to a PEFT version bump being unreleased." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are distinct issues." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling and MPS attention correctness with mismatched head dims are different bugs." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to PEFT+DeepSpeed checkpointing failures." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights compatibility and loading AutoImageProcessor from URL are not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetr AMP crash and RTDetr feature-level TypeError are separate detection bugs." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-kwarg duplication is not the same as a model-specific tokenizer load failure." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer model_max_length bug and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and allocator warmup TypeError do not share a concrete code path." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and missing PyTorch import are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one drops BOS/EOS tokens while the other overrides tokenizer.json pre-tokenization." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen3-family video bugs, but they affect different models and code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype staying float32 is not the same as from_config leaving config.dtype stale." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video crash and broader v5.3.0 video regression are related by modality only, not by a concrete shared bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Dependency/backend installation issue is unrelated to loading a specific tokenizer/model." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState input-token counting and CustomTrainer.compute_loss signature compatibility are separate trainer issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 24, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:42796", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45005", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46899", + "issue:47276" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:44479|issue:45381", + "issue:44062|issue:45081", + "issue:44987|issue:45907", + "issue:45042|issue:45081", + "issue:38175|issue:44898", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43756|issue:45325", + "issue:43756|issue:46399", + "issue:46463|issue:47276", + "issue:45672|issue:45674", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:24643|issue:29870", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:44466|issue:45005", + "issue:46463|issue:46899" + ], + "prepared_review_unit_hash": "7bbe853a0377e8f3d0293029af9d88108ea76393da3f767867ea0d6f87e0ceda", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36444, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative read: the cluster is mostly unrelated false positives, with only the Qwen video-position-id pair and the tied-weights serialization pair looking like the same underlying bug. The Gemma4 4-bit pair issue:45672 \u2194 issue:45674 should not be merged; they share only a broad 4-bit/quantization theme, but the titles point to distinct failures in different code paths.", + "confidence": 0.8, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression report here, covering multiple Qwen VL variants and the video-input position-id path.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is the most representative single issue to keep as the cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior vs a generic tokenization-change report; different subsystem and symptom." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen VL video-input position-id regression; 45381 looks like a narrower manifestation of 44479." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken argument conflict vs a Mistral regex patch crash; unrelated failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Generic model-loading failure vs a CI bug about forwarding revision in list_repo_files; different code paths." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression vs tokenizer regex crash; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP zero-probabilities issue vs Perceiver non-default-resolution failure; different models and mechanics." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure vs Phi-4 multimodal loading failure; too different to merge." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error vs missing Float8 storage type error; unrelated load/runtime issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Accelerate+DeepSpeed MoE weight conversion bug vs Smollm3 RoPE-layer drop; different model families and code paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug vs Qwen2.5-VL temporal position scaling bug; different architectures and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE bug vs Qwen3.5 kernel registration crash; unrelated." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "T5 decoder-input validation/message issue vs a synced_gpus warning; not the same defect." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Gemma4 multimodal uint8 dtype-cast bug vs BitsAndBytes lm_head exclusion regression; both 4-bit-related, but they affect different mechanisms and code paths." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU arange bug vs T5 decoder validation issue; no overlap in bug or fix." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch vs DiffusionGemma pipeline failure; different model paths." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map auto mismatch vs T5 decoder validation issue; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version-bump issue vs removed Sam3LiteText auto-mapping references; one is dependency metadata, the other CI/config cleanup." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Reproduction of another issue vs FA2 long-context performance regression; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "mdeberta special-token insertion regression vs CodeLlama leading-space round-trip regression; different tokenizers and behaviors." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype staying float32 vs SwitchTransformers/TimmWrapper bfloat16 mismatch; both dtype issues but not the same code path." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs Bart generate() decoder_attention_mask UnboundLocalError; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs strict config blocking granite_speech load; different configuration problems." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs FA2 performance regression; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Generic gguf_file/from_pretrained breakage vs a specific model-load failure; too little evidence they share the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch missing import error vs NoneType passed to _gpu_broadcast_one; different runtime failures." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug vs an isolated reproduction of another issue; not the same underlying defect." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both report tied-weights/lm_head serialization regressions in v5, with device-dependent behavior; they look like the same underlying change." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation/message issue vs Gemma4 4-bit multimodal processing bug; unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster anchor and the two Qwen/tied-weights soft edges are grounded in the packet, but the acceptance of issue:45672 \u2194 issue:45674 is too aggressive. Their titles point to different 4-bit bugs in Gemma4: one is an unsafe dtype cast in multimodal/audio embedders, the other is a BitsAndBytesConfig lm_head exclusion regression. They are related only at a very high level, so the summary overstates evidence. The overall evaluation should be more conservative and not treat that pair as the same bug family." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 25, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:47000" + ], + "soft_pairs": [ + "issue:45663|issue:46846", + "issue:43452|issue:44843", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43697|issue:46829", + "issue:41762|issue:44936", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:45357|issue:45920", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43643|issue:45375", + "issue:43531|issue:43742", + "issue:43994|issue:44898", + "issue:44821|issue:46821", + "issue:44843|issue:44991", + "issue:40444|issue:44811", + "issue:29159|issue:33357", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43525|issue:46701", + "issue:43646|issue:43749", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "1881077c69ae979969f9271fb0ec7fdcdef20d919a2e3d3f1b937178f92438c5", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36402, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of distinct regression reports across different models, configs, and runtimes. Issue 45920 is still the best umbrella issue, but no soft-edge pair is convincing as a true duplicate; in particular, 45372 vs 46170 are unrelated failures and should be rejected. Overall the cluster should be treated as heterogeneous rather than merged on duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45920 is the broadest and most central tokenizer regression here, with multiple model families affected and the clearest umbrella scope among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global representative because it captures a wide tokenizer-loading/token-ID regression pattern rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models and different failure modes: Gemma-4 FSDP2 KeyError vs Qwen3.5 TP planning/OOM-shape issues." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer loading, but one is gguf_file handling and the other is an offline-mode model_info call in mistral regex patching." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Separate config bugs: GPTNeoX rotary_pct reload regression vs rope-validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: XLNet device placement bug vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and outputs; no shared concrete bug beyond generic v5 regression symptoms." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different subsystems: DeepSpeed ZeRO-3 loading failure vs trainer evaluate-after-train failure." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to Perceiver resolution/interpolation failure." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-encoder key bug is distinct from the broad tokenizer token-ID regression." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected state-dict key issue is not the same as sinq quantized model save/load breakage." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but BigBird special-token registration and MLuke task AttributeError are different bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: MLuke task AttributeError vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability output issue is unrelated to processor.tokenizer/image-passing regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug does not match the FSDP CPU RAM efficient loading regression." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but the first is a generic trust_remote_code load issue and the second is a specific strict-drop field regression; not clearly the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to MobileLLM key errors." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model issues: nonsensical SigLIP2 outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but one is offline-mode mistral-regex networking behavior and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multiple-images iterable finetuning failure is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and CLIP Mac bus error are not the same failure." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor loading via mistral_common and Windows/ROCm torch.distributed import/type errors are unrelated code paths and not a single mergeable fix." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different detection losses and different crash causes; not mergeable as one fix." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization bug is unrelated to T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different problem class: aux-loss normalization vs version-dependent tokenization changes." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: processor.tokenizer/image handling vs Kimi-K2.5 codec handling and mistral-regex warning." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly conservative, but one soft-edge verdict is overstated: issue:45372 and issue:46170 do not look like the same bug or a single mergeable fix. Their titles point to unrelated failures (Gemma 4 processor loading via mistral_common vs Windows/ROCm torch.distributed import/type errors), so marking them as a true duplicate is not grounded in the packet. The rest of the summary is broadly reasonable, but this false positive means the cluster should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 26, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:45542|issue:46178", + "issue:43653|issue:44568", + "issue:43756|issue:46402", + "issue:43761|issue:46829", + "issue:46832|issue:46932", + "issue:43761|issue:47013", + "issue:43653|issue:43927", + "issue:33666|issue:36010", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:43452|issue:43577", + "issue:43550|issue:44361", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:43688|issue:45440", + "issue:43504|issue:43550", + "issue:44484|issue:44704", + "issue:43782|issue:46693", + "issue:43278|issue:43688", + "issue:43643|issue:44561", + "issue:45405|issue:47254", + "issue:44734|issue:46612", + "issue:43504|issue:43720", + "issue:44625|issue:47276", + "issue:43720|issue:43927", + "issue:43606|issue:43927" + ], + "prepared_review_unit_hash": "50f99cd14e95ad7d840d37206c52de4d512461c49d79df4419c4be04445679d7", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated model, tokenizer, loading, or training bugs, so the soft links read as broad semantic similarity rather than true duplicates. No pull requests are present.", + "confidence": 0.79, + "canonical_issue_reason": "If a single anchor is required, issue 43761 is the cleanest concrete regression report in the set, but the cluster is too mixed to treat it as a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43761 is the most self-contained, reproducible bug report here and has a clear regression shape, so it is the best representative issue overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/TF-related failures, but they describe different problems: tensorboard-without-TensorFlow backend detection vs an invalid BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special-token behavior, but one is BigBird mask-token registration and the other is mdeberta-v3 BOS/EOS handling; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model loading issues: Smollm3 RoPE-layer dropping versus Sam3 text encoder weights not loading." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but one is CLIPVision hidden_states regression and the other is VideoPrism returning last_hidden_state in the hidden_states slot; not one concrete code-path." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "Unrelated failures: RT-DETR feature-level mismatch versus Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both mention missing/incorrect intermediate states, but they affect different model families and different execution paths." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both are serialization/metadata issues, but one is tokenizer special-token registration and the other is DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training setup versus an import failure for GenerationMixin; no shared bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is compiled-forward chunked generation inconsistency and the other is recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Same Qwen3.5 area, but one is a video-input regression and the other is num_labels propagation; different defects." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file handling in Auto* APIs and the other is dtype casting for BLIP2 submodules." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA model execution versus tokenizer AttributeError on tasks." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but one is cleanup-space semantics in v5 and the other is CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both mention training/distributed use, but one is a Trainer broadcast NoneType crash and the other is Qwen2-VL multi-GPU training generally." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load serialization bugs, but one is tied lm_head serialization and the other is sinq quantization persistence." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Device-mapping CUDA assert in Qwen3 is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are unrelated training issues." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both involve attention/generation, but one is a Qwen3.5 correctness bug and the other is a FA2 performance regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation failures: compiled-forward inconsistency versus flash-attention behavior on Qwen3.5." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field loading for BEiT segmentation is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Max shard size default and AutoProcessor kwargs forwarding are unrelated API issues." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Weight-only Qwen3VL loading error is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Both mention dtype/behavior regressions in model internals, but one is BF16-to-FP32 embedding drift and the other is MoE auxiliary-loss normalization." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code and config/import behavior, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version pinning and DeepSpeed checkpointing are related only by dependency name, not by the same bug." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both are cache-related generation bugs, but one is serve/KV-cache continuation indexing and the other is beam-search cache reorder skipping for specific architectures." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both concern model loading, but one is a legacy config field and the other is unpacking packed weights during accelerate loading." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 label propagation and a continuous-batching warning message are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading and config save/load field loss are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig losing custom token 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": 28, + "review_unit_index": 27, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:39692|issue:43493", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43334|issue:45759", + "issue:43646|issue:44466", + "issue:43278|issue:43844", + "issue:43278|issue:43701", + "issue:43334|issue:43572", + "issue:44568|issue:46489", + "issue:43493|issue:43844", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:46209|issue:46710", + "issue:43575|issue:45405", + "issue:43572|issue:44291", + "issue:33357|issue:33666" + ], + "prepared_review_unit_hash": "f649ab9a44c5ae76ec1addcef5c27903e0ee7cabb74ca14a65bab135030970dd", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like tokenizers, configs, or loading failures, but they do not look like the same underlying bug/change. I would reject all soft edges and treat the items as separate issues.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45812 is the broadest, highest-signal regression here: it reports a silent v4\u2192v5 tokenizer break affecting all Granite models and has multiple inbound references, making it the most representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest standalone representative because it describes a clearly scoped, user-facing regression with broad impact and strong evidence compared with the more narrow or model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a broken docs example and the other is an implementation mismatch with JAX; different bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading failure vs OmDet-Turbo image-size mismatch; unrelated code paths." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation issue and MPS attention correctness bug are different problems." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to Qwen3.5 tensor-parallel plan OOM/shape errors." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading failure and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing token ID attributes, but they affect different configs and fields; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Different apply_chat_template crashes with different triggers and inputs." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading regression and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-message regression do not share a concrete code path." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP loading; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug and FP8 B200 inference failure are distinct issues." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map forward mismatch vs quantized save/load corruption; different failure modes." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a sliding-window attention edge case and the other is a checkout/init classification-head issue." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug and Trainer import dependency issue are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs-example errors and processor/tokenizer API breakage are different regressions." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-loading failure for a specific checkpoint vs unconditional model_info call breaking offline mode." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 incorrect inference outputs and return_tensors being ignored are different tokenizer/pipeline problems." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and flash-attention generation failure are not the same underlying bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL and text_config unwrapping for composite Qwen configs are separate loading issues." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are different v5 regressions." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch during evaluation and gradient explosion under ZeRO-3 are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are separate problems." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different model families and different missing config fields; not a duplicate." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "mdeberta-v3 special-token omission and DeepSeek-Coder tokenizer regression are both tokenizer issues but not the same concrete bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and accuracy regression after a version upgrade are different issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and PEFT version bump are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized argument are different config/load regressions." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP loading and Qwen2-VL multi-GPU training are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 28, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:46821|issue:46832", + "issue:44849|issue:46209", + "issue:44849|issue:45357", + "issue:44493|issue:46285", + "issue:45245|issue:46710", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:45072|issue:46832", + "issue:44464|issue:45584", + "issue:43873|issue:46050", + "issue:42490|issue:43696", + "issue:15354|issue:38175", + "issue:43844|issue:44964", + "issue:44849|issue:47145", + "issue:42947|issue:43381", + "issue:46399|issue:46846", + "issue:29159|issue:32090", + "issue:47013|issue:47254", + "issue:45229|issue:45823", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:43493|issue:43701" + ], + "prepared_review_unit_hash": "9540792547a910ab8af758f9b409ac3b1f744e9b3f8f3783d1fcdb462bd741ca", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated issue reports; the soft pairs are mostly lexical near-matches rather than true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "There is no real duplicate cluster here. If one issue must anchor the set, issue 43824 is the most self-contained and well-scoped report, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the best anchor only because it is a concrete, reproducible bug report with some discussion/references; the rest of the items span unrelated models and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: missing Qwen2.5-VL import vs FP8 storage-object lookup failure." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated root causes: storage registration error vs flash_attn import KeyError." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading issue is unrelated to Bark CPU offload device mismatch." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size attribute error and RT-DETR feature-level mismatch are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference support on B200." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Runtime hidden-states issue vs save_pretrained visual-key regression are distinct problems." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Generic position-id key warning is not the same as the CLIP text-model structural API change." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-limit runtime error and model accuracy regression are different failures." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT pretrained preset loading and BigBirdTokenizer special-token decode are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Device-mismatch bug in Bark offload is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs are not the same as a broad unexpected-key warning." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failures: bfloat16 dtype mismatch vs RT-DETR forward type error." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior and sinq save/load corruption are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning on path handling is unrelated to CUDA out-of-memory." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient instability does not match Phi-4 multimodal loading failure." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 weight_scale omission are different regressions." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "LoRA gradient-checkpointing ineffectiveness is distinct from checkpointing being invalid in eval mode." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 rotary-registration crash and missing tp-plan entries are separate issues." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM return_last_states unpacking crash and PEFT/ZeRO-3 checkpoint errors are different code paths." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM is not the same as a device-map forward mismatch in PLE." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure and flash_attn import mapping error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra-space tokenizer behavior does not duplicate a TrainerState token counter bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids default for fine-tuning is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention s_aux=None crash and sinq persistence corruption affect different subsystems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash is separate from KV-cache continuation indexing." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 29, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:44186", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:43937|issue:46701", + "issue:41720|issue:46710", + "issue:44869|issue:46752", + "issue:44554|issue:45446", + "issue:37428|issue:43957", + "issue:43065|issue:46369", + "issue:43295|issue:43450", + "issue:44977|issue:46701", + "issue:29942|issue:30333", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:45823|issue:46192", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:42915|issue:43824", + "issue:44521|issue:45290", + "issue:43334|issue:43525" + ], + "prepared_review_unit_hash": "e0f8c30388d8d8c4afbe70044c85d9742595791781e330beff99f656817c85db", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36827, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft links are mostly false positives: the titles describe different bugs, regressions, or model-specific failures rather than the same underlying change. No PRs are present. If a single issue must anchor the set, issue 43873 is the most active/reference-heavy, but this is not a true duplicate cluster.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43873 is the strongest anchor by engagement and inbound references, but the overall set is too heterogeneous to treat as one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best single issue to keep as an anchor if forced, because it has the most discussion/reference signal; otherwise these should be split by topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Different failures: GLM generation config validation vs a DiffusionGemma pipeline output issue." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Unrelated problems: Qwen3 auto device mapping CUDA assert vs a DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both touch attention code, but one is an MPS correctness bug and the other is a PyTorch version check import bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: flash-attention import error vs meta-device model loading breakage." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but dummy Conv2d setup and memory overflow are different concrete bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor issues, but one is tokenizer/image handling and the other is batched video shape handling." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen flash-attention generation failure is unrelated to the DiffusionGemma pipeline issue." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "FlashAttention test failures are unrelated to MLflow reporting after training failure." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Different models and symptoms: flash-attention generation bug vs accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less model crash is unrelated to composite Qwen config unwrapping." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash and rope-validation list TypeError are separate bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to offloading with quantization." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both are missing-attribute reports, but for different configs and different fields." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mismatch forward bug is unrelated to return_tensors being ignored." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to return_tensors handling." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different processor regressions: tokenizer/image access vs wrong processor output size." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug is unrelated to tensor-parallel loading OOM." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to meta-device loading failures." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient explosion are different training/runtime bugs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols; not the same underlying failure." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn lookup on Python 3.13 is unrelated to tensorflow_text backend mapping." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids and device_map auto forward mismatch are separate Gemma 4 issues." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError is unrelated to FlashAttention 2 test failures." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom processor.tokenizer regression is unrelated to SigLIP2 JAX/HF discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation/example issues are unrelated to return_tensors handling." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to a Qwen2.5-VL import error." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is assistant_masks becoming zero and the other is a crash on tool-call messages." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they are different model configs and not clearly the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 30, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:43824|issue:43975", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43262|issue:43450", + "issue:43975|issue:45520", + "issue:43653|issue:44112", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:44561|issue:46234", + "issue:45200|issue:46899", + "issue:43526|issue:46192", + "issue:43819|issue:44112", + "issue:44898|issue:45412", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:43827|issue:43901", + "issue:43335|issue:43653", + "issue:44792|issue:45563", + "issue:44857|issue:45593" + ], + "prepared_review_unit_hash": "05784e981f70bf796c6f825158df220f9704cb935b544df53eeacfc2493fcb4d", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a loose similarity bucket of mostly unrelated Transformers bug reports. I don\u2019t see any soft pair that is the same underlying bug/change, so all soft edges are rejected. The most central issue is 46894, but only as a representative anchor, not as a duplicate match.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46894 is the best cluster anchor by discussion/inbound-reference strength and has a concrete, well-scoped bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the strongest overall issue candidate in this set, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different failures: dtype drift in embedding layers vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to DeepSeek detokenization." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is serialization-device behavior and the other is LoRA merge collapse; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement bug is unrelated to CohereASR training-loss shifting." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to batched video shape handling." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Incorrect detokenization and a Python 3.13 flash_attn import KeyError are separate issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text-model structure differences." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure is unrelated to stale config dtype after from_config()." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are different model-specific bugs." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing different import-utils symbols; these are separate API-regression reports." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and quantized Gemma4 embedders dtype casting are distinct problems." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to a GraniteSpeech CI test issue." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are separate model behaviors." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config construction and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Default mm_token_type_ids and Qwen2.5-VL still-image position-id scaling are different bugs." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Text-only Gemma4 defaults and quantized vision/audio dtype casting are not the same underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware-related failures, but they involve different models and different root causes." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet input-size mismatch and LwDetr AMP crash are unrelated detection bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC.from_latents mismatch is unrelated to Qwen3 Omni MoE feature-length computation." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing internal flash-attention import and Torch 2.10 incompatibility are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe length computation." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different APIs and different v5 behavior changes." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale generate() warning." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are separate 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": 28, + "review_unit_index": 31, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:28282|issue:33357", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:29942|issue:32090", + "issue:43388|issue:43526", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:46424|issue:46858", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:46431|issue:46566", + "issue:45520|issue:46170", + "issue:45290|issue:46326", + "issue:43335|issue:43606", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:42490|issue:43854", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:44514|issue:44521", + "issue:39692|issue:43526" + ], + "prepared_review_unit_hash": "f4d264bfad04850203a880f88a8816241588364909b8cd40963cf8d191eeced2", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36299, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No proposed soft edge looks like a true duplicate pair; the set is broadly heterogeneous and most matches only share a subsystem keyword (chat templates, cache, imports, loading) rather than the same concrete bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is active, has inbound references, and describes a concrete, reproducible bug in `apply_chat_template` with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is also the best standalone issue to keep as the representative bug report because it is specific, reproducible, and well-discussed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different failures: stale `config.dtype` vs `window_size` attribute error in TimesFM 2.5." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated code paths: feature extractor `center` arg crash vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch vs MacOS bus error in community CLIP loading; not the same bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model families and failure modes: Qwen multimodal `text_config` unwrap vs CLIP text model structure change." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated bugs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as a Trainer `_gpu_broadcast_one` `NoneType` error." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different layers: metric gathering/truncation bug vs Beit image-processor label reduction bug." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Model loading with `base_model_prefix` is unrelated to tied-weight serialization differing by device." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Beit legacy-field loading bug are not the same issue." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing error in DebertaV2 vs Qwen3 Omni MoE feature-length helper behavior." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but one is `max_cache_length` handling and the other is a device-tensor seq-length arithmetic bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a stale CI device-override test in GraniteSpeech." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different models and code paths: SwitchTransformers config creation vs Qwen3 Omni MoE helper output lengths." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug and GraniteSpeech CI test failure are unrelated." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error and DiffusionGemma `meta`-device loading bug are different problems." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/dependency issues: `flash_attn` import key error on Python 3.13 vs Windows ROCm `torch.distributed` dependency." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on tool-call messages and the other concerns `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "SwitchTransformers config creation and Bark CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch is not the same as recurrent-state reset behavior in modular Qwen3.5." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols in different import paths: `_flash_supports_window_size` vs `HybridCache`." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local-path import warning and GLM-4.7-Flash model loading failure are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash attention `s_aux=None` crash and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model-loading regression and token-embedding resize/reinit bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/from_latents mismatch and unexpected `position_id` keys are separate model bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is batched padding behavior and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Beit image-processor label reduction are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 32, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:47000" + ], + "soft_pairs": [ + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:43278|issue:43825", + "issue:28218|issue:32090", + "issue:10000|issue:15354", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:45459|issue:46234", + "issue:44360|issue:44561", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:37428|issue:42175", + "issue:45290|issue:45381" + ], + "prepared_review_unit_hash": "e368acb149a85ea06e49200d8521d7a7485fc86cae02ebe82822fe63752a6e41", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35317, + "estimated_input_tokens": 8830, + "estimated_eval_tokens": 17916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression. All other soft pairs look like distinct bugs or unrelated code paths and should remain separate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the better canonical for the duplicate Qwen3.5 MoE reports because it is the earlier report and describes the same `transformers>=5.4.0` `from_pretrained` failure on the same model.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall: it is a precise bug report with a clear version gate, exact affected model, and a near-identical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failures and subsystems: CPU offload device mismatch for Bark vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated problems: LayoutLMv3 error-message clarity vs Trainer `_gpu_broadcast_one` NoneType type error." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: feature-extractor argument validation vs Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "One is a SigLIP2 documentation/example issue; the other is a generic position-id warning across many models." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "BF16/FP32 dtype drift in evaluation is unrelated to a pipeline error message about translation tasks." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer broadcast TypeError are different bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different model/export issues: DistilBertModel error vs TorchScript `GeneratorExp` limitation during ViT export." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different CI failures with different causes: packed-weight loading vs stale device override test." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume/checkpoint key mismatch is unrelated to a qwen3_omni_moe helper bug." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: Pegasus output changes vs DeepSeek tokenizer correctness." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact bug report: identical title, same affected model (`Qwen3.5 Moe`), and the same `transformers>=5.4.0` `from_pretrained` failure." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training startup/resume pain, but the concrete failures are different and not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA embedding collapse is unrelated to the category-cardinality runtime error." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are mixed-precision crashes, but they affect different models and different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "A Trainer broadcast NoneType error is not the same as a MacOS bus error with a community CLIP model." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning for local paths and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and unexpected position-id keys are different model behaviors." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer/protobuf error handling and a missing import_utils availability helper are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation-function discussion is unrelated to `is_torch_fx_available` removal breaking remote-code models." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different object-detection losses and different failure mechanisms; not the same underlying bug." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "CI failures in Flash Attention tests do not match embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generation `decoder_attention_mask` bug is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16/FP32 dtype mismatch is unrelated to undefined variables in the multimodal video token-count path." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention import helper is unrelated to backend installation extras for TensorFlow." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are different prompt-processing issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because one key claim is not grounded in the packet: `issue:45310` does not have more discussion than `issue:45478` (discussion_activity is 2 vs 4). The duplicate-pair conclusion itself looks plausible, but the canonicalization rationale overstates the evidence, so the output is not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 33, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:44464|issue:46424", + "issue:43257|issue:43299", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:32090|issue:33290", + "issue:40444|issue:43526", + "issue:25251|issue:32090", + "issue:45290|issue:46655", + "issue:43927|issue:45698", + "issue:45920|issue:46192", + "issue:44977|issue:45229", + "issue:44530|issue:47276", + "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:33357|issue:39692", + "issue:46421|issue:46858", + "issue:44186|issue:45198", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:44361|issue:45198", + "issue:41720|issue:45229", + "issue:43976|issue:45440" + ], + "prepared_review_unit_hash": "56df003b2482ece3820e98c463c67996f0bc02adcfa939508e82c9d4db04a616", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues spanning tokenization, generation, caching, quantization, device placement, and model-loading regressions. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so all soft edges should stay rejected. Issue 43873 is the best triage anchor because it\u2019s the only open item and has the most inbound references/discussion.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43873 has the highest engagement and inbound references, and it is the only open report, so it is the best representative anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest single issue to surface because it is active, widely referenced, and broad enough to serve as the triage entry point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Different bug classes: compiled-forward generation inconsistency vs cache max length being ignored for quantized cache." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a v5 loading regression for Qwen3VL MoE models." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "UnboundLocalError in BART generate() is unrelated to DeepSpeed Adafactor OOM." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import/parsing failure in DebertaV2 is unrelated to a missing decorator error in Qwen3.5 kernel registration." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Adafactor OOM under DeepSpeed." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different image-processor/training path bugs; multi-image IterableDataset failure is not the same as BeitImageProcessorFast label reduction." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting regression has nothing to do with Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and video padding miscalculation are separate preprocessing bugs." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load behavior, but custom token IDs being lost is a different serialization bug from loading the wrong custom module." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer wrong IDs across models is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache invalid group type is a concrete runtime crash, not the same as a misleading synced_gpus warning." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Breaking trust_remote_code via removed helper is a different issue from DeepSeek tokenizer output regression." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing slash warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading expectations and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counting not updating." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction does not match resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v4/v5 regressions, but one is generation output drift and the other is serialization of lm_head.weight; not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a CLIP model is unrelated to SigLIP2 documentation example errors." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Spurious recompilation from lazy cache init is a different cache/compile issue than device-tensor seq length breaking slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen2-57B-A14B-Instruct TP OOM." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is not the same underlying issue as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is distinct from Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility breakage is unrelated to DeepSeekV3MoE divergence from the remote implementation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 34, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:44568|issue:45491", + "issue:29870|issue:34689", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:44977|issue:45563", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:43065|issue:43994", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:45412", + "issue:45491|issue:46693", + "issue:43575|issue:44387", + "issue:29127|issue:35141", + "issue:43994|issue:45412", + "issue:45372|issue:45588", + "issue:43526|issue:47217", + "issue:45440|issue:45593", + "issue:45459|issue:45712", + "issue:45406|issue:46701", + "issue:43334|issue:43531" + ], + "prepared_review_unit_hash": "60ffa977217124cace515b2584c9a3cb623bb67f4d5c57f296db38dcd7f75d76", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36608, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes many unrelated issues across different models, processors, and regressions. No soft edge looks like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention test failures and void segmentation-map processing are unrelated subsystems and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a model-loading/base_model_prefix regression; the other is a rope-validation TypeError from JSON-loaded lists." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare except swallowing errors are different code paths and bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature arg crash vs video-input regression for Qwen models; not the same defect." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export support issues and flash_attention sink-less-model AttributeError are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different problems with different code paths." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and Llama 3.2 Vision loading breakage are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "An optional post_init API change is not the same as a misleading synced_gpus warning." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent state reset are distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and quantized model saving failure are separate issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation discrepancies." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation behavior and a stale num_return_sequences warning are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer decode output and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are not related to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on a specific model and resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical AutoModel/pipeline results are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-information error messaging and a CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are different behaviors." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy pixel-decoder layer and RT-DETR memory not released are unrelated implementation issues." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from mixed-length sliding-window batches and FA2 long-context performance regression are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM when loading a specific model with tp and increased reserved-memory regression under int4 quantization are different causes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and token-embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory retention are unrelated model/runtime issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure due to ReasoningEffort and flash_attention sink-less crash are different dependency/code-path problems." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BEiTImageProcessorFast reduce_labels bug and VL image-placeholder handling are different image-processing/model-input issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are unrelated model-specific bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking and leftover dummy classes in dummy_pt_objects.py are unrelated cleanup/bugfix tasks." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and DiffusionGemmaGenerationOutput pipeline failure are different breakages." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are separate configuration/runtime bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 35, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43316", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821", + "issue:47312" + ], + "soft_pairs": [ + "issue:44625|issue:45584", + "issue:43421|issue:45491", + "issue:44442|issue:45072", + "issue:45372|issue:45406", + "issue:45250|issue:46640", + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:45245|issue:45563", + "issue:43526|issue:45834", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:33290|issue:34689", + "issue:27957|issue:29127", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:43381|issue:43873", + "issue:44857|issue:45588", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:43316|issue:47312", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:43761|issue:45859" + ], + "prepared_review_unit_hash": "30ce66e272f9dde2172a8b2c4b1d51a925546fb71c77ecb20e9c3fdb9c03a18f", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35006, + "estimated_input_tokens": 8752, + "estimated_eval_tokens": 17760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated model bugs, tokenizer issues, config regressions, and flash-attention/performance topics. No soft edge looks like the same concrete bug/change, so I reject all proposed merges.", + "confidence": 0.95, + "canonical_issue_reason": "Use issue 45250 as the representative issue: it is the broadest and most generic Flash Attention-related ticket in an otherwise mixed cluster, while the other issues are mostly model-specific or orthogonal bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45250 is the best single issue to keep as a representative placeholder because it is the most general/top-level problem statement among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different components and failures: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token post-processor updates are unrelated to Gemma3 NaN embeddings in mixed-length GPU batching." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and a bfloat16 dtype mismatch are different bug paths, not one underlying change." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 loading, but one is a mistral_common import problem and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the titles are too generic and do not show the same concrete code-path problem." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak and SAM3 litetext memory overflow are distinct model/runtime issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and a stale generate warning are unrelated behaviors." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ImportError from mistral_common and protobuf-related tokenizer error masking are different failure mechanisms." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are different subsystems and symptoms." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is not the same as embedding reinitialization after resize." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label-reduction behavior in an image processor is unrelated to FA2 long-context generation performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific missing Qwen2_5_VL import and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Nonsensical AutoModel/pipeline outputs and memory overflow in sam3-litetext are different problems." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading with quantization are unrelated code paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None AttributeError are separate failures." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "A flash-attention AttributeError and a TimesFM window_size AttributeError are different bugs in different modules." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "JSON-loaded list handling in rope validation and a missing decorator for rotary kernel registration are not the same issue." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency is unrelated to kernel version incompatibility." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template padding failure and wrong vision_position_ids in Qwen2.5-VL video input are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage in Transformers v5 is broader and different from patchtsmixer's post_init restriction." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 36, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:44977|issue:45245", + "issue:45325|issue:46697", + "issue:43720|issue:44442", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:27957|issue:29870", + "issue:43873|issue:44871", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:25251|issue:28282", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:42617|issue:43575", + "issue:44855|issue:45137", + "issue:43550|issue:43701", + "issue:43931|issue:45216", + "issue:43575|issue:43742", + "issue:44190|issue:44496", + "issue:43701|issue:46506" + ], + "prepared_review_unit_hash": "a5f72eea8086f833991b12e8f39bef33eb27186fa29a82b822d2a493d35dbdea", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35010, + "estimated_input_tokens": 8753, + "estimated_eval_tokens": 17762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly superficial text-similarity matches across unrelated issues. None of the proposed soft pairs look like the same concrete bug/change path, so I reject all edges. If a single issue must anchor the set, issue:43749 is the strongest standalone representative by activity and inbound references.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43749 is the strongest anchor in this set: it is active, has the most discussion and inbound references, and represents a substantial user-facing loading/regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best overall issue to keep as a representative, but only as a standalone anchor; the rest of the items are not true duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different bug surfaces: audio processor chat-template sampling-rate default vs image-classification feature-extractor center-arg crash." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-padding/interpolation failure are unrelated code paths." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression and category-cardinality limit error are distinct problems." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/time-position scaling bug vs Swin2SR over-padding bug; different models and logic." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight accelerate loading bug and AutoTokenizer failure are unrelated loading paths." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path trailing-slash import warning is not the same as Qwen3.5 recurrent-state reset during cached generation." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Torch-only install missing TensorFlow backend metadata vs missing import_utils availability helper are different issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init validation/deprecation is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and BART decoder_attention_mask initialization are separate code paths." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config mismatch are not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs stale docs referencing pipeline() after removals are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are different APIs and failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields after trust_remote_code config loading is unrelated to GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are adjacent but not the same concrete defect." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSeekV3MoE divergence are different models and problems." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig discrepancy does not match Llama4Config missing pad_token_id." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug and AutoModel PyTorch-import error are entirely different concerns." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are not the same underlying issue." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-load failure for physical-intelligence/fast and missing tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure and tensor-parallel OOM on Qwen2-57B are different failure modes." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/torch.jit parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch when loading Qwen3-VL is distinct from a save_pretrained regression in Qwen3.5." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM and key error while loading MobileLLM are different loading failures." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized-model config error." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA numerical-difference report do not share the same bug path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 37, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:44442|issue:45803", + "issue:27957|issue:32090", + "issue:42490|issue:47276", + "issue:43232|issue:43388", + "issue:46829|issue:46932", + "issue:43761|issue:44188", + "issue:43295|issue:44871", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:44521|issue:47217", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43065|issue:44617" + ], + "prepared_review_unit_hash": "e1ed34e857af5c704417455c8785947e18fa7abcee28d653aebb7ba97c2bf539", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34753, + "estimated_input_tokens": 8689, + "estimated_eval_tokens": 17634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues spanning multimodal processing, generation, config reload, FlashAttention, save/load, import, and trainer paths. None of the soft pairs look like the same concrete underlying bug/change, so there is no strong duplicate family here.", + "confidence": 0.95, + "canonical_issue_reason": "If a single representative is needed, issue #44521 is the most concrete and currently active user-facing bug, with a focused multimodal repro and the strongest external interest in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44521 is the best cluster anchor because it is well-scoped, open, and clearly described; the rest of the items are heterogeneous and don\u2019t form one duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: CLIPVisionModel hidden_states regression vs ModelOutput key reassignment when a previous value is None." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Different code paths: CPU offload device mismatch vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to FuyuBatchFeature's bare-except tensor conversion bug." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 support for XLMRoberta vs Trainer _gpu_broadcast_one NoneType broadcast error." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Import warning for a local path with a trailing slash is unrelated to the synced_gpus warning text in continuous batching." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics dropping tuple labels are separate utilities with different symptoms." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states/output bug and Gemma4 quantized embedder dtype casting are different model-specific issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states=None in CLIPVisionModel is unrelated to attention kernel divergence under torch.compile." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression and Gemma-3 eos_token_id config mismatch are distinct regressions." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer/image-passing regression is not the same as the pipeline translation error-message regression." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id config inconsistency is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are different problems." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized model save failures and wrong custom module loading after save_pretrained/from_pretrained are separate save/load bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx import error." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal-template related, but all-zero assistant masks and image-placeholder-in-user-text failures are not the same concrete bug." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init validation and non-persistent buffer junk filling are different v5 issues with different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad custom model initialization breakage does not match GPTNeoXConfig rotary_pct silently resetting on reload." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels v0.15 pipeline import failure are unrelated import-time issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is a different root cause from unrecognized model_type in config.json." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is unrelated to sinq quantized model save/load corruption." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and cache lazy-init recompilation are different performance/behavior bugs." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is unrelated to Ministral-3 FlashAttention failure." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A specific unsupported-model FlashAttention 2 error is not the same as a broad open Flash Attention 2 issue with no concrete shared code path." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage for scientists workflows and a janus model generate-images test failure are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different issues; the latter is a memory problem, not the former's architecture bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 38, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43931", + "issue:44060", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:44610|issue:46369", + "issue:44242|issue:46894", + "issue:43504|issue:45698", + "issue:45632|issue:46424", + "issue:45542|issue:46234", + "issue:44479|issue:47217", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:25251|issue:27957", + "issue:45803|issue:46170", + "issue:46082|issue:46697", + "issue:45127|issue:45200", + "issue:43931|issue:44060", + "issue:43650|issue:46202", + "issue:35141|issue:42490", + "issue:46693|issue:47217", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:44855|issue:45588" + ], + "prepared_review_unit_hash": "39229c094dd41f2056e514e340ff35ca2b6c389f897d6b47043be981371ee5f4", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34711, + "estimated_input_tokens": 8678, + "estimated_eval_tokens": 17612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial text matches across unrelated Transformers bugs; I do not see any true duplicate PR/issue pair here. The strongest anchor among the issues is the broad Qwen VL video regression report, but it still does not duplicate the other items.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44479 is the broadest, highest-signal report in this set, covering a multi-model video-input regression, so it is the best representative anchor even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the most central issue by scope and impact: it describes a regression affecting several Qwen VL variants and has the clearest cross-cutting bug narrative among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different failure points: video input processing for Qwen3OmniMoe vs batched chat-template handling in Qwen2.5_VLProcessor." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated bugs: missing config field after v5 update vs backend mapping/import error for tensorflow_text." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL issues, but one is wrong vision_position_ids in video handling and the other is an image-placeholder-in-user-text parsing bug." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different subsystems and symptoms: processor output size mismatch vs memory overflow in sam3-litetext." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss gating is unrelated to CohereASR's training-loss double-shift bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "One is legacy-field model loading for Beit; the other is custom-module resolution after save/load." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to max_cache_length semantics." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend detection failure is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL models, but the concrete bugs differ: a broad video regression versus user-text image-placeholder handling." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated: Janus image-generation test failure vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failed Janus test is not the same bug as stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are different config bugs." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing interrupts in Fuyu tensor conversion is unrelated to the Windows ROCm distributed import issue." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different model/processor bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model weight-shape mismatch on load is not the same as an incorrect tied-weights warning." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The titles and bug reports are entirely unrelated; no shared code path is evident." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize is unrelated to local-path slash import warnings." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is a different issue from VL image-placeholder placement failure." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor selection bug and missing Sam3VisionEncoderOutput attribute are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache in chunked_prefill while the other resets recurrent states with seq_len>1." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics gathering drops labels in the last batch; auxiliary-loss normalization is a separate MoE training bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 39, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45381", + "issue:45405", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46369", + "issue:46399", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013", + "issue:47312" + ], + "soft_pairs": [ + "issue:44190|issue:44964", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:43827|issue:43994", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:44734|issue:45406", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:44869|issue:46832", + "issue:44617|issue:45584", + "issue:46399|issue:47312", + "issue:45588|issue:47013", + "issue:45632|issue:46617", + "issue:41720|issue:45245", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:25251|issue:29870", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:45381|issue:46655", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:43526|issue:46697" + ], + "prepared_review_unit_hash": "1fcdf58ba369334e13f4f353e57b0c21302c73907f558b232c851ff8838e1d1b", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36945, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft links look like false positives. The items span unrelated bugs, models, and code paths, so there is no real duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the candidate links do not describe the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the set is heterogeneous and the similarity is mostly superficial.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script failure vs model loading regression; different workflows and failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure vs PEFT version bump; unrelated concerns." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Generate-time decoder_attention_mask bug vs embedding resize/post_init bug; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() vs incorrect SigLIP2 outputs; one is documentation, the other runtime behavior." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different dtype/quantization issues in different models; not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count runtime error vs cache sequence-length tensor arithmetic; unrelated failures." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash vs Gemma4Processor missing attribute; different serve bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Python 3.13 import/torch.jit parsing error; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoXConfig reload regression; different persistence issues." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper token-stream decoding crash vs RT-DETR feature-level mismatch; unrelated subsystems." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM vs Whisper empty-transcription failure; not the same bug." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Missing decorator for a specific kernel registration vs broad kernels 0.16 incompatibility; too different in scope and cause." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention aux-state None handling vs xLSTM tuple-unpacking crash; different assumptions in different modules." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Cache leaf-directory collision vs FileNotFoundError loading from cache; related area, but not the same underlying defect." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert vs category-limit runtime error; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs SAM3 memory overflow; different models and causes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure vs dataset-loading script issue; no overlap in root cause." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline output shape change vs BART generate UnboundLocalError; different behaviors and code paths." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Router-logit load balancing loss omission vs Florence2 double-shift training loss bug; both loss-related but not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning in paged generate vs Whisper empty transcription crash; different generation issues." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Model loading/unit-test failure for GLM-4.7-Flash vs Janus image generation test failure; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input-size mismatch; different model components." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids regression vs SmolVLM padding bug; both video-related but distinct root causes." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen models vs serve KV-cache indexing crash; different product surfaces." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor tokenizer API regression vs Gemma4 resize_token_embeddings behavior; different APIs and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example/model-processor mismatch vs local dataset loading script failure; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Swin2SR over-padding bug; different image-processor 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": 28, + "review_unit_index": 40, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43335", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46421", + "issue:46489", + "issue:46752", + "issue:46858", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43673|issue:46421", + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:43854|issue:44964", + "issue:43643|issue:44496", + "issue:43317|issue:47312", + "issue:45290|issue:46752", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:27957|issue:35141", + "issue:44246|issue:45003", + "issue:43673|issue:46858", + "issue:44737|issue:45803", + "issue:44112|issue:44964", + "issue:44964|issue:45600", + "issue:42175|issue:44279", + "issue:44938|issue:45542", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:44496|issue:47217", + "issue:45632|issue:46234", + "issue:43531|issue:45600", + "issue:43335|issue:45593", + "issue:36246|issue:41628", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "6b5a8502f81717a58d3ec53ccaeef949bd6e20d49fb26c5d5d26dbbeec066451", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36638, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. I only found one true duplicate-style pair: the DeepSeek tokenizer regression in v5+. The rest share broad subsystems (chat templates, cache, imports, multimodal, CI, loading) but describe different concrete failures and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46489 is the clearest representative of the one real duplicate set: it names the affected model family, the v5+ regression, and explicitly frames the problem as a gap in the prior fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the most actionable issue here because it gives the specific regression, affected model, and prior-fix context needed to route and fix the bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5/save_pretrained, but the failures are different: LoRA+extended-vocab collapse vs incorrect visual encoder keys." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/chunked prefill, but one is a missing GenerationMixin cache and the other is spurious recompilation from lazy init; different code paths." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression on v5+: both report incorrect tokenizer output, and 46489 explicitly calls out a gap in the earlier fix." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings weight handling and Whisper empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache continuation indexing are different failures." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both hit CI, but one is a stale GraniteSpeech test and the other is broken auto_mappings references; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code, the other is an unrecognized model/config model_type problem." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized model offload failure and kernel compatibility are separate issues." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template edge cases, but tool-call/no-content handling and empty-list IndexError are different concrete bugs." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json lookup and list_repo_files revision forwarding are not the same failure mode." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Assistant-mask generation and Qwen2.5-VL video vision_position_ids are distinct multimodal bugs." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related to imports only at a very broad level, not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache internals, but one is cache missing in chunked prefill and the other is device-tensor seq-length breaking static-cache arithmetic." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation and a bare-except in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI test and a Phi-4 multimodal loading failure are separate issues." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading and stale auto_mappings references are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging extras missing TensorFlow backend vs a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and undefined tf backend detection are distinct import-time issues." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast type errors and embedding reinitialization are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 and Qwen3.5 save_pretrained regression are different model-specific bugs." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized config/model-type and VL image-placeholder handling are different failures." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision with trust_remote_code and a missing import-utils helper are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and removed Sam3LiteText config references are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing export for Qwen2_5_VLImageProcessor and missing AutoImageProcessor import are different API surface issues." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; no same underlying bug is shown." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The DeepSeek v5+ pair is a plausible duplicate-style match, and the other pairwise dismissals are appropriately cautious given the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 41, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:41950", + "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:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "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:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:46932", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:43295|issue:45335", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43976|issue:44987", + "issue:43582|issue:46932", + "issue:44496|issue:45759", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:46082|issue:46121", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:44327|issue:46752", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:44279|issue:46515", + "issue:43441|issue:45588", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:43901|issue:47217", + "issue:46614|issue:47085", + "issue:43295|issue:44779", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "c884598452b6c0dd8a58470996df2d7e65341e128dd09543bccc82b347144637", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37169, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft edges are mostly superficial similarity matches, not true duplicates. A small subset shares a broad multimodal/loading theme, but each pair still points to a different concrete failure mode or code path.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43295 is the broadest and earliest multimodal regression report here, centered on processor/tokenizer/image handling. It is the best anchor for this cluster, even though most other items are distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43295 is the most representative issue for the nearby vision-language/processor regression subgroup and has the clearest general symptom framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different code paths: processor/tokenizer image-handling regression vs resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "One is model/config loading failure; the other is a PIL image-processor dependency regression on torchvision." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "qwen3_omni_moe helper behavior is unrelated to PPDocLayoutV3 CPU/CUDA output divergence." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading a registered buffer error is a different bug from CPU vs CUDA result mismatch." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification image-processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked prefill and the other is cache_length handling for quantized cache only." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility issue vs a concrete model-loading regression for physical-intelligence/fast." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in allocator warmup is unrelated to Gemma4 quantized dtype-casting." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config loading is different from AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 is not the same as an incorrect version check for AuxRequest import." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to TextClassificationPipeline docs mentioning return_all_scores." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation is a different issue from rope-validation ignore_keys list handling." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-missing during chunked_prefill and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary loss behavior when denoising is off." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features() are different failures." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals and FlashAttention failure are different Ministral bugs with different symptoms." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds error is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title with no concrete bug is not the same as audio feature extraction failure." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken special kwarg duplication." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "janus generate_images test failure is not the same as cache max_cache_length semantics." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue does not match a specific torch 2.4.1 incompatibility." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Ministral model-specific failure and the other is an s_aux=None crash in integrations/flash_attention.py." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but one is a missing exported VL model class and the other is a nonexistent image_utils import." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default config initialization with None is different from strict dropping deepstack_visual_indexes." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs drift in TextClassificationPipeline is not the same as a model loading/config error." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Model loading regression and save_pretrained checkpoint regression are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Pipeline docs mismatch is unrelated to VL models failing when the image placeholder appears in user text." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to Rust tokenizer thread safety." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer image handling regression is not the same as Deepseek tokenizer output changes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as bumping MIN_PEFT_VERSION beyond what is released on PyPI." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 42, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:41950|issue:45020", + "issue:46123|issue:46369", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:44466|issue:45276", + "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:43381|issue:47000", + "issue:43653|issue:45593", + "issue:43299|issue:45357", + "issue:46082|issue:46399", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43644|issue:47145", + "issue:43650|issue:46209", + "issue:43299|issue:43854", + "issue:43931|issue:47145", + "issue:44242|issue:45200", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:43873|issue:47145", + "issue:44336|issue:46851" + ], + "prepared_review_unit_hash": "bd0661070b2b0e0e614f3cd9c688a0347a8cadbc92f9404d2bcfcbb2ee2ea4c2", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is semantically noisy: most items are different regressions across tokenizers, model loading/saving, pipelines, quantization, docs, and notebook/test issues. None of the soft pairs looks like the same concrete bug or change, so no dedupe merges are justified.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents this cluster. If forced, issue 45020 is the broadest regression umbrella, but it still does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the closest broad representative, but only as a loose umbrella; the set is too heterogeneous to treat it as a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example error and the other is a TextClassificationPipeline API note; different problems." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code breakage are unrelated failure modes." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Final partial-batch dropping and sam3-litetext memory overflow are different code paths and symptoms." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "A tokenizer BPE-marker bug and an empty placeholder issue are not the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "One is dtype propagation on BLIP2 load; the other is incorrect Qwen3.5 save_pretrained output." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both hit tokenizers, but Deepseek incorrect tokenization and Granite token IDs regressions are model-specific and likely separate fixes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a Qwen3.5 config warning are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights and Gemma4 embedding-resize propagation are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unmet MIN_PEFT_VERSION bump are different dependency problems." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor mismatch and Gemma4 PLE device placement are separate bugs." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are different subsystems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3 family regressions, but one is model loading and the other is save_pretrained key serialization." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "A config/head_dim validation issue is not the same as a Qwen3.5 rotary-position registration crash." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Explicit head_dim rejection and stale config.dtype after from_config are separate configuration bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import is too specific to merge with a broad import-error report." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are different tokenizer-loading paths." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk initialization and missing FP8 weight_scale application are distinct corruption mechanisms." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder issue and an FP8 inference failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different failure modes; no shared concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Shape-mismatch loading for Qwen3-VL and FP8 scale omission are separate loading bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and Gemma4 mm_token_type_ids defaults are unrelated training/model-input issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "flex_attention on torch>=2.9 and TensorFlow/tensorboard backend setup are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "flash_attention s_aux handling and RTDetrLoss infeasible cost matrix are different crashes." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex failure and list_repo_files revision forwarding are unrelated API issues." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both mention quantization/offloading, but one is runtime offloading behavior and the other is checkpoint loading without weight_scale; not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape leakage in loading_report and Qwen3.5 variable-length position_ids are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 43, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:45859|issue:46851", + "issue:43479|issue:43525", + "issue:33290|issue:45656", + "issue:44246|issue:47217", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:44261|issue:44263", + "issue:44016|issue:45823", + "issue:44623|issue:45397", + "issue:44186|issue:47000", + "issue:45542|issue:45800", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:43901|issue:44246", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:45600|issue:45712", + "issue:43575|issue:47145", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:44589|issue:45362", + "issue:43824|issue:43976", + "issue:44336|issue:44373" + ], + "prepared_review_unit_hash": "b5dfa6bdf70c610ca4c174295a5e83201e3350c8a0a62ef2808362b4a90ccd01", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35332, + "estimated_input_tokens": 8833, + "estimated_eval_tokens": 17922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a true duplicate set; they span unrelated bugs, regressions, docs, packaging, and model-specific failures. I rejected all soft edges and used the most general/high-activity issue as the representative anchor.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44246 ('import transformers takes long sometimes') is the broadest and most discussion-heavy issue in the set, so it is the best representative anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 has the highest overall discussion/inbound activity and the broadest scope, making it the least arbitrary issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model loading/offload failure are different code paths and different bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 is unrelated to Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring crashes from future annotations and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU-offload rotary embedding incompatibility is a different bug from variable-length position_ids handling." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug and Llama4Config missing pad_token_id are distinct config issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "AdaFactor OOM in DeepSpeed and double optimizer-step in DeepSpeed are different failures." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import-time slowness is unrelated to VL image-placeholder input handling." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing save_pretrained files and slow filtering after upgrade are different problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer regression are different model/tokenizer bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging omission is unrelated to Python version compatibility." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA RMS-eps precision issue and GlmMoeDsaIndexer split return-value issue are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files is not the same as Gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crash and RTDetrLoss infeasible cost matrix are different subsystems." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Missing TensorFlow backend from install extras is unrelated to torch/transformers incompatibility." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id absence and glm-4v-9b load failure are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill and CLIPVisionModel hidden_states regression are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and undefined tf backend are unrelated import/package issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI code leakage are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id and missing fields from trust_remote_code AutoConfig are similar in theme but not the same bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings CI breakage and leftover dummy classes are separate maintenance issues." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP load OOM for Qwen2-57B and FP8 compressed-tensors weight_scale omission are unrelated loading/quantization bugs." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FlashAttention failure are different model-specific issues." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Qwen2.5-VL still-image rope scaling and Qwen3.5 variable-length position_ids are different implementations and bugs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are unrelated failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing exported Qwen2.5-VL class and Python version support issue are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI codes and docstring wording for position_ids are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 44, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42886", + "issue:42915", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:47176|issue:47177", + "issue:43723|issue:44162", + "issue:44246|issue:44496", + "issue:44871|issue:47145", + "issue:45083|issue:46851", + "issue:46291|issue:46399", + "issue:44297|issue:45397", + "issue:42617|issue:43976", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:44295|issue:45397", + "issue:46614|issue:46665", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:42915|issue:47312", + "issue:42886|issue:46132" + ], + "prepared_review_unit_hash": "d34eca10430817ef92ac359509f05e69ee004618f2f29598dd45db28b43d9e2e", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35381, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs share broad keywords or subsystems, but they do not look like the same underlying bug/change. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the items are mostly unrelated. If a representative is needed, issue 42491 is the cleanest regression-style report with clear version context, but it does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42491 is the best representative anchor only in the sense that it is concrete and version-specific; it is not a true umbrella for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but one is a shell-operator allowlist bypass and the other is tar/zip slip arbitrary file write; different exploit paths and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer cache/offline loading failure and ESM2 model breakage are unrelated failures in different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency is a performance complaint; unrecognized model/config loading is a model-registration issue." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "One is an eos_token_id config mismatch for Gemma-3; the other is missing weight_scale application for FP8 frozen checkpoints." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen models, but one is a helper-length calculation in qwen3_omni_moe and the other is variable-length position_ids handling in Qwen3.5." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel version/revision validation for pipelines is a dependency/import issue; the Qwen3.5 crash is a registration/decorator problem in a specific model path." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save config mismatch and gemma-4 zero3 from_pretrained failure are distinct save/load issues." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "Failure to run a parallel example script is unrelated to a Python-version compatibility problem." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Incorrect video padding in SmolVLM is unrelated to AutoProcessor missing-vision-backend error handling." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one fails when registering apply_rotary_pos_emb for kernels, while the other is about variable-length position_ids; different code paths." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading across versions, but one is LoRA compatibility from hf4.x to hf5.x and the other is Qwen3VL MoE model loading in 5.0.0.dev0; not the same concrete bug." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference and incorrect hidden_states wiring in ImageClassifierOutput are different backend/output bugs." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and empty-list chat template IndexError are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and a Qwen3.5 chat crash are different model/runtime issues." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crashes with future annotations are unrelated to Qwen3.5 kernel registration failures." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race on captured_info.txt is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma eos_token_id inconsistency do not share the same failure mode." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux handling and Qwen3.5 variable-length position_ids are different bugs." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a buffer-like position_ids after registration and gemma-4 zero3 from_pretrained are not the same issue." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and inconsistent from_pretrained behavior inside Python classes are only loosely related through statefulness, not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code leakage in loading_report is unrelated to GLM-5 RoPE implementation concerns." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 and CPU/CUDA result drift in PPDocLayoutV3 are different backend correctness problems." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary losses under a flag, but they concern different models and different loss mechanisms; not the same code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and kernels 0.16 incompatibility are different integration/version issues." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading failure and AttentionInterface.register behavior change are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 45, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:43540|issue:46655", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:36246|issue:43596", + "issue:45292|issue:45701", + "issue:43295|issue:45292", + "issue:44451|issue:46752", + "issue:45137|issue:45600", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:44466|issue:45335", + "issue:43352|issue:45250", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:44995|issue:45200", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44479|issue:46170", + "issue:44242|issue:44857", + "issue:44623|issue:46726" + ], + "prepared_review_unit_hash": "c2e1d8f1ddbfb5788bbc892abb39a8f531feff29d5a4d1c009c231887de5ccc0", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35713, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a mixed bag of unrelated bug reports (video/VL regressions, import errors, config issues, tokenizer/serialization problems). I don\u2019t see any true duplicate pairs among the soft edges, so all should be rejected. If forced to pick one issue as the cluster\u2019s representative, the broadest user-facing regression is the v5.3.0 video-input bug affecting multiple Qwen VL variants.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression here: one bug report spanning multiple related Qwen VL/video models with a clear v5.3.0 breakage and actionable repro scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest single representative because it is user-facing, version-specific, and covers multiple affected models rather than a one-off edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output drift and resize_token_embeddings mismatch are different code paths and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a Qwen3OmniMoe ValueError and the other is a SmolVLM video-padding bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque IndexError." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and fbank feature extraction are unrelated failures." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL input handling, but one is missing vision backend/processor resolution and the other is empty-image-placeholder handling." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video bugs, but they affect different models and different failure points in the video pipeline." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Two separate ImportErrors for different symbols from different packages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one drops a config field and the other fails to unwrap text_config." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a VL image processor is unrelated to a DeepSpeed/BertModel IndexError." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings behavior and tokenization version drift are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression with images is not the same as output_embeddings not updating after resize." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for ScandiBERT and empty-list chat-template crash are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings references are separate problems." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to the Chinese performance regression report." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embedding/serialization behavior, but the affected models and bug mechanics differ." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention issue." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to PatchTSMixer post_init policy." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist race on captured_info.txt are different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 video attribute error and SAM 3 lite text memory overflow are distinct bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech and missing Qwen3_5MoeVisionConfig field are different config issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward is unrelated to Gemma 4 token-type-id defaults." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and tokenizer protobuf exception handling are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA mismatch are different models and behaviors." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to Windows ROCm/torch.distributed import failures." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and AMP/CUDA image-loss crash are different issues." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to AutoProcessor vision-backend resolution." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 46, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46851", + "issue:46858", + "issue:47020", + "issue:47068", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:29870|issue:30333", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:42199|issue:46851", + "issue:43475|issue:43540", + "issue:42994|issue:47312", + "issue:45685|issue:46431", + "issue:42886|issue:45229", + "issue:46170|issue:46832", + "issue:45412|issue:46123", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:44361|issue:44749", + "issue:45103|issue:46858", + "issue:46752|issue:47020" + ], + "prepared_review_unit_hash": "91715f06de3c77d1368a75ad1d816eb5e39e762df2d23b7dcb0090667533a6f1", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35955, + "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 appears to be mostly false-positive similarity noise: the issues span unrelated subsystems (tokenizers, generation, vision, quantization, distributed training, etc.) with no clear shared underlying bug or change. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical issue exists here because the cluster is heterogeneous; the items are not describing the same bug family. If forced to name a broad representative, issue 43723 is the closest generic tokenizer-loading report, but it still does not represent the cluster as a whole.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this set is a good global canonical representative. The broadest/most generic is issue 43723, but the cluster is too mixed for it to serve as a real dedup target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated failures: BART generate() UnboundLocalError vs MLflow job-status reporting for failed training jobs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Different problem areas: strict config loading for granite_speech vs Windows/ROCm import failure due to torch.distributed dependency." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Not the same bug: stale indexer cache in GlmMoeDsa second forward pass vs flash_attention crash on sink-less models with s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different symptoms and code paths: tie_word_embeddings warning in Qwen3.5 fine-tuning vs flash-attention generation malfunction." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different underlying issues: gemma-4 zero3 from_pretrained loading vs deepspeed optimizer step called twice." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token decoding bug vs ESM2 model breakage; no concrete shared failure path." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Both are model-specific, but the bugs differ: DETR cardinality/background-class error vs Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both involve multimodal/video models, but one is a missing Sam3VisionEncoderOutput attribute and the other is a Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Too broad and unsupported: quantized model saving failure is not the same as generic kernels 0.16 incompatibility." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Different subsystems and failures: MPS histogram on Int in moe code vs processor chat-template absence error." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache/offline loading bug vs Gemma4 multi-GPU CUDA OOM; not the same bug." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import-time dependency issue vs RT-DETR forward TypeError from feature-level/backbone mismatch; unrelated paths." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on RT-DETR deletion vs MaskGenerationPipeline final-batch dropping results; different behavior and fix surface." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs accuracy regression in DeepSeek-R1-Distill-Llama-8B after version upgrade; no same code path." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to the sam3_video/sam3_tracker model-type warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3.5 tie_word_embeddings warning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma tokenizer roundtrip failure on '\u2581'." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Configuration warning about tie_word_embeddings is not the same as stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of a prior issue vs Gemma pipeline tokenizer roundtrip failure; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache.get_seq_length() returning a tensor is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change is unrelated to FP8 compressed-tensors checkpoints missing weight_scale on load." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "v5 chat/completions API rejection vs Gemma tokenizer roundtrip issue; different surfaces and failure modes." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch performance/compile behavior, but one is attention-kernel divergence and the other is cache lazy-init recompilation with chunked prefill." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss bug is unrelated to deepspeed_sp_compute_loss host synchronization from CUDA-tensor conditional." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to the Chinese-described filtering slowdown regression after upgrading Transformers." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotations crash is unrelated to static-cache seq-length device tensor arithmetic in _prefill." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list apply_chat_template IndexError is unrelated to XLMRobertaTokenizer passing a dict to Unigram." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 47, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:43994|issue:46726", + "issue:44297|issue:44623", + "issue:43701|issue:44749", + "issue:43065|issue:46123", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44623|issue:45656", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:43784|issue:46399", + "issue:42994|issue:43482", + "issue:44373|issue:46851", + "issue:39692|issue:46726", + "issue:44871|issue:46132", + "issue:46463|issue:46877", + "issue:28282|issue:30990", + "issue:45561|issue:47217", + "issue:44188|issue:46851", + "issue:45375|issue:45478", + "issue:46877|issue:47000", + "issue:45230|issue:45397", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:43232|issue:43673", + "issue:45310|issue:45375", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "d44854b3acb9c2b35d49549c394eb9988dbbb08efbc19ff2e198dd333e762f97", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36066, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issues. The only clear duplicate-looking thread in the packet is the exact-title Qwen3.5 MoE from_pretrained error pair (45310/45478); issue 45375 looks like a separate, more specific config-field bug and should not be treated as the same thread from titles alone.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is part of the exact-title duplicate pair with issue:45478 and cleanly represents the Qwen3.5 MoE from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate: its title exactly matches issue:45478, while the other nearby Qwen3.5 item (45375) describes a different missing-field problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision-related, but one is about wrong outputs from AutoModel/pipeline and the other is a missing-vision-backend import/error path." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but tokenizer config mismatch and missing processor files are different artifacts and code paths." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch on resume is unrelated to a tokenizer/data-processing slowdown regression." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and partial-batch dropping in MaskGenerationPipeline are different bugs in different components." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A data filtering performance regression is not the same concrete bug as double optimizer stepping under deepspeed." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 breakage are both regressions, but not the same underlying failure." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor files on save_pretrained and optimizer stepping twice are unrelated subsystems and symptoms." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings and missing fields from trust_remote_code config loading are different missing-field bugs." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "These are too generic: different models and different missing-attribute problems." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "An import-time NameError in sentence-transformers and a Qwen3.5 kernel registration crash are different failure paths." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate serialization/loading problems." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring and a runtime position_ids bug are not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 example errors and AutoProcessor's missing-backend error are different vision-stack bugs." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Decoder input validation messaging and doc-lint stdout leakage are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import missing and Sentence Transformers loading stuck are too different to be duplicates." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist captured-info race is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence and variable-length position_ids are different code-path problems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "The titles point to different bugs: one is a missing deepstack_visual_indexes field, the other is a from_pretrained error message." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring diagnostics and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report is not enough to make it the same as gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are both tokenizer-adjacent, but distinct bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading failure and continue_final_message behavior for mistral_common tokenizers are different issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Update-model-kwargs after sync_gpus and missing GenerationMixin cache during chunked_prefill are distinct generation regressions." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same broad Qwen3.5 area, but a generic from_pretrained error and a specific missing config field do not establish the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different failures." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but the missing symbols and failure modes differ." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": false, + "reason": "This pair is not present in the soft-edge list, but the packet evidence indicates it is the only exact-title duplicate thread." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too confident for the evidence in the packet. The clearest duplicate pair in the titles is actually issue:45310 and issue:45478 (same Qwen3.5 MoE from_pretrained error wording), while issue:45375 has a different, more specific title about a missing deepstack_visual_indexes field. From the packet alone, that does not justify calling 45375/45478 a 'direct mirror' or 'the only obvious duplicate thread.' The soft-edge rejections are mostly conservative, but the one accepted pair looks stronger than the packet supports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 48, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:42371|issue:45092", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43278|issue:45137", + "issue:45081|issue:45103", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:44496|issue:45561", + "issue:42673|issue:43704", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:44843|issue:47085", + "issue:44568|issue:47085" + ], + "prepared_review_unit_hash": "a070ce7bb489c1a286ffacf2a0c585095663efefcde9a9672985c022a22c4d53", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: the items share Transformers/tokenizer/model-adjacent vocabulary, but they describe different bugs, model families, or packaging regressions. I did not find any soft pair that looks like the same underlying fix.", + "confidence": 0.33, + "canonical_issue_reason": "issue:44843 is the clearest concrete core regression with a specific failure mode and downstream references; the rest are mostly unrelated point bugs rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the most actionable representative issue in the set: it has a precise trigger, a clear code path (_patch_mistral_regex / offline mode), and broader utility as the anchor if one item must be selected.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both are runtime/model-behavior complaints, but one is quantization/offloading and the other is pipeline-parallel output correctness; different bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings vs meta-init incompatibility for old InternVL2 are unrelated changes and failure modes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages; not the same underlying defect." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-mapping logic vs CLI completion compatibility with huggingface_hub are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a ZeRO3 deque pop error are different training/runtime problems." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both crash with AttributeError, but in different helper paths with different root causes." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash and auto_docstring stdout diagnostics are unrelated subsystems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor missing _tokenizer and Gemma pipeline roundtrip failure are different code paths." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma pipelines, but one is a tokenizer roundtrip issue and the other is an image-text-to-text pipeline failure; too distinct to merge." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and doc-lint logging are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 MoE variants, but they target different model families/versions and the exact failure details differ." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Importing AutoImageProcessor vs importing HybridCache are separate API-export regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output correctness and Qwen3_5 image-induced looping are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained are unrelated model/tooling issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a janus image-generation test failure do not share a concrete root cause." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file races and CLI completion breakage are separate test/runtime issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing tensorflow in the torch extra and a nonexistent image_utils import are different packaging/import problems." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and a host-sync concern in deepspeed_sp_compute_loss are unrelated model internals." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT minimum version bump and auto_docstring import-time output are unrelated maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed jobs and Adafactor OOM in DeepSpeed are entirely different topics." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy and FP8 save_pretrained are both FP8-adjacent but not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend omission in a torch install and dummy pt object leakage without torch are different packaging/namespace issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior and add_special_tokens BOS/EOS insertion are separate tokenizer semantics regressions." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen2_5_VL import error are unrelated import failures." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and pytest-xdist capture file races have no shared underlying fix." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "These are the same title, but the second is a later report of a similar VRAM leak; without code evidence they are still treated as separate reports rather than a proven duplicate pair." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility and an image_utils import problem are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformer loading hang and embedding reinitialization on resize are different model-loading issues." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model_info behavior in mistral regex patching and tokenizer thread-safety are distinct tokenizer regressions." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "BOS/EOS insertion semantics and tokenizer thread-safety are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 49, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:42898|issue:45812", + "issue:44186|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:42673|issue:47085", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:42898|issue:44779", + "issue:44060|issue:45125", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:42222|issue:45200", + "issue:44295|issue:45656", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "076879c2ba9a7f6b0ab0c4c865c93be819dd29a349eef1692a71b1dbca424840", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36593, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of unrelated issues; none of the soft pairs look like true duplicates. I\u2019d keep one strong, high-impact issue as the anchor rather than merging across topics.", + "confidence": 0.91, + "canonical_issue_reason": "`issue:45812` is a broad, high-impact silent regression (`AutoTokenizer` returning wrong IDs for all Granite models) with clear scope and multiple references, making it the best single issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45812` is the most compelling standalone issue here: concrete regression, wide model impact, and likely easier to act on than the more niche or documentation-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different failure modes: config initialization defaults vs output field misassignment." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer behavior changes, but one is about `clean_up_tokenization_spaces` and the other is a Granite ID regression; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to tokenizers losing thread safety." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "`processor.save_pretrained` missing files is unrelated to Qwen3.5 MoE `from_pretrained` loading errors." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in `Qwen3ForCausalLM` with dataloader threads is not the same as a long-context FA2 performance regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic `AutoTokenizer.from_pretrained` loading issue and a specific BOS/EOS regression for mDeBERTa are not the same underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they concern different examples and likely different mistakes/code paths." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Broken auto-mapping config references in CI are unrelated to a Hugging Face hub CLI completion incompatibility." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug and pipeline final-batch result dropping are different subsystems and behaviors." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are both docs-related but not the same problem." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization is unrelated to Whisper word-timestamp decode crashing on trailing replacement characters." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug and `ModelOutput` key assignment bug affect different code paths and objects." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "A VRAM leak in Qwen3 CausalLM is not the same as fast tokenizers becoming non-thread-safe." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to Llama 3.2 Vision model loading regressions." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 behavior for XLMRoberta and MLflow job status reporting have no shared code path." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one concerns tokenization-space cleanup and the other Deepseek token IDs; too different to merge." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen3.5 MoE issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "`clean_up_tokenization_spaces` behavior change and processor/tokenizer API regression are separate tokenizer-related problems." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different regressions: tokenizer cleanup behavior versus generation output differences for Pegasus." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow failure reporting and `compute_loss(num_items_in_batch=...)` signature breakage are unrelated training issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing `transformers.onnx` module and missing PyTorch import are different import-time dependency problems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose models being broken and Gemma 4 needing default `mm_token_type_ids` are unrelated multimodal issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer registration/reading issue is unrelated to optimizer steps being called twice under deepspeed." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch-count API and remote-code checkpoint meta-init incompatibility are different multimodal loading problems." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in `transformers serve` is unrelated to the auto-docstring annotations crash." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script multi-label output bug and local dataset loading failure in a different script are not the same issue." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save-pretrained behavior and tokenizer config class mismatch are separate save/serialization bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes in `dummy_pt_objects.py` are unrelated maintenance issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer args being ignored and a docstring parameter-name mismatch 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": 28, + "review_unit_index": 50, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:41628|issue:42757", + "issue:43504|issue:47059", + "issue:43232|issue:47276", + "issue:46614|issue:46932", + "issue:45071|issue:46082", + "issue:44360|issue:46762", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44190|issue:46082", + "issue:30990|issue:38175", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:44327|issue:47059", + "issue:44295|issue:44623", + "issue:44263|issue:44373", + "issue:43475|issue:46305", + "issue:42907|issue:46050", + "issue:45092|issue:45357" + ], + "prepared_review_unit_hash": "6bb8bffef150fcae6c461bed46e3ef54557f78a215d06ec2f21e573ebd90557d", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36657, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated bug reports that only share broad themes like loading, tokenizers, save_pretrained, or v5 regressions. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No true duplicate cluster is present. If one issue must serve as the broadest anchor, issue:43723 is the most generic concrete loading failure (AutoTokenizer.from_pretrained in v5), but it is still not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is a specific BPE-marker bug in Ministral-3-8B and the other is a general tokenizer-loading regression in v5; different underlying failures." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "The first is a model output regression for Pegasus; the second is an AttentionInterface.register behavior change. Same broad area, not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "One is a multimodal config initialization bug, the other is a non-persistent buffer serialization issue. No shared code-path bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy and processor.save_pretrained missing files are unrelated failures in different subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports, but one is a missing import from image_utils and the other is leftover dummy classes leaking into namespace checks; not the same defect." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is processor file persistence; different objects and symptoms." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing processor chat template are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording for position_ids is not the same issue as GLM-5 RoPE implementation correctness." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class mismatch during save_pretrained is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior across versions and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "General tokenizer-loading failure and Qwen3.5 flash-attention generation bug are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and symbols; no shared underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Beit pretrained loading with a legacy field is unrelated to a hub CLI compatibility failure." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "One is a generation state update bug, the other is a misleading warning message; not the same concrete problem." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state and quantized vision/audio dtype casting are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences do not describe the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug and the 50GB max_shard_size question are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation keyword handling and Kosmos2.5 long OCR index error are different failures." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero probabilities in siglip2 are unrelated model issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return semantics in GlmMoeDsaIndexer are unrelated to remote-code checkpoint incompatibility in Transformers v5." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation sync_gpus handling and cache max length behavior are not the same bug." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top_k bounds error is unrelated to the hub CLI _add_completion compatibility failure." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered position_ids buffer and missing processor save files are different issues." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing attribute and MoonshineStreaming off-by-one mask logic are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and sinq quantized model reload breakage are different save/load bugs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen/InternVL model compatibility, but one is meta-init incompatibility and the other is incorrect visual encoder keys on save; not the same concrete defect." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template on a processor are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 51, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:42831|issue:45310", + "issue:44263|issue:44360", + "issue:45381|issue:46305", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:44038", + "issue:44964|issue:47059", + "issue:44483|issue:45406", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:22355|issue:28218", + "issue:43576|issue:43784", + "issue:44188|issue:44373", + "issue:43784|issue:45600", + "issue:42831|issue:45753", + "issue:43644|issue:46305", + "issue:39401|issue:44568", + "issue:43756|issue:44060", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:42886|issue:42994", + "issue:39379|issue:46172", + "issue:42886|issue:43066", + "issue:43408|issue:46369" + ], + "prepared_review_unit_hash": "19bcfc355e575ae21da62d4022f2a82ee8e5455eaee517c160653cebf47b8fea", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose thematic cluster of mostly unrelated Transformers issues (tokenizers, vision/model loading, CLI, quantization, and assorted regressions). The soft similarities are superficial; none of the candidate pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the clearest standalone bug report in the set: it has a concrete version-specific regression, explicit offline/cache trigger, and a focused expected-vs-actual description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in a model call vs a broken documentation example; unrelated failure modes." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different model components: a streaming mask off-by-one vs video padding calculation." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs a performance inefficiency in feature padding; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Import error for transformers.onnx vs Flash Attention 2 support for XLM-Roberta; distinct problems." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs missing vision backend unrecognized image processor; similar area but different triggers and fixes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; unrelated bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Two different DSA indexer complaints (split returns vs missing ReLU); same subsystem, not same defect." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input vs streaming window mask off-by-one; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "AutoImageProcessor import failure vs missing Qwen2_5_VLForConditionalGeneration import; both import issues but unrelated symbols." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs missing Sam3Model text encoder weights; related family, but not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; no concrete overlap." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading failure vs CLI test breakage from huggingface_hub API change; different layers entirely." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection vs Gemma4Processor attribute error; unrelated service/model issues." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degradation vs NaNs after checkout/init; both training symptoms but different causes." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA RMS norm epsilon precision bug vs remote-code checkpoint/meta init incompatibility; distinct implementation issues." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module vs tokenizer extra-space behavior; unrelated tokenizer/import issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env CLI command vs NameError importing sentence-transformers; different surface areas." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs wrong docstring for position_ids; not the same underlying defect." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers vs stale auto_mappings reference causing CI breakage; both import-related but separate." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy issue vs Qwen3_5 infinite loop on a specific image; unrelated model behaviors." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffers junk in v5 vs sliding-window off-by-one; completely different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer vs missing BOS/EOS insertion for mdeberta-v3-base; both tokenizer bugs but distinct." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer bug vs Qwen3-Next tied-weights warning; different models and mechanisms." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Missing torchvision crash on AutoProcessor vs VL models failing when image placeholder is in user text; different repros and likely fixes." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "BPE marker handling in Ministral tokenizer vs tokenization drift across versions; similar domain, not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline load failure vs quantized model saving failure; unrelated problems." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Incorrect full_text_row_masked_out_mask in mllama vs deepseek-v4 comb transpose issue; separate model internals." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache load bug vs wrong tokenizer decoder type in v5; both tokenizer/config-related but not the same defect." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "sam3_tracker type warning vs memory overflow in sam3-litetext; different symptoms and likely causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 52, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:45381|issue:46909", + "issue:27957|issue:30990", + "issue:43646|issue:46002", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:22355|issue:29159", + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:46172|issue:46762", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "6dad0fe1676c328079b6bcd65eb3afd440fc90f2700fa335c7462cdd8a618b7e", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35919, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes import regressions, tokenizer behavior changes, multimodal/model-specific bugs, and a few unrelated framework issues. There are no PRs. The broadest umbrella issue is the generic import-regression report (#45278), but most soft pairs are not true duplicates.", + "confidence": 0.46, + "canonical_issue_reason": "Issue #45278 is the closest thing to an umbrella report: it captures broad import breakage after a version upgrade and can subsume several other import-related symptoms in the set. It is still only a loose canonical choice because the cluster overall is not a single bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best single issue to keep as the representative cluster item because it is the most general and most likely to explain other import-related reports; the rest are more specific one-off bugs or clearly different failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import failures, but #42757 is a specific missing symbol from huggingface_hub while #45278 is a broad report of many import errors after an upgrade; not the same concrete bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen2.5-VL video position IDs vs a broken DIA documentation example." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and a Sentence-Transformers loading hang are unrelated failure modes." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different code paths and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to a DIA docs issue." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang in Sentence Transformers is not the same as a MacOS bus error with a community CLIP model." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are different model and API paths." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined multimodal-token helper variables in video processing are unrelated to a CLI compatibility break with huggingface_hub." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Checkpoint saving for dequantized models is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a buffer-backed position_ids tensor and mismatched tokenizer_class serialization are distinct save/load bugs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenization changes across versions and continue_final_message handling for mistral_common are different tokenizer behaviors." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility regression and pipeline-parallel output corruption do not share the same underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug and failure to load cjvt/sleng-bert are separate model/tokenizer issues." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset mappings and zero assistant masks in multimodal chat templating are different tokenizer behaviors." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import is a specific API export issue; #45278 is a broad umbrella for many import errors, not the same concrete failure." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are different call sites and bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model saving and GLM-5 GenerationConfig validation are separate problems." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output drift across versions is not the same as multimodal assistant_masks becoming all zeros." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are different apply_chat_template / processor bugs." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "A missing transformers.onnx module import and slow-vs-fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized checkpoints is not the same as gguf_file breaking from_pretrained loading." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning for sam3_video vs sam3_tracker and a missing fpn_position_embeddings attribute are different SAM3 issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer ReLU concern is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load failures and tokenizer_class mismatch on save are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2.5-VL and HybridCache imports are both import errors, but they are different symbols and likely different breakages." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and buffer-backed position_ids errors are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version regressions, but one is save_pretrained checkpoint corruption while the other is a from_pretrained load error; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading problems and FP8 save_pretrained issues are distinct model-path bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 53, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:22355|issue:29127", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:42673|issue:45072", + "issue:43976|issue:45446", + "issue:43937|issue:44485", + "issue:45357|issue:45478", + "issue:38617|issue:45278", + "issue:44995|issue:46697", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "1e2d0c05236ac7403e51885b71061d85f84110b4e1f4de5eb1280dab8d503d94", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs are only loosely related by broad themes like tokenizer regressions, import errors, or model-family bugs, but they do not appear to be the same concrete underlying issue. I found no soft edge that should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45278 is the broadest and most umbrella-like report in the set, covering multiple import failures after an upgrade, so it is the best representative issue if a single canonical node is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest triage target because it captures a recurring, user-visible regression class rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different problems: example-script multi-label inference returning empty results vs Gemma 4 requiring mm_token_type_ids for text-only fine-tuning." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different models and different regressions; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import failure for transformers.onnx is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 and stale phonemizer backend state in Wav2Vec2PhonemeCTCTokenizer are distinct code paths." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in eval and incorrect output under pipeline parallelism are different symptoms with different causes." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is a backend extra/installation packaging issue; the other is a Python 3.14 load failure." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose breakage and kernel compatibility are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and empty multi-label results in the example script are not the same failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages; too broad to be the same bug." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling and generation kwargs after sync_gpus are separate generation issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation mismatch and Qwen3_5 infinite loop on one image are unrelated vision bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and a padding performance issue are not the same underlying change." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docstring parameter mismatch and stdout diagnostics at import time are different documentation-tool problems." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash Attention 2 support request for GPT2LMHeadModel is not the same as a vague flash-attention issue report." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Server request validation for /v1/chat/completions is distinct from multimodal placeholder handling in VL models." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer-space cleanup behavior in v5 and stale phonemizer language state are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading breakage around base_model_prefix and NaNs in classification heads are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in bf16 inference." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility complaint and a PyTorch version guard bug in flex_attention are not the same issue." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and RoPE implementation discussion are different concrete problems." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Incorrect save_pretrained visual-encoder keys and from_pretrained failures are separate Qwen3.5 MoE bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad umbrella of import errors are too general to merge as duplicates without the same concrete traceback." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs after checkout/init affect different code paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions; no evidence they stem from the same fix or code path." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length calculation in qwen3_omni_moe is unrelated to AuxRequest import version checks." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example behavior and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe and Qwen3.5 MoE from_pretrained failures may be in the same family, but they are different concrete bugs and should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 54, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44610|issue:46909", + "issue:44075|issue:44936", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:46726|issue:46981", + "issue:42371|issue:43874", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:39379|issue:43688", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:45092|issue:46762", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:43064|issue:43673", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:44466|issue:46002", + "issue:44263|issue:46762", + "issue:42222|issue:43441", + "issue:44380|issue:46077", + "issue:42222|issue:47000" + ], + "prepared_review_unit_hash": "e6ee710fde9a0a5983b77a1769933b1a81fad509be2066c499df66abe169076b", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35692, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model/tokenizer/runtime/docs bugs, and none of the soft pairs look like the same underlying fix. No PRs are present.", + "confidence": 0.11, + "canonical_issue_reason": "issue:39401 is the clearest self-contained bug report here: a concrete tokenizer offset_mapping failure with a focused scope and repro potential. The cluster is otherwise too mixed to support a stronger canonical across all items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:39401 is the most actionable standalone issue in the set because it names a specific failure mode and component, unlike the broader regression or documentation reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Different problems: processor image size mismatch vs a broken documentation example. No shared code path." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated training optimizer bug vs trainer.evaluate() failure after training. Different execution paths and symptoms." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter-name mismatch are not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both involve model outputs, but they affect different models and different fields; too broad to merge." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type bug vs model accuracy regression after upgrade; not one concrete defect." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Processor backend-missing error vs repeated HTTP 429 retry behavior. Different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration guidance and a missing image-patch helper are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script returning empty multi-label results is not the same as a pipeline error message regression." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in dataloader threads and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights on load is separate from not forwarding kwargs to cached_file." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Performance issue in padding code vs streaming pipeline regression; no shared bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipelines and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "mllama mask handling and auxiliary-loss normalization are different model-specific errors." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic loading regression and the other is an offset_mapping bug; not the same defect." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing model class is unrelated to retry behavior on HTTP 429." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache regression and sequence feature padding performance are different code paths." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for old checkpoints vs numerical attention discrepancies; not mergeable as one fix." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Version pin bump and a PyTorch version-check bug are separate release/compatibility issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument mismatch and PretrainedConfig type-checking breakage are distinct v5 compatibility bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption and generation cache missing are unrelated trainer/generation problems." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling and flash_attention s_aux=None crash are different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency and NaNs in classification heads are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return handling in one GLM component vs Minimax attention numerical differences are separate issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral FlashAttention failure are different model-specific regressions." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both are attention-related, but one is scaling config ignored in backends and the other is bidirectional mask construction; different concrete bugs." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose breakage and RTDetrLoss infeasible-cost-matrix crashes are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 55, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42831", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:39379|issue:46897", + "issue:44117|issue:45081", + "issue:42222|issue:46752", + "issue:43937|issue:44977", + "issue:42617|issue:45341", + "issue:45071|issue:46512", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43408|issue:43742", + "issue:44410|issue:45310", + "issue:43208|issue:46894", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:45071|issue:47059", + "issue:45341|issue:45561", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:44877|issue:46231", + "issue:38617|issue:41628", + "issue:39401|issue:46209", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:44484|issue:45310", + "issue:42371|issue:42831" + ], + "prepared_review_unit_hash": "8c5038d04cebdfe9fda542d43b563062559e4fb3649ff9012896d510e8fcfee0", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35261, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change. The similarities are mostly broad-topic overlaps (imports, tokenizers, configs, testing utils, video models), but the concrete failures, code paths, and affected models differ enough to reject all edges.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the broadest representative of the import-regression reports, but it still isn\u2019t a safe canonical because the cluster is not actually one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different bugs in different models: mllama mask handling vs Florence2 training-loss double-shift." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback bug is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage is unrelated to an empty-chat-template IndexError." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation issues: invalid GenerationConfig vs flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure is not the same as a testing_utils.py documentation/code bug." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking breakage in PreTrainedConfig is unrelated to stale model.config.dtype after from_config()." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes are a different issue from AutoProcessor failing without torchvision." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but for different tokenizers and different failure modes (offset mapping vs tokenization output)." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3 tracker/video model warning is unrelated to loading MobileLLM-125M." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections is a model architecture bug, not the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers are unrelated to the CohereASR double-shift training-loss bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration is not the same as an incorrect save_pretrained checkpoint for Qwen3.5." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for local models are unrelated to repeated HTTP 429 retries in AutoProcessor." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PreTrainedConfig type-checking regression is unrelated to CLI completion breakage from huggingface_hub." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug is not the same as the xdist captured_info.txt race condition." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Missing kwargs to cached_file is unrelated to special_tokens being a list instead of a dict." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Both mention testing/utility code, but one is a bug and the other is a performance issue in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the set_training doc parameter mismatch." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping regression is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior change is unrelated to a noisy logging message." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model config are separate loading failures." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision error are different topics and code paths." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to the fbank feature extraction bug." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Similar numerical symptoms, but one is a missing config epsilon and the other is a separate attention implementation discrepancy." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from image_utils is not the same as a broad wave of import errors after upgrading." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings guidance is unrelated to FineGrainedFP8 accuracy issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 56, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116", + "issue:47312" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:44410|issue:45478", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:43441|issue:44829", + "issue:27957|issue:43352", + "issue:43097|issue:43452", + "issue:43208|issue:46897", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", + "issue:45753|issue:46369", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:47312" + ], + "prepared_review_unit_hash": "5d54ffb0c253d5c7f71e93a8ae8dd1dfe5103fe2d5dfd0b1d12d5c3d379a261e", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36768, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; these are mostly unrelated model-loading, tokenizer, FlashAttention, optimizer, and API regressions. I did not find any soft edge that looks like the same underlying bug/change, so all candidate merges should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #44246 is the broadest, most cross-cutting report in the set, but there is no strong duplicate core across the cluster; it is the least bad representative choice rather than a true canonical match.", + "canonical_pr_reason": null, + "best_issue_reason": "#44246 is the most generally framed issue and has the highest discussion activity, but the cluster does not form a real duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: ignored SGD args vs optimizer step being called twice with deepspeed." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Different chat/completions failures: request rejection vs streaming inference failure on a specific model." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Unrelated issues: removed tie_embeddings flag vs unexpected position-id key errors." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model-loading problems with different missing components and failure modes." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete failures and likely different root causes." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM DSA split semantics vs GLM-5 RoPE implementation; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init policy vs AutoProcessor HTTP 429 retry behavior." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen families and different loading errors: shape mismatch vs missing projections." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache bug and a testing_utils bug are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty chat-template handling is unrelated to the streaming pipeline regression." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Import error for AutoImageProcessor is unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL(-Moe), but the reported failures are different model-loading issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype propagation, but one is a PyTorch compile warning while the other is a BLIP2 loading bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method vs missing rms_norm_eps config are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is support/crash in inference and the other is degenerate training behavior." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Different model-specific FlashAttention 2 support gaps; same subsystem, not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings config removal and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are different model-specific issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size behavior is unrelated to Qwen3.5-MoE from_pretrained failures." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM/DeepSeek internals and different failure mechanisms." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU issue is unrelated to the DeepSeek comb dtype/transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None is too general to equate with the physical-intelligence/fast loading failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video model AutoProcessor crash without torchvision is unrelated to testing_utils." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but one is a normalization epsilon issue and the other is a RoPE implementation issue." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils and a testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie_embeddings flag and flash_attention.py s_aux=None crash are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import slowness is not the same as repeated HTTP 429 retries during model loading." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite-loop behavior and sam3-litetext memory overflow are different bugs." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote implementation is unrelated to the Deepseek-v4 comb dtype/transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Tie-embeddings removal and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "A torchvision-dependent AutoProcessor crash is unrelated to a kernels 0.16 compatibility issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 57, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45712", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116" + ], + "soft_pairs": [ + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43012|issue:46821", + "issue:38617|issue:42757", + "issue:44117|issue:46701", + "issue:43064|issue:44315", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:43208|issue:43550", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43066|issue:43906" + ], + "prepared_review_unit_hash": "e94d41da64e628d06c74b85cde55590817e9ba891715f0776b20d503c19525ed", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs only share a subsystem name or vague v5/regression language, not the same underlying bug. I reject all soft edges; there is no true duplicate-pr style grouping here.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 43097 is the least-bad representative only because it is a concrete, user-facing v5 regression report with discussion and inbound references; however, the cluster is too mixed for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the best single issue to anchor the cluster if one must be chosen, but it is not a genuine umbrella for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3 vision bugs: missing projections vs a missing config field." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked prefill cache missing vs mask pipeline final-batch handling; unrelated code paths." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same GLM family, but image-processor API missing vs tensor split indexing bug are different failures." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "v5 API removal/regression vs quantization offloading behavior; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken constructor error vs tokenizer mapping None; different root causes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but one is a model/runtime bug and the other is missing layer projections." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch bfloat16 warning vs TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules and likely different causes." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs diffusion pipeline output failure; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training issues: optimizer state corruption vs Liger kernel application with model_init." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but padding calculation and num_frames semantics are distinct bugs." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging vs empty-list chat template crash; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash vs save_pretrained shard-size question; not the same issue." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek tensor operation bug vs post-upgrade accuracy regression; too broad and different." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing seeds vs logging noise; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different symbols/modules, not one duplicated export bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwarg forwarding vs auto_docstring annotations crash; different code paths." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer lifecycle bug vs import conflict with datasets; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline mode still making requests vs missing embed_tokens.weight on load; different problems." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs Bamba torch.compile SDPA failure; different models and symptoms." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "ScandiBERT loading failure vs streaming pipeline regression; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention vs chunked-prefill recompilation; distinct issues." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure vs unsupported backend mapping; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption vs streaming pipeline regression; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure vs Qwen3_5 infinite loop on a specific image; different models and code paths." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup vs logging message; no shared underlying defect." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Warning-only precision issue vs compile-time SDPA crash; different severity and cause." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash vs shard size default discussion; unrelated." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python version compatibility vs backend-mapping validation; not the same failure." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs isolated reproduction of another issue; no evidence they share a root cause." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer optimizer-state bug and Liger-kernel application bug are separate training paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 58, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:45584|issue:46365", + "issue:43352|issue:43976", + "issue:44038|issue:44230", + "issue:44734|issue:47116", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:43208|issue:43526", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43012|issue:47276", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "78c73e960fc6c03e19a38813c24422faf59e81d86957f0bf3c97218ae239ef4a", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35398, + "estimated_input_tokens": 8850, + "estimated_eval_tokens": 17956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive clustering: these issues span unrelated Transformers subsystems (imports, pipelines, model configs, training, FP8/RoPE, docs, CLI/server behavior). I would not merge any of the proposed soft edges; no PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:47116 is the broadest representative of the only clear recurring subtheme here (v5 pipeline regression) and is more umbrella-like than the narrower single-model or single-error reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47116 best captures a user-facing regression class with broader reuse as a reference point than the other, more specialized bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but one is about bfloat16 compilation precision warnings and the other about tie_word_embeddings messaging; different bugs." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "v5 pipeline error-message regression vs inability to save Pipeline objects; different code paths and failure modes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder loading is unrelated to the max_shard_size question in save_pretrained()." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() is a documentation cleanup issue, while 47116 is a runtime streaming pipeline regression." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure after token alignment is unrelated to Trainer import failure caused by datasets interference." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention 2 support for NemotronH is unrelated to Python 3.9/3.10 compatibility with Transformers 5.1.0." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both reference Qwen3-VL/MoE, but one is a transformers 5.0 bug report and the other is FP8 inference support; not the same change." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Serve /v1/responses KV-cache indexing bug is a server-side issue, not the streaming pipeline regression described in 47116." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and DeepSeek-V4 tensor transpose/dtype handling are different model-specific bugs." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is unrelated to AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers are unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different bugs: unsupported FA2 for NemotronH versus GPT2 attention scaling being ignored in alternate backends." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder behavior is unrelated to a noisy logging message." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import issue tied to datasets installation." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 backend-specific attention scaling bug is not the same as zero-loss classification with num_labels=1." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-related, but one concerns bfloat16 compilation warnings and the other a misleading synced_gpus warning in continuous batching." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors from different packages/models: huggingface_hub utility import vs missing Qwen2_5_VL class export." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging under pip install '.[torch]' is unrelated to the Trainer import problem caused by datasets." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior for MoE models is a different failure than Qwen3.5 MoE from_pretrained breakage in transformers>=5.4.0." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Missing set_seed in SAM-HQ tests is a test flake; the huggingface_hub 1.22.0 CLI breakage is a dependency/API incompatibility." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed Trainer/FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored in SDPA/FlashAttention." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE implementation are separate model-specific architecture bugs." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and MLA q_a_layernorm rms_norm_eps precision mismatch are different FP8-related issues." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection in v5.3 is unrelated to Qwen2_5_VLProcessor batched chat-template crashing with padding=False." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages: GenerationMixin vs is_offline_mode." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIPOutput attentions not assigned and CLIPVisionModel.forward returning hidden_states=None are related to CLIP but are different regression points." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation and unwanted API requests despite local_files_only=True are unrelated bug classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 59, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45593", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47276", + "issue:47317" + ], + "soft_pairs": [ + "issue:45276|issue:46077", + "issue:44380|issue:47276", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:44655|issue:46050", + "issue:43352|issue:45593", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:46077|issue:46512", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:43992|issue:47317", + "issue:44355|issue:44855", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:43867|issue:46202", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43867|issue:45375", + "issue:41669|issue:44246" + ], + "prepared_review_unit_hash": "246e3b7e3577f3a4320b1b81168bb567165c33469636028a2acfb067446c9c04", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37430, + "estimated_input_tokens": 9358, + "estimated_eval_tokens": 18972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated loading/regression, config-attribute, save/load, import-time, tokenizer, training, and scheduler issues. The soft links are mostly superficial theme similarity, so none of the candidate pairs should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43611 is the broadest and most representative loading-regression report; however, the set is still too diverse for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single representative because it captures the broad model-loading regression theme that recurs most often across the cluster, even though it does not subsume the other bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is about resize_token_embeddings not updating embeddings, while the other is about bidirectional attention still building causal masks. Different code paths and fixes." + }, + { + "left": "issue:44380", + "right": "issue:47276", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention is a model behavior bug; the other is a misleading warning in continuous batching. Same area, not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading failure and sorted state_dict load failure are both loading problems, but they are different failure modes with different root causes." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure is not the same as Pipeline.save_pretrained failing. Different objects and serialization paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to Trainer import failing due to datasets being installed. Different subsystems." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and Pipeline.save_pretrained failure are both save/load-related, but not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional-attention masking are unrelated model bugs." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization failure and sinq quantized save/load break affect different APIs and likely different serialization logic." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronH is an unsupported-feature error; D-FINE auxiliary-loss handling is a training-loss logic bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3 vision output missing fpn_position_embeddings are different missing-attribute issues in different models." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file import errors and auto_docstring stdout diagnostics are both import-time annoyances, but they are unrelated problems." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config and patchtsmixer post_init restrictions are unrelated configuration/model-definition issues." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python 3.9+/3.10+ compatibility regression and Python 3.14 load failure are version-compatibility issues, but not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 attention-mask construction and stale model.config.dtype after from_config are separate state/config propagation bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A state_dict sorting load error and an incorrect Qwen3.5 saved checkpoint are both save/load issues, but they have different symptoms and likely different causes." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure and CLI completion breakage with huggingface_hub are unrelated compatibility regressions." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions no longer being assigned and Qwen3.5 checkpoint save corruption are different model/output vs serialization bugs." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3Config missing vocab_size and special_tokens list lacking keys are unrelated attribute/type bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are different config-attribute omissions in different model families." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() UnboundLocalError and tensor parallel training bug are unrelated execution paths and failure modes." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids bugs are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and PPFormulaNet training-loss bug are unrelated model-specific issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and the Python 3.13 @torch.jit.script parsing/IndentationError issue stem from different parser/import edge cases." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/Layer update methods needing no_grad and broad import errors after upgrade are not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2+PEFT optimizer-state corruption and a typo in cache strategies are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args ignored and inability to import Trainer without datasets are unrelated issues." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failure are distinct loading bugs in different model families." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Sorted state_dict load error and missing deepstack_visual_indexes in Qwen3.5 vision config are different config/load issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import * from models for import-time performance and import transformers being slow sometimes are related only at a very broad level, not the same change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 60, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:43502|issue:44062", + "issue:43525|issue:47317", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:45071|issue:47317", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43299|issue:44556" + ], + "prepared_review_unit_hash": "2f183c910098708e9edb18ca532ae55935c4cb1767723cdcc77e8e47d240ab7b", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37251, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single issues. The only plausible duplicate pair is the Qwen3.5 MoE loading regression: one report names the missing `_tp_plan`, the other reports a `from_pretrained` failure on the same model/version path.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45125 is the most specific root-cause report; it directly identifies the missing `_tp_plan` needed for Qwen3_5MoeForConditionalGeneration tensor-parallel loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the best representative symptom report because it clearly states the user-facing `from_pretrained` failure on transformers>=5.4.0 for Qwen3.5 Moe.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is about missing `set_seed()` in SamHQ integration tests and the other is a pytest-xdist race on `captured_info.txt`; different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated: cache/layer `update()` no_grad decoration vs Python version compatibility failure in Transformers 5.1.0." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model loading/saving, but the concrete failures differ: sorted state_dict load error vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific no_grad behavior request; the other is a broad complaint that 5.0 breaks many models." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch vs tokenizer loading regression; different code paths and root causes." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained/moe serialization bug is distinct from Qwen3_5Moe tensor-parallel loading metadata." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but one is about missing attentions assignment and the other about inconsistent module structure after v5.6; 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:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols (`PreTrainedModel` vs `HybridCache`) and likely different breakages." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE loading regression: one reports the missing `_tp_plan`, the other reports the resulting `from_pretrained` failure on the same model path." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is tensor-parallel loading metadata and the other is a config field being dropped by `@strict`." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still making requests is unrelated to the AddedToken duplicate-argument TypeError." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4Config missing `pad_token_id` has no overlap with the PPFormulaNet training-loss issue." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed instability in tests is different from a stale device override CI failure in GraniteSpeech." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness is unrelated to Phi-4-multimodal-instruct loading failure." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer-space cleanup behavior change and SmolVLM frame-count semantics are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV cache continuation crash in `transformers serve` is different from trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "PretrainedConfig type-checking breakage is unrelated to PPFormulaNet training-loss behavior." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading issue and checkpoint reload incompatibility after upgrading versions are distinct problems." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression is unrelated to checkpoint reload failure across versions." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No_grad on cache updates and dummy Conv2d in Sam3PixelDecoder are different implementation concerns." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VL export is a different issue from cache-based trust_remote_code FileNotFoundError." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline download violation is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is unrelated to trust_remote_code cache file lookup." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad complaint that 5.0 breaks models is not the same as a `special_tokens` list-vs-dict error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow run-state reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and Chinese report about slower filtering after upgrade do not share a concrete bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang is different from documentation confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation-path bugs: no_grad decoration vs `_update_model_kwargs_for_generation` after `sync_gpus`." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor `num_frames` semantics and missing vision backend handling are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request leakage and FP8 moe save_pretrained are different code paths." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and checkpoint reload after version upgrade are different symptoms/root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the duplicate call on issue:45125 vs issue:45478 is conservative and well-supported by the titles. The other soft-edge verdicts also stay appropriately cautious and do not overclaim evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 61, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:44038|issue:45125", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:44315|issue:44360", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44315|issue:46209", + "issue:44485|issue:44961", + "issue:44961|issue:45468", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:43352|issue:44961", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "34d6d3f0f29162526c5b35b7f28e573436a4c7584e7bd1f45079f0821143cbfa", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36515, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs only share broad themes like v5 regressions, import failures, or model-loading problems, but they describe different concrete bugs. I found no true duplicate issue pairs; all soft edges should be rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43576 is the clearest, most concrete user-facing regression in the set and the best representative of the broader v5 breakage complaints, though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 has the strongest problem statement and the most directly actionable scope, so it is the best single issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tensor-parallel training failures." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generation-time UnboundLocalError in Bart is not the same as documentation confusion about forward arguments." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated racoon issue are different problems." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related, but one is a tokenizer regression and the other is a specific Llama 3.2 vision model-loading breakage." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor and missing PreTrainedModel are separate import/export regressions." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained behavior and FP8 inference support for Qwen3-VL are different concrete issues." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Passing through kwargs in RoFormer methods is not the same as using the attention interface." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to the racoon issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions do not describe the same bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken transformers env command and a config type-checking regression are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The v5 env command issue is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "CLI breakage from the env command and a hub CLI completion attribute error are distinct issues." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode in huggingface_hub is a dependency import problem, not the same as the transformers env command bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "A general transformers 5.0/Qwen3-VL-Moe bug is not the same as a missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about model.forward is unrelated to the layer_type_validation import error." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training failure and pipeline docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applying with model_init and a missing ReLU in the DSA indexer are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute access and trust_remote_code cache loading are unrelated code paths." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cached trust_remote_code FileNotFoundError are different problems." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/FMoE is not the same as asking for a weight conversion script." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing deepstack_visual_indexes in a config is unrelated to special_tokens being a list instead of a dict." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5-35B chat crash is not the same as the broad complaint that v5 breaks too many models." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application with model_init and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated racoon issue do not match." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Racoon and Gemma-4 audio positional encoding are different model-specific bugs." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to special_tokens being a list." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill and a typo in cache strategies are not the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron flash-attention support and racoon are unrelated problems." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "state_dict sorting load errors are unrelated to special_tokens structure errors." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and the TensorBoard/TensorFlow backend error are different issues." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from processor.save_pretrained is not the same as an uninformative bug report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 62, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "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:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45468", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059", + "issue:47176" + ], + "soft_pairs": [ + "issue:44273|issue:45003", + "issue:45381|issue:46664", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44466|issue:44556", + "issue:43572|issue:45850", + "issue:44077|issue:44861", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:44492|issue:45850", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:42890|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:43576|issue:47176", + "issue:44655|issue:44861", + "issue:41669|issue:45341", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "3be7e86154e986a69062a03fe21d5ea633819f2e7fca1bf1e108cc388345fee2", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38227, + "estimated_input_tokens": 9557, + "estimated_eval_tokens": 19370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly false-positive soft matches: the issues span unrelated bugs, performance regressions, model-specific compatibility problems, and CLI/config changes, with no pair sharing the same concrete failure mode.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45850 is the broadest umbrella here, but the cluster is too heterogeneous for a strong duplicate anchor; it is only a loose summary of v5 regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, issue:45850 best captures the broad \u2018v5 breaks many models\u2019 theme, but it is too vague to be a precise dedupe target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading code, but one reports lazy loading failure and the other unsafe sys.modules access; different concrete bugs." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Different models and different processor bugs: wrong vision_position_ids vs incorrect num_frames meaning/padding." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from wildcard imports is not the same as a missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific missing pad_token_id attribute is not the same as a vague \u2018v5 breaks many models\u2019 complaint." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different symptoms: 2D bbox output error versus an infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output issues are unrelated to a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "One is inconsistent lm_head.weight serialization; the other is checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig pad token field regression is not the same as a broad version-wide breakage report." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation in patchtsmixer is unrelated to _get_tied_weight_keys crashing on a list." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve v5 loading problems, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior/API-settings guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "A broad v5 model regression is unrelated to a CLI break caused by huggingface_hub 1.22.0." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading malfunction are related only at a high level; they describe different problems." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code is not the same as a general \u2018v5 breaks too many models\u2019 report." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning and Liger Kernel not applied with model_init are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import * performance regression is not the same as failing to import a specific class export." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky integration test due to missing set_seed is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility is not the same as a Qwen3-VL bounding-box output bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A buffer/position_ids access error is specific, while the other entry is an unspecific bug report." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support warning and Qwen3-VL bbox errors are different model/runtime issues." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both mention kwargs, but one is AutoProcessor forwarding and the other is scheduler configuration; different APIs and failures." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The CLI env command breakage and inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "A broken env CLI command and a shell-operator allowlist bypass are different security/CLI issues." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key attribute crash are separate serialization/model-state bugs." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time wildcard cleanup and a testing_utils bug do not share the same failure mode." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import performance regression is unrelated to missing HybridCache export/import failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9 compatibility and inability to import Qwen3_5ForCausalLM are different issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python-version support and shell command-substitution allowlist bypass are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4 related, but one is a gating logic complaint and the other is a dtype/transpose bug." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to flash_attention_3 degenerate training." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion and a shell-operator allowlist bypass have no shared underlying bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer ReLU discussion and Gemma4AudioRelPositionalEncoding are unrelated domains." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 63, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "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:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46144", + "issue:46218", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:45468|issue:46894", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:43298|issue:46095", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44861|issue:47110", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "11b75bfdd519084f51c681474298ad9f0ca966ce750b1342783c2b7e17114e3b", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 46, + "serialized_chars": 40068, + "estimated_input_tokens": 10017, + "estimated_eval_tokens": 20290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy lexical similarity: a few flash-attention and version-regression tickets are thematically close, but the majority are unrelated loading/tokenizer/utility bugs. I do not see any pair that should be merged as true duplicates under a strict duplicate-triage standard.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45250 is the broadest umbrella title in the set for the flash-attention subgroup; it is the closest single issue to reuse as a canonical anchor, even though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the least specific, most reusable issue title here and is the best available representative for the flash-attention-related subset; the rest are either narrower model-specific reports or unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma audio RoPE vs CohereASR training-loss shift: different models and different bug classes." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI vs lazy-loading bug; unrelated symptoms and code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained failure; too vague to be the same issue." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models vs deepseekv4 weight conversion question; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility issue vs security RCE via shell operators; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation bug in Qwen3VL vs GLM-5 RoPE implementation; different components." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE math bug vs command-substitution security issue; no overlap." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading vs inverse_sqrt scheduler kwargs handling; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug vs scheduler configuration bug; different subsystems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion vs Llama 3.2 vision loading regression; not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command breakage vs import failure for a model class; different failures." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue vs VRAM leak in multi-threaded inference; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific implementation bugs (GLM-5 RoPE vs Gemma audio positional encoding)." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage complaint vs shell-operator RCE; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad v5 breakage complaint vs shell command allowlist bypass; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights AttributeError vs special_tokens list/keys error; different APIs and failure modes." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under multi-threading vs RoPE implementation issue; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings migration vs VRAM leak; different areas." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash-attention support request for Nemotron vs shell RCE security bug; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network-leak bug vs timestamp calculation bug; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma audio positional encoding; different code paths." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "These are both v5 tokenizer regressions, but the titles point to different concrete symptoms and there is not enough evidence they are the same bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General v5 breakage complaint vs model import failure; too broad to duplicate." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug vs missing processor.save_pretrained files; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in an indexer vs Gemma audio positional encoding; different implementation areas." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key crash vs CLI test failure from huggingface_hub API change; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak vs test utility bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-attention support gap vs import failure for Qwen3_5ForCausalLM; different defects." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure vs Qwen3_5ForCausalLM import failure; related only by import surface, not the same missing symbol." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2-specific flash-attention support request and a generic flash-attention topic are related, but not clearly the same concrete fix." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key AttributeError vs apply_chat_template crash on tool-call assistant messages; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg bug vs unrelated placeholder issue title; no basis for duplication." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Placeholder issue title vs shell RCE security report; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Placeholder issue title vs shell allowlist bypass; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo vs placeholder issue title; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL support vs missing processor save_pretrained files; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is Nemotron-specific support; separate model-specific requests." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs placeholder issue title; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading vs missing layer_type_validation import; different symptoms and root causes." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support vs Qwen3.5 MoE from_pretrained error; related only by model family, not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting bug on failed jobs vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained performance issue vs tensor parallel training bug; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed issue vs forward API documentation confusion; not the same problem." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs FP8 Qwen3-VL inference support; different feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage vs RoFormer attention interface issue; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 64, + "review_unit_count": 64, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-523", + "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:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "b2a34b414ba8f1d88dc28df1b6119d4b6a68c1db8f2f4aa80275340724356a69", + "component_budget": { + "node_count": 523, + "item_count": 523, + "soft_pair_count": 1926, + "serialized_chars": 998732, + "estimated_input_tokens": 249683, + "estimated_eval_tokens": 499622 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7771, + "estimated_input_tokens": 1943, + "estimated_eval_tokens": 4142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous set of unrelated issue reports across different models/components. None of the soft pairs appear to describe the same underlying bug or change, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42936 is the clearest standalone bug report with concrete symptom description and the most discussion, so it is the best representative issue if one must be chosen; however, this cluster does not form a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different defects in different models: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated problems: ModernBERTConfig type hint issue vs tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "43240 is a generic kwargs-forwarding bug, while 42936 is a model-specific unused ignore_value issue; not the same code path." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Generic loss-kwargs forwarding bug vs RoFormer attention interface usage; different subsystems and failure modes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss parameter handling and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and code paths: Mask2Former loss config vs RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unused loss config value in Mask2Former is unrelated to a quantization attribute typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type-hint correction is not the same as a quantization typo fix." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "kwargs forwarding in loss computation is unrelated to a ModernBERT config typing mistake." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS-norm question is unrelated to ModernBERTConfig norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERTConfig type hint are different bugs in different components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "314e07f67b13ae7323168aa47b10e780a688465711361ec8f2574a9cb5f8f59f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests across different parts of the library, so the cluster should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items describe different problems/features \u2014 truncation-from-beginning behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary timing.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative because there is no common underlying bug or change request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas and goals: tokenizer truncation direction vs. extracting word start/end offsets from Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: truncation behavior in preprocessing versus learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change: scheduler behavior request vs. Wav2Vec2 timing offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "c219a9ece4db3d89fe49efb0bb4d7a1ee1f17dc6da8eddea96a373e6ed807f12", + "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 three issues do not look like duplicates: one is about Tapas tokenization mismatching TensorFlow, one is about an auth-related error message for private models, and one is about failing to load bert-base-uncased. They share only broad model/hub context, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue cleanly represents the cluster because the reports concern different failure modes; 16618 is only the broadest of the three, but not a duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Tapas tokenization Different from Tensorflow Code", + "right": "Can't load the model for 'bert-base-uncased'.", + "accept": false, + "reason": "Different problem domain: tokenization parity vs model loading failure." + }, + { + "left": "Bad error message when downloading private model without being logged in.", + "right": "Can't load the model for 'bert-base-uncased'.", + "accept": false, + "reason": "Auth/download error-message issue is not the same as a bert-base-uncased loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "411a110435c44a2501e64f5bddd88ad84f49c2d8cce35612e97c4600021ec89f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community feature requests: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They do not describe the same bug or change, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the more established discussion thread by activity, so it is the better cluster anchor if one is needed, 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 and code paths: Flash Attention 2 support vs GGUF support. No shared target or 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": 5, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "issue:27088|issue:38435", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "81a1aafaef4a880747f2f3cd5124a236db5574a6d79bc09fa71e5e35818be9c5", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18661, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18661, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly about translation-docs request issues, but they are not the same concrete task: some are language-specific (Turkish, Spanish, Romanian), some are generic placeholder/template entries, and some look like unrelated spam/gibberish. Only the identical placeholder-template issues look like true duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43834 is the best representative of the repeated generic i18n template pattern: it is an exact placeholder-style translation request and sits at the center of the similar template entries.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the clearest cluster representative because it matches the repeated template-like translation issue format and is the earliest of the near-identical generic entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish translation request vs a generic placeholder-template issue; different concrete tasks." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish translation request vs a generic placeholder-template issue; different concrete tasks." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs a generic placeholder-template entry; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Turkish translation request vs unrelated Thai/spam-like title; no shared concrete task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are different languages, so they are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder-template issue; not the same task." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are different concrete language tasks." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request vs generic placeholder-template issue; too broad to be duplicates." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are different language tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs generic placeholder-template issue; not the same concrete issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder-template issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic placeholder-template issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request vs generic placeholder-template entry; different task." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Romanian translation request vs unrelated Thai/spam-like title; no concrete overlap." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian request vs unrelated Thai/gibberish title; insufficient evidence of the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "These are the same placeholder i18n template issue: identical title pattern and near-identical body footprint, so likely duplicate submissions." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "These are the same placeholder i18n template issue: identical title pattern and near-identical body footprint, so likely duplicate submissions." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai/spam-like title; not the same concrete request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Same broad translation theme, but the titles/content are different enough that they do not look like one concrete duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai/non-English title; no clear duplicate relationship." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These are the same placeholder i18n template issue: identical title pattern and near-identical body footprint, so likely duplicate submissions." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai/spam-like title; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template-style issue vs unrelated Thai/gibberish title; not enough evidence for a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Template-style translation issue vs unrelated non-English title; different concrete request." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Generic placeholder translation issue vs unrelated Thai/spam-like title; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template-style issue vs unrelated Thai/gibberish title; not the same concrete issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Template-style translation issue vs unrelated non-English title; different request." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both look spam-like, but the titles are different and there is no clear shared concrete issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai title; not the same task." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic template translation issue vs unrelated Thai title; not enough evidence of duplication." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs unrelated Thai title; similar theme only, not the same concrete issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Both are Thai/spam-like, but the titles differ and there is no clear evidence they are the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Unrelated Thai/gibberish title vs another distinct non-English title; no duplicate signal." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Unrelated Thai/gibberish title vs another spam-like translation title; different concrete issue." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Different non-English/spam-like titles with no evidence of the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The distinction between language-specific translation requests, the repeated placeholder-template issues, and the Thai/gibberish-looking entries is supported by the titles/body footprints and the soft-similarity evidence. The duplicate call only for the near-identical placeholder-template issues is appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "cd9d8ba3537e153361a80e1b4df7ece8c749b8bc42b60b6a0eac4b6ed1495e65", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose set of model-request issues with superficial title similarity, not true duplicates. The only clear hub is the RF-DETR request, but none of the pairings describe the same concrete change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:36879 is the most central node by similarity links and is a clean, concrete model-add request, so it works best as an anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36879 is the best representative issue for the cluster because it is specific, resolved, and has the broadest apparent overlap pattern, even though the overlaps are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher and LoMa keypoint detector/matcher are different model requests; similar naming is not enough to treat them as the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matching and MiniCPM3 architecture work are unrelated code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 support are distinct model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "A EuroBert config update is unrelated to adding Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model families with different implementation needs." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config support and XiaoMi MiMo support are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are both vision models, but they are not the same concrete model or code change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR model support and LFM2.5 Audio support are unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support and a weight-sparse transformer request do not share the same implementation path." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR detection support and Qwen3-ASR support are different model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT support and Qwen3-ASR support are unrelated changes." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and a weight-sparse transformer request are different code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT model support and LFM2.5 Audio support are not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families, so this is not a duplicate." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and code paths." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and XiaoMi MiMo support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT model support and an issue titled with a personal name are clearly not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT may be BERT-like, but this is still a specific model request versus a generic architectural feature request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support and XiaoMi MiMo support are not the same underlying implementation." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and the Mirko Privitera issue are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo support and SAM3-LiteText support are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo support and DeepSeek-OCR2 support are different model integrations." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are clearly unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by domain, but they are different tasks and likely different code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model requests, not the same concrete change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request do not describe the same fix." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are distinct model integrations." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and a weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks and different model families." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and SWA+sink on Granite models are not the same change." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE support are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are distinct speech model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model support issues." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 support are different changes." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model requests from different authorship and problem spaces." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral-4B-TTS support and Mirko Privitera are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "0b37880632f18e5cb90d80bd0decb116dd3cbbe5a47f8f213b41231e4974df74", + "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 two issues are unrelated: one is a docs request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for the other; they describe different areas and different requested work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: documentation entry for Pruna vs a Vision RoPE code refactor. No shared code path or underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "d0b0e633e0bdc8b24bed6afe804eda2c06410e009c27df1e10009e659a998079", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about set block decoding, the other about adding DeepSeek v3.2 support. They concern different features and there is no evidence they target the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the tickets describe unrelated work items with different user goals and no shared technical evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong cluster representative because the pair is not a duplicate cluster; if forced, 43037 is slightly broader and more feature-oriented.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Titles and likely scopes differ substantially: decoding behavior vs model support. No shared files, targets, or concrete code-path evidence links them 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": 9, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "92c3f719ae19f478c06d0adc9bd606757baa95e21c71cf16498aff1d2a974ec5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only by the word \"Tiled\" and both being optimization-focused issues, but they describe different feature requests in different code paths: one is about enabling TiledFusedLogitsLoss/FLCE in `from_pretrained()`, the other about adding TiledMLP for lower memory use.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical duplicate issue: the requests target different components and changes (FLCE flag wiring vs. TiledMLP integration).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41306 is the more concrete and implementation-specific request, so it is the better representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying features and code paths; similar naming is not enough to treat them as the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "577827bc3c25c8dfb8327bf86858826013fbe4adee524b16a806d34bccf0387c", + "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 related-but-distinct Trainer issues: one about preserving customizability around `remove_unused_column`, the other about FLOPS estimation for custom trainers. They share the broad \u201ccustom trainer\u201d theme, but not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more representative cluster item only in the sense that it concerns Trainer customizability, but it is not a duplicate of 43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They concern different Trainer behaviors: column pruning/customizability vs FLOPS estimation. Shared mention of custom trainers is too broad 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": 11, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "95dd0cbf1d734765d1e786553e91b490ab77ab069c187aae1189c1943122c83f", + "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 about different Qwen model support gaps: one requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They share only a broad theme of model-registration work, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different auto-class targets (conditional generation registration vs sequence classification support). They are not the same underlying bug/change and would not plausibly be merged into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "e6204427c18f9d9c4a3124bcc042c4759adae9bd6a3c40397637aa83ce6839f4", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-information issue duplication: 43845, 43846, and 43859 share the same \"huggingface \" title, while 43835 looks unrelated. Based on the metadata available here, 43845 is the best canonical representative because it is the earliest of the near-identical huggingface reports.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface \" issues and the best representative of that group based on the available metadata.", + "canonical_pr_reason": null, + "best_issue_reason": "Among the low-information \"huggingface \" reports, issue:43845 is the safest canonical issue because it is earliest and most representative from the metadata shown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared substantive details; insufficient evidence they describe the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no content to tie them to the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared issue-specific evidence." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, near-identical timestamps, and identical body length make these look like the same low-information report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title is suggestive, but the body length and timing differ enough that the available metadata does not firmly show the same report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same-title similarity alone is too weak here; the available metadata does not confirm the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but it overstates the evidence in the canonical-record rationale: the packet only shows titles, timestamps, and body lengths, so saying issue:43845 \u201cmatches the most similar duplicates exactly\u201d is too strong. The soft-edge verdicts are otherwise conservative, but I would reject on that unsupported precision. Safer wording would be that 43845 is the earliest of the near-identical \u2018huggingface \u2019 issues and the best representative of that group based on the available metadata." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "d7cd5a06c4387696c7616b61e9ca8ad56676b91f000efa97cc94dda38167d23b", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by spammy or generic issues with no clear shared underlying bug or request. The soft similarities appear to be superficial, so none of the pairs should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the titles and available metadata do not indicate a single shared problem, and most items look like spam or generic low-signal submissions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47036 is the most specific and least noisy of the set, with a concrete topic and some discussion activity, but it still does not appear duplicate-related to the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just spam-labeled, low-information issues; no evidence they describe the same underlying bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just spam-labeled, low-information issues; no evidence they describe the same underlying bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; they do not share a concrete problem statement." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam title versus a community benchmark tip; these are unrelated topics with no shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam title versus a specific mention of \"Google LLC\"; no indication of the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement versus spam; too little substantive overlap to treat as the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation enhancement versus spam; too little substantive overlap to treat as the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but there is no concrete shared bug or request to justify duplicate merging." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam versus a benchmark tip; the titles suggest different subjects, not the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam versus a specific company-related title; no concrete duplication signal." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam versus a benchmark tip; the titles suggest different subjects, not the same underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam versus a specific company-related title; no concrete duplication signal." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "b2137da56e8e635e3b604c2373f0659ec75aea8cab07f59df705b16cfde5290c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster has two closed issues with the same title and very similar body length, so #45145 is the best canonical thread to keep. However, the evidence is only soft textual similarity; with no explicit links or shared targets, they should be treated as likely related reports rather than confidently merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and has the only inbound reference, making it the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best representative issue for the same reasons: it is earliest and already has an inbound reference, so it is the most suitable primary record.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and similar body size suggest a likely relation, but the evidence is only soft similarity (Jaccard ~0.63) with no explicit links or shared targets, so this is not strong enough to confidently mark them as duplicates of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is grounded, but the soft-edge verdict is too strong for the packet. The pair only has soft similarity evidence with a Jaccard of ~0.63 and no explicit links or shared targets; same title and similar body length suggest likely related reports, but not enough to confidently accept them as duplicates of the same underlying issue. The summary also overstates the evidence by calling them near-identical and effectively the same report." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "15af1210204b3909785af8ae3ac2a5068d9da34b6b70a739e02f7de6b2d59498", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated, empty issues that look like spam or placeholder posts rather than duplicate bug reports. There is no evidence they describe the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles are different person/name + date strings, both bodies are empty, and there is no shared issue content or bug description indicating 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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "4ca5dbb043121a0391a678e3d9a425298222413c48a8453a07ab555d15b0fcc2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues only share a weak textual similarity in their titles; they name different people and different dates, with no bodies, links, targets, or other evidence of the same underlying report.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these look like two separate items, not duplicates, so there is no clear single issue to represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong global representative because the cluster does not appear to be a duplicate set; both are equally sparse and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different personal names and dates, with no shared description or references; the similarity is superficial only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "485b908c56a66612c6018c502df5ca2914688f71d2ba8d5a96ab2b0dc22cb9fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification model head, while the other asks for FP8 training support. They target different functionality and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue 46295 is the broader platform feature request and is more likely to be the primary tracking issue for FP8 work, but it is not a duplicate of the model-head request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: one is adding a token-classification/value-model head, the other is FP8 training support. No shared bug or change path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "7e2851d06c74e08e8e3cbcf17ede2257699b3cbff5adbf086d6a03bd98f69a5b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5718, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5718, + "estimated_input_tokens": 1430, + "estimated_eval_tokens": 3116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is not one unified duplicate cluster. It contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset-promotional issue (45869).", + "confidence": 0.97, + "canonical_issue_reason": "No single issue cleanly represents the whole set, but 45872 is the best anchor because it is part of an exact duplicate pair and has the clearest, most specific request title.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest issue to keep as the representative of its duplicate pair; the other items either duplicate it exactly (45873) or describe different requests/topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Dataset sample promotion is a different topic from the DataForge example issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset sample promotion is unrelated to the DataForge example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate: same title and matching body length, clearly the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but one is an example and the other is a scraping-service/DataForge request; different underlying asks." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "The example issue is not the same request as the DataForge scraping-service issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same as above: example request versus scraping-service request, not the same underlying change." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "The example issue is distinct from the DataForge scraping-service request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate: same title and matching body length, clearly the same request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded summary. It correctly identifies two tight duplicate pairs (45870/45871 and 45872/45873) and treats 45869 as a separate topic. The soft-edge decisions are conservative overall, and the canonical choice of 45872 is defensible as a representative anchor." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "6842b84b40424b024cb163c619b55d3119f4b7e8bfefa82510fa0acdbf110e2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static cache handling for linear-attention models, but they describe different failure modes: one is an `early_initialization` shape corruption leading to `RuntimeError`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. Too little evidence that they are the same underlying bug, so treat them as separate issues.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it is more general and describes the broader static-cache/linear-attention corruption path, whereas 46441 is a model-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster because it names the more general defect and is not tied to a single model variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Same broad area (static cache + linear attention) but different concrete symptoms and likely different root causes: shape corruption/`RuntimeError` vs missing registry entry/`KeyError`. Not enough to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "32d606b0b91b0898a242b46abe774c1c3aa649947333a8b4c99b88c4b7c46ca4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to be duplicate reports of the same Wav2Vec2CTCTokenizer v5 regression: they have the same title, equal body length, and strong soft-similarity. #46552 is the better canonical issue because it is open and already has inbound references.", + "confidence": 0.94, + "canonical_issue_reason": "#46552 is open and already has inbound references, so it is the better current tracking issue for this likely duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to keep as the primary tracker because it is the active open report with inbound references and the same title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Matching title and highly similar duplicate report about the same tokenizer regression; the available evidence strongly suggests the same underlying bug, though it does not prove the bodies are textually identical." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is mostly grounded, but the writeup overstates the evidence in a few places. The packet shows identical titles, equal body length, and strong soft-similarity, but it does not prove the bodies are textually identical or that this is definitively the same report. Please soften claims like \"identical title/body\" or \"same exact title and description\" to something like \"matching title and highly similar duplicate report.\" The canonical choice of #46552 is otherwise reasonable because it is open and has inbound references." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "6b765580b68e813e18e586ac8929234c2541e5a22e62fc50c488d4f5df82546c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about training failures in object detection, but they describe different underlying problems: a tensor size mismatch versus out-of-memory after several epochs in RT-DETR v2. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the more concrete, self-contained bug report and reads like a specific runtime error rather than a broad training-stability symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes and likely different code paths: one reports tensor shape mismatch during training, the other reports OOM after epochs in RT-DETR v2. Shared training context is too broad to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "38fa17456ba78fe39776a272fcce6c089ad7cc4f8248a375560eb95fe9c76fd9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues describe different loading-time failures in different code paths: ZeRO-3 zero.Init partitioning vs 4-bit device_map/max_memory dispatch. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46822 is the better canonical anchor because it is open and describes a specific, high-signal ZeRO-3 OOM/loading failure with a concrete model path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the strongest representative issue here: it is active, clearly scoped, and tied to a concrete partitioning bug rather than a more general loading configuration mismatch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bugs and code paths: one is ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM; the other is 4-bit loading with device_map/max_memory incorrectly dispatching to CPU and raising ValueError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-11", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102" + ], + "prepared_review_unit_hash": "413b6b05229517c5cf3c320d427424b061f04118b645d9fe665bc635dc06a6f1", + "component_budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 34, + "serialized_chars": 18421, + "estimated_input_tokens": 4606, + "estimated_eval_tokens": 9468 + }, + "budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 34, + "serialized_chars": 18421, + "estimated_input_tokens": 4606, + "estimated_eval_tokens": 9468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates in the usual sense: they are a series of daily [serge] integration failure triage issues, each apparently tracking a different day\u2019s failures. They are highly similar in template and topic, but each is a separate dated triage report rather than one underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "Pick issue:47037 as the canonical issue only as the most representative/active triage entry in the set; it has the highest discussion activity and sits in the middle of the daily series. That said, these issues are date-scoped reports, so the cluster should not be treated as a single duplicate bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:47037 is the best issue candidate because it has the strongest engagement and is a typical example of the recurring triage format, making it the most useful anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different dates/day-specific reports; not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "These are separate daily triage reports, not one duplicated bug report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different dated triage entries; similarity is structural, not a shared concrete bug." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same recurring triage series, but each issue corresponds to a different day." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Not duplicates: both are daily integration triage issues with different dates and likely different failure snapshots." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Highly similar wording, but they are separate day-specific triage reports." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different dated integration triage instances; reject as duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same template, different day and likely different failure set." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "These are recurring daily reports, not one underlying bug." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Date-scoped triage issues; similarity alone is insufficient." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same triage series, but each issue tracks a distinct day." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different daily integration-failure reports, not a duplicate bug." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Separate dated triage reports, likely different snapshots of failures." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same topic and template, but not the same concrete issue instance." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "These appear to be daily triage logs rather than duplicate issue reports." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Different day, different triage run; reject duplicate merge." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Recurring triage format only; not a shared underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "These are separate daily integration triage issues." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Similarity is due to templated triage text, not the same failure report." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different dated triage entries; do not merge as duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Distinct daily reports with shared theme but not the same issue." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Separate day-specific triage issue, not a duplicate." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same series of reports, but each date is its own triage instance." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "These are not the same underlying bug; they are daily integration triage notes." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Both are daily triage reports; the date difference indicates distinct instances." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring triage template, but separate day-scoped issues." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Not duplicates: likely different failure snapshots from different days." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different dated triage issue, so not the same underlying bug report." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "These are consecutive daily triage issues, not one merged bug." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Same broad subsystem and template, but distinct daily reports." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Separate date-specific triage entries; reject duplicate merge." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Different daily integration-failure triage reports." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "These are recurring triage logs, not one concrete duplicated issue." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same templated triage pattern, but different dates and likely different underlying failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "a4d287fc800fcd24690215376364663ec768cc6a13aad4273d5682ee6d19c4c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed issues with the same title, same apparent feature request, and very high text similarity, so they are duplicates about adding RWKV7 model support.", + "confidence": 0.98, + "canonical_issue_reason": "issue #46984 is the better canonical issue because it has the same request plus more discussion activity, suggesting it is the more active tracking thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #46984 is the strongest representative of the cluster due to its matching title and higher discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and highly similar issue text; both ask for RWKV7 model support, so they represent the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both items are closed issues with the same title, the pair has strong soft-similarity evidence, and #46984 does have more discussion activity, making it a reasonable canonical choice. The soft-edge acceptance is conservative enough here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "88063b17880f543ac68058fbbd5682470551c946afd124001b350d33c5c53b4f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically similar but do not look like the same underlying request or bug; they read more like separate article/topic submissions about AI-driven vulnerability discovery.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47007 is the slightly better representative of the cluster because its title is more specific and descriptive, but it is not a true duplicate of 47015.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Similar broad cybersecurity/AI theme, but the titles frame different angles (LLM lessons vs transformer-based application) and there is no evidence they target 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": 27, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47120-7", + "nodes": [ + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309" + ], + "soft_pairs": [ + "issue:47120|issue:47182", + "issue:47120|issue:47309", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47182|issue:47309", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47256", + "issue:47227|issue:47309", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47309", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309" + ], + "prepared_review_unit_hash": "8b0b5f50816cfbb3196f5d962a05c81b06e541978d4d70511349adb812d7d4f5", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11159, + "estimated_input_tokens": 2790, + "estimated_eval_tokens": 5836 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11159, + "estimated_input_tokens": 2790, + "estimated_eval_tokens": 5836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are a run of daily \u001b[1m[serge] integration failure triage\u001b[0m issues with highly similar templates, but they appear to be separate day-by-day triage artifacts rather than duplicates of one underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 47309 is the only open item and the latest triage entry, so it is the most useful representative for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47309 is the best cluster representative because it is current, open, and likely the active place for ongoing triage discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same triage series, but different dates and no evidence of the same underlying failure." + }, + { + "left": "issue:47120", + "right": "issue:47309", + "accept": false, + "reason": "Daily triage reports only; this is a later, distinct issue rather than the same bug." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Looks like another day\u2019s integration-failure triage, not a duplicate of the same incident." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Highly similar template, but it is a separate dated triage issue." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "No shared concrete bug/change; only the same triage wording." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Consecutive triage entries for different dates, so not the same underlying problem." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Same series, but each issue tracks a different day\u2019s failures." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Similar title/body, but no indication they refer to one bug." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Different triage dates; similarity is templated, not substantive." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "These are separate daily integration triage reports, not mergeable duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "No shared code-path defect is evidenced beyond the recurring triage format." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Same broad tracker type, but distinct day-specific issue content." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Adjacent dated reports, but not the same underlying failure." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Looks like a new daily triage instance rather than a duplicate." + }, + { + "left": "issue:47256", + "right": "issue:47309", + "accept": false, + "reason": "Different dates and no concrete evidence of one shared bug." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Template match only; these are separate triage issues." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Same integration-failure triage series, but not the same incident." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Different day\u2019s triage report, so they should stay separate." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "No evidence they target the same concrete bug or fix." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "They look like sequential triage records, not duplicates of one issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 28, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "f813f3d87957c476f7b9e4b0ffabaf7def714e02b2f7693cc82c5f34bfe8b7ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open issues are very likely duplicates based on their identical titles, identical body lengths, and near-simultaneous creation times. The packet does not include the issue bodies, so it cannot confirm that the text is identical, but the available metadata strongly points to the same bug report.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #47138 is the better canonical issue because it is the earlier of two issues with the same title and matching body length, created only seconds apart.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47138 is the best global issue representative for the same reasons: it is the earliest of two near-identical issue reports and has no conflicting metadata.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Accept as a duplicate pair: the issues have identical titles, identical body lengths, and were created seconds apart, which is strong enough to indicate the same underlying report even though the body text itself is not provided." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair match is plausible, but the summary overstates what the packet proves. The packet supports identical titles, identical body lengths, near-simultaneous creation, and a soft-similarity score of 1.0; it does not show the bodies are the same or that they share inbound references. Please make the wording more conservative and grounded in the available fields." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-75", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47253", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292", + "pull_request:47295", + "pull_request:47301", + "pull_request:47302", + "pull_request:47304", + "pull_request:47318" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47268|pull_request:47284", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47204|pull_request:47243", + "pull_request:47077|pull_request:47078", + "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", + "pull_request:47173|pull_request:47184", + "pull_request:46376|pull_request:47202", + "pull_request:47166|pull_request:47173", + "pull_request:47077|pull_request:47275", + "pull_request:44517|pull_request:47082", + "pull_request:44775|pull_request:47275", + "pull_request:46990|pull_request:47253", + "pull_request:47275|pull_request:47301", + "pull_request:47216|pull_request:47275", + "pull_request:46912|pull_request:47179", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47284", + "pull_request:46836|pull_request:47202", + "pull_request:47163|pull_request:47284", + "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", + "pull_request:47275|pull_request:47302", + "pull_request:47093|pull_request:47275", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", + "pull_request:47163|pull_request:47173", + "pull_request:44775|pull_request:47301", + "pull_request:46196|pull_request:46995", + "pull_request:47204|pull_request:47295", + "pull_request:47302|pull_request:47304", + "pull_request:47077|pull_request:47301", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:47069|pull_request:47318", + "pull_request:46995|pull_request:47181", + "pull_request:46267|pull_request:47181", + "pull_request:47093|pull_request:47181", + "pull_request:44517|pull_request:46376", + "pull_request:46836|pull_request:47275", + "pull_request:47166|pull_request:47292", + "pull_request:46266|pull_request:47301", + "pull_request:44775|pull_request:47304", + "pull_request:44775|pull_request:47181" + ], + "prepared_review_unit_hash": "202c1330c9626068c64b6fd150c88f86ded1c3a3d826077784eaea22ccc1a9fc", + "component_budget": { + "node_count": 75, + "item_count": 75, + "soft_pair_count": 217, + "serialized_chars": 263464, + "estimated_input_tokens": 65866, + "estimated_eval_tokens": 131988 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 52, + "serialized_chars": 128339, + "estimated_input_tokens": 32085, + "estimated_eval_tokens": 64426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated model/docs/test/infra PRs, with only a few true duplicate pairs: the fixed_cross_entropy kwargs fix and the CohereASR double-shift loss fixes. The rest are broad-subsystem or same-file-but-different-change overlaps and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "47090 is the best canonical PR: it fixes the concrete CohereASR loss double-shift bug on the exact affected forward path, keeps the shared loss helper semantics, and is the most focused representative among the true duplicates.", + "best_issue_reason": null, + "best_pr_reason": "47090 is the cleanest representative of the actual duplicate cluster and the easiest PR to treat as the canonical fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same fixed_cross_entropy kwargs expansion in the same file; both add support for passing cross_entropy options through." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Both fix the same CohereASR training-loss double-shift in the forward loss path; 46903 is just broader because it also touches PPFormulaNet." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same underlying CohereASR loss double-shift bug and same affected code path, just implemented with different loss wiring." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different problems: CohereASR training loss vs a MusicGen generate typo." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Unrelated test fixes for different models and code paths." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest fp32-module behavior change is unrelated to CohereASR loss shifting." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Different test suites and unrelated XPU/model fixes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both mention build/container tooling, but one removes a workflow and the other adds exporter deps to the dockerfile; not the same change." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model test fixes for different architectures." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Doc-builder comment cleanup is unrelated to dropping the docker image builder workflow." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "One changes exporter test/runtime dependencies, the other fixes Executorch exporter internals; distinct changes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both edit Japanese docs, but one adds DistilBERT translation while the other only tweaks wording; not the same underlying change." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese docs translation vs kv-cache documentation update; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Dino model conversion/modernization and finegrained FP8 decode changes are unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test adjustments for different model families and accelerator coverage." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support is unrelated to docker image builder removal." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test updates and XPU expectation updates are separate test-only changes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs translation and adding EfficientViTSam are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Different model additions with only generic auto-mapping overlap." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Docs on distributed training are unrelated to a new model architecture PR." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47253", + "accept": false, + "reason": "FSDP orchestration and tensor-parallel lm_head handling are different distributed-training fixes." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "New model support vs assisted-decoding docs; not the same change." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors quantization changes are unrelated to adding EfficientViTSam." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test coverage and Granite model support are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA dispatch support and docker image cleanup are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47275", + "accept": false, + "reason": "Unlimited OCR model support and EfficientViTSam model support are different model additions." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47284", + "accept": false, + "reason": "Paged-attention XPU tests and Mimo v2 flash changes are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter support and dockerfile dependency changes are different layers of the export stack." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE and Cosmos3 Edge are separate model additions with no shared bug/change." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "OpenPangu-V2 and EfficientViTSam are distinct model integrations." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both are attention-related, but one is SDPA dispatch support and the other is packed-row varlen routing; different fixes." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "MLU availability detection and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Different accelerator-specific test fixes for different modules." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47301", + "accept": false, + "reason": "Distributed-training docs and MTP assisted-decoding docs are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different attention backend enablement changes with different code paths and hardware targets." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47295", + "accept": false, + "reason": "Executorch/ONNX dependency setup and DiffusionGemma mask casting are unrelated." + }, + { + "left": "pull_request:47302", + "right": "pull_request:47304", + "accept": false, + "reason": "Tokenizers fallback docs and MPS graph-cache docs are unrelated documentation changes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47301", + "accept": false, + "reason": "Japanese doc edits and MTP docs are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "Distributed-training docs and Japanese DistilBERT docs are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-75", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46658", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46990", + "pull_request:46995", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47093", + "pull_request:47108", + "pull_request:47113", + "pull_request:47143", + "pull_request:47163", + "pull_request:47173", + "pull_request:47175", + "pull_request:47179", + "pull_request:47181", + "pull_request:47198", + "pull_request:47204", + "pull_request:47210", + "pull_request:47216", + "pull_request:47218", + "pull_request:47243", + "pull_request:47253", + "pull_request:47275", + "pull_request:47291", + "pull_request:47294", + "pull_request:47298", + "pull_request:47301", + "pull_request:47302", + "pull_request:47304", + "pull_request:47306", + "pull_request:47311", + "pull_request:47318" + ], + "soft_pairs": [ + "pull_request:46995|pull_request:47143", + "pull_request:47093|pull_request:47143", + "pull_request:47082|pull_request:47108", + "pull_request:47093|pull_request:47163", + "pull_request:46266|pull_request:47216", + "pull_request:47108|pull_request:47301", + "pull_request:46376|pull_request:47291", + "pull_request:47179|pull_request:47210", + "pull_request:46196|pull_request:47179", + "pull_request:47078|pull_request:47275", + "pull_request:46912|pull_request:46990", + "pull_request:46990|pull_request:47181", + "pull_request:46395|pull_request:47311", + "pull_request:47311|pull_request:47318", + "pull_request:47175|pull_request:47179", + "pull_request:47210|pull_request:47302", + "pull_request:47198|pull_request:47318", + "pull_request:47077|pull_request:47302", + "pull_request:47082|pull_request:47210", + "pull_request:47163|pull_request:47179", + "pull_request:46990|pull_request:47306", + "pull_request:47108|pull_request:47302", + "pull_request:47082|pull_request:47301", + "pull_request:46376|pull_request:47318", + "pull_request:47210|pull_request:47304", + "pull_request:46836|pull_request:47218", + "pull_request:46376|pull_request:47218", + "pull_request:46957|pull_request:47216", + "pull_request:47173|pull_request:47311", + "pull_request:46912|pull_request:47082", + "pull_request:47108|pull_request:47216", + "pull_request:46912|pull_request:47078", + "pull_request:43451|pull_request:46990", + "pull_request:47179|pull_request:47301", + "pull_request:47113|pull_request:47204", + "pull_request:47143|pull_request:47318", + "pull_request:47218|pull_request:47304", + "pull_request:47218|pull_request:47311", + "pull_request:47163|pull_request:47218", + "pull_request:47216|pull_request:47302", + "pull_request:46266|pull_request:46376", + "pull_request:47243|pull_request:47253", + "pull_request:46912|pull_request:47294", + "pull_request:47175|pull_request:47294", + "pull_request:47198|pull_request:47253", + "pull_request:46895|pull_request:47306", + "pull_request:46196|pull_request:46376", + "pull_request:46196|pull_request:47301", + "pull_request:47253|pull_request:47294", + "pull_request:47069|pull_request:47113", + "pull_request:47275|pull_request:47304", + "pull_request:44517|pull_request:47311", + "pull_request:44517|pull_request:47301", + "pull_request:44517|pull_request:47181", + "pull_request:46376|pull_request:47198", + "pull_request:47078|pull_request:47243", + "pull_request:47069|pull_request:47082", + "pull_request:47113|pull_request:47304", + "pull_request:43451|pull_request:46266", + "pull_request:46912|pull_request:47291", + "pull_request:47069|pull_request:47302", + "pull_request:47243|pull_request:47294", + "pull_request:43451|pull_request:47078", + "pull_request:47210|pull_request:47291", + "pull_request:46957|pull_request:47301", + "pull_request:46895|pull_request:47298", + "pull_request:47294|pull_request:47306", + "pull_request:47113|pull_request:47175", + "pull_request:47113|pull_request:47243", + "pull_request:46658|pull_request:47302", + "pull_request:47113|pull_request:47275", + "pull_request:46658|pull_request:47275" + ], + "prepared_review_unit_hash": "0e0cbb5c84e7ab40b5cdef50a01b44cd014711a2d3281bec5ec3126478c6f150", + "component_budget": { + "node_count": 75, + "item_count": 75, + "soft_pair_count": 217, + "serialized_chars": 263464, + "estimated_input_tokens": 65866, + "estimated_eval_tokens": 131988 + }, + "budget": { + "node_count": 43, + "item_count": 43, + "soft_pair_count": 72, + "serialized_chars": 128828, + "estimated_input_tokens": 32207, + "estimated_eval_tokens": 64670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the PRs span unrelated model additions, doc-only changes, test expectation updates, generation/runtime fixes, and infrastructure tweaks. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "Unrelated low-level import/availability tweak vs adding a new model; different code paths and goals." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model support additions; no shared bug or implementation path." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "RoMa model support and a doc-builder comment cleanup are unrelated changes." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", + "accept": false, + "reason": "New model support vs paged-attention XPU test coverage; not the same underlying change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47216", + "accept": false, + "reason": "Different work: DINO modernization/conversion mapping vs compressed-tensors quantization docs/runtime." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47301", + "accept": false, + "reason": "Doc-builder pin comment cleanup is unrelated to adding MTP documentation." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47291", + "accept": false, + "reason": "Both mention continuous batching, but one adds multimodal support while the other deprecates config plumbing; separate changes." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Different features in different subsystems: model support vs packed SDPA attention routing." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "Different model families and fixes; no common code path." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese doc wording cleanup is unrelated to adding EfficientViT-SAM support." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46990", + "accept": false, + "reason": "RoPE test updates and FSDP orchestration are separate concerns." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47181", + "accept": false, + "reason": "FSDP orchestration changes are unrelated to Cosmos3 Edge model support." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47311", + "accept": false, + "reason": "Param2MoE model support and gemma4 H100 test expectations are unrelated." + }, + { + "left": "pull_request:47311", + "right": "pull_request:47318", + "accept": false, + "reason": "Test expectation tweaks for different areas; no shared underlying bug." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "CI expectation updates for Olmo3 are unrelated to Granite model support." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47302", + "accept": false, + "reason": "Packed SDPA routing and tokenizer fallback docs are unrelated changes." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47318", + "accept": false, + "reason": "GPT backend fixes and flash-attn test helper changes touch different code paths." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47302", + "accept": false, + "reason": "Japanese DistilBERT docs and tokenizer fallback docs are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47210", + "accept": false, + "reason": "RoMa model addition and packed SDPA attention dispatch are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", + "accept": false, + "reason": "Paged-attention XPU tests and Granite model support are different changes." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47306", + "accept": false, + "reason": "FSDP orchestration and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47302", + "accept": false, + "reason": "Doc-builder pin comment cleanup does not overlap with tokenizer fallback docs." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47301", + "accept": false, + "reason": "RoMa model support is unrelated to assisted-decoding docs for MTP." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47318", + "accept": false, + "reason": "Continuous batching multimodal work and flash-attn test utility changes are different code paths." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47304", + "accept": false, + "reason": "Packed SDPA runtime support and an Apple Silicon doc page are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47218", + "accept": false, + "reason": "Unlimited OCR model support and test image-loading refactor are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47218", + "accept": false, + "reason": "Continuous batching features and image-loading test refactor do not address the same issue." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47216", + "accept": false, + "reason": "Finegrained FP8 kernel behavior and compressed-tensors quantization docs/runtime are different topics." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47311", + "accept": false, + "reason": "XPU expectation fixes and H100 expectation fixes are separate test-maintenance changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE test adjustments and RoMa model support are unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47216", + "accept": false, + "reason": "Doc-builder pin cleanup and compressed-tensors quantization work are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "RoPE test updates and Japanese doc wording cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46990", + "accept": false, + "reason": "Molmo2 model addition and FSDP orchestration are unrelated." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47301", + "accept": false, + "reason": "Granite model support and assisted-decoding MTP docs are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47204", + "accept": false, + "reason": "Audio requirements fixes and exporter dependency changes are separate issues." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47304", + "accept": false, + "reason": "Test image-loading refactor and Apple Silicon docs are unrelated." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47311", + "accept": false, + "reason": "Image-loading test refactor and H100 expectation tweaks are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47218", + "accept": false, + "reason": "Paged-attention XPU tests and shared image-loading helpers are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47302", + "accept": false, + "reason": "Compressed-tensors work and tokenizer fallback docs are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46376", + "accept": false, + "reason": "DINO modernization and continuous batching multimodal support are different features." + }, + { + "left": "pull_request:47243", + "right": "pull_request:47253", + "accept": false, + "reason": "Exporter fixes and tensor-parallel lm_head planning are separate runtime changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47294", + "accept": false, + "reason": "RoPE tests and kernel-native causal_conv1d integration are unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47294", + "accept": false, + "reason": "Olmo3 CI expectation changes and kernel integration work are unrelated." + }, + { + "left": "pull_request:47198", + "right": "pull_request:47253", + "accept": false, + "reason": "GPT backend fixes and tensor-parallel validation are different code paths." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47306", + "accept": false, + "reason": "CohereASR training-loss fix and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46376", + "accept": false, + "reason": "SDPA dispatch work and continuous batching multimodal support are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47301", + "accept": false, + "reason": "wav2vec2 SDPA dispatch and MTP docs are unrelated." + }, + { + "left": "pull_request:47253", + "right": "pull_request:47294", + "accept": false, + "reason": "Tensor-parallel lm_head validation and causal_conv1d kernel helpers are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "Configuration property typing and audio requirements fixes are unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47302", + "accept": false, + "reason": "EfficientViT-SAM model support and tokenizer fallback docs are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47311", + "accept": false, + "reason": "Qwen3-TTS model support and H100 test expectations are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47301", + "accept": false, + "reason": "Qwen3-TTS model support and MTP docs are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47181", + "accept": false, + "reason": "Qwen3-TTS model support and Cosmos3 Edge model support are different changes." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47198", + "accept": false, + "reason": "Continuous batching multimodal work and GPT backend fixes are unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47243", + "accept": false, + "reason": "Japanese doc wording cleanup and exporter fixes are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47082", + "accept": false, + "reason": "num_labels typing change and RoMa model support are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47304", + "accept": false, + "reason": "Audio requirements fixes and Apple Silicon docs are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Two unrelated model additions; no shared bug or change request." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47291", + "accept": false, + "reason": "RoPE test updates and continuous batching config deprecation are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47302", + "accept": false, + "reason": "Config typing change and tokenizer fallback docs are unrelated." + }, + { + "left": "pull_request:47243", + "right": "pull_request:47294", + "accept": false, + "reason": "Exporter flattening fixes and causal_conv1d kernel integration are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Molmo2 model support and Japanese doc wording cleanup are unrelated." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47291", + "accept": false, + "reason": "Packed SDPA attention routing and continuous batching config deprecation are different changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47301", + "accept": false, + "reason": "Finegrained FP8 runtime changes and MTP docs are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47298", + "accept": false, + "reason": "CohereASR loss fix and MI450 image-loading fallback changes are unrelated." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47306", + "accept": false, + "reason": "Kernel integration work and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Audio requirements fixes and Olmo3 CI expectation changes are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47243", + "accept": false, + "reason": "Audio requirements fixes and exporter fixes are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47302", + "accept": false, + "reason": "Step-3.7 model tooling and tokenizer fallback docs are unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47275", + "accept": false, + "reason": "Audio requirements fixes and EfficientViT-SAM model support are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47275", + "accept": false, + "reason": "Step-3.7 Flash tooling and EfficientViT-SAM model support are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 3, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-75", + "nodes": [ + "pull_request:40546", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43424", + "pull_request:43451", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46376", + "pull_request:46509", + "pull_request:46658", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46958", + "pull_request:47003", + "pull_request:47069", + "pull_request:47077", + "pull_request:47090", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47175", + "pull_request:47181", + "pull_request:47184", + "pull_request:47198", + "pull_request:47210", + "pull_request:47216", + "pull_request:47243", + "pull_request:47253", + "pull_request:47291", + "pull_request:47292", + "pull_request:47301", + "pull_request:47302", + "pull_request:47304", + "pull_request:47306", + "pull_request:47311", + "pull_request:47318" + ], + "soft_pairs": [ + "pull_request:47069|pull_request:47175", + "pull_request:47306|pull_request:47318", + "pull_request:46658|pull_request:46895", + "pull_request:46957|pull_request:47302", + "pull_request:43451|pull_request:46957", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43424|pull_request:47301", + "pull_request:43823|pull_request:45655", + "pull_request:44827|pull_request:45170", + "pull_request:43424|pull_request:44827", + "pull_request:43823|pull_request:43995", + "pull_request:43251|pull_request:43823", + "pull_request:44827|pull_request:46048", + "pull_request:43424|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:44827|pull_request:45655", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:43823|pull_request:45213", + "pull_request:46895|pull_request:47090", + "pull_request:46958|pull_request:47090", + "pull_request:46895|pull_request:46958", + "pull_request:47173|pull_request:47292", + "pull_request:47166|pull_request:47184", + "pull_request:46912|pull_request:47175", + "pull_request:47301|pull_request:47302", + "pull_request:47184|pull_request:47292", + "pull_request:47301|pull_request:47304", + "pull_request:47077|pull_request:47304", + "pull_request:46658|pull_request:46836", + "pull_request:47210|pull_request:47301", + "pull_request:47003|pull_request:47243", + "pull_request:46509|pull_request:47143", + "pull_request:47163|pull_request:47166", + "pull_request:47163|pull_request:47184", + "pull_request:46509|pull_request:47181", + "pull_request:46376|pull_request:46509", + "pull_request:46509|pull_request:47163", + "pull_request:47163|pull_request:47292", + "pull_request:46376|pull_request:47181", + "pull_request:47216|pull_request:47301", + "pull_request:43451|pull_request:46836", + "pull_request:47143|pull_request:47181", + "pull_request:46376|pull_request:47143", + "pull_request:46509|pull_request:46836", + "pull_request:46509|pull_request:47301", + "pull_request:46376|pull_request:47301", + "pull_request:46836|pull_request:47143", + "pull_request:47163|pull_request:47181", + "pull_request:46376|pull_request:47163", + "pull_request:47181|pull_request:47301", + "pull_request:47163|pull_request:47311", + "pull_request:46658|pull_request:47143", + "pull_request:47143|pull_request:47163", + "pull_request:47198|pull_request:47301", + "pull_request:47198|pull_request:47311", + "pull_request:47181|pull_request:47198", + "pull_request:47181|pull_request:47311", + "pull_request:46376|pull_request:47311", + "pull_request:47143|pull_request:47301", + "pull_request:43451|pull_request:47243", + "pull_request:43451|pull_request:47291", + "pull_request:47096|pull_request:47291", + "pull_request:47253|pull_request:47306", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47175", + "pull_request:47096|pull_request:47175", + "pull_request:47166|pull_request:47311", + "pull_request:47184|pull_request:47311" + ], + "prepared_review_unit_hash": "68a7ff2789a14ea556c71c855171ac4aebe0a620d9c3cd6373fd06f9521112b4", + "component_budget": { + "node_count": 75, + "item_count": 75, + "soft_pair_count": 217, + "serialized_chars": 263464, + "estimated_input_tokens": 65866, + "estimated_eval_tokens": 131988 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 72, + "serialized_chars": 129073, + "estimated_input_tokens": 32269, + "estimated_eval_tokens": 64794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated feature PRs or test/docs tweaks. The only clear duplicate set is the CohereASR training-loss double-shift fixes; 47090 is the best representative and canonical PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the cleanest and most explicit fix for the CohereASR double-shift bug, with the clearest explanation and the same target/files as the earlier variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 best represents the duplicate CohereASR loss bug: it directly addresses the right-shift issue, preserves loss reduction behavior, and supersedes the earlier variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "Unrelated config typing change vs. OLMo3 XPU test expectation update." + }, + { + "left": "pull_request:47306", + "right": "pull_request:47318", + "accept": false, + "reason": "Completely different areas: Neuron experiment scripts vs flash-attn fallback test helper." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46895", + "accept": false, + "reason": "Step 3.7 model build/conversion work is unrelated to CohereASR loss handling." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47302", + "accept": false, + "reason": "Different changes: finegrained FP8 decode kernel selection vs tokenizer docs formatting." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Molmo2 model addition and FP8 kernel changes are unrelated subsystem work." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions vs ExecuTorch dynamic-shape test are not the same bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer API additions and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and MobileLLM model addition are different changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:47301", + "accept": false, + "reason": "ExecuTorch dynamic-shape testing and assisted decoding docs do not fix the same issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support vs config annotation-order fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/backend fixes are unrelated to the layrnorm rename cleanup." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export tests and Mistral4 test/backend fixes are different problems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-collection refactor are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs forwarding and MobileLLM model addition are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape ExecuTorch tests and MobileLLM model addition do not share the same code-path bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs fix and Mistral4 fixes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 backend/test work is unrelated to cls.config resolution ordering." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-interface refactor and model-creation skill PR are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the model-creation skill draft." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model support and model-creation skill draft are not the same change." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Both fix the same CohereASR double-shift training-loss bug in the same files and target the same issue." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss-shift bug, same code path, and same issue target; 47090 is the cleaner later variant." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Both are variants of the same CohereASR double-shift loss fix and would plausibly merge into one PR." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU-related test updates, but they touch different models and different underlying failures." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Both adjust tests for accelerator-specific behavior, but they are different test suites and not the same bug." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "Different model test expectation updates; no shared concrete bug." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47302", + "accept": false, + "reason": "Assisted-decoding docs vs tokenizer backend docs are unrelated documentation changes." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47292", + "accept": false, + "reason": "Different test files for different models; only broadly similar XPU maintenance." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47304", + "accept": false, + "reason": "Different docs-only updates for unrelated features." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Japanese DistilBERT docs translation and MPS graph cache docs are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step 3.7 flash model work and Unlimited OCR model addition are separate model integrations." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Packed SDPA implementation and MTP docs are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter addition and ExecuTorch exporter fixes are different exporter backends and different bugs." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni model support and NeuCodec model support are different additions." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Continuous batching multimodal support and Nemotron Omni model support are different changes." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Model support PR vs paged-attention XPU test PR; no same underlying bug." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47143", + "accept": false, + "reason": "Continuous batching multimodal support and NeuCodec addition are unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", + "accept": false, + "reason": "Nemotron Omni addition and Unlimited OCR integration are different model PRs." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47301", + "accept": false, + "reason": "Nemotron Omni model support and MTP docs support are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47301", + "accept": false, + "reason": "Continuous batching multimodal support and MTP docs are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "Unlimited OCR and NeuCodec are different model additions." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47181", + "accept": false, + "reason": "Paged-attention XPU tests and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47311", + "accept": false, + "reason": "Continuous batching multimodal support and Gemma4 H100 expectation tweaks are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47301", + "accept": false, + "reason": "NeuCodec model support and MTP docs are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model addition and ExecuTorch exporter fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47291", + "accept": false, + "reason": "Molmo2 model addition and CB config deprecation are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47291", + "accept": false, + "reason": "Kimi exportability fixes and CB config deprecation are different areas." + }, + { + "left": "pull_request:47253", + "right": "pull_request:47306", + "accept": false, + "reason": "Tensor-parallel LM head support and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice integration and Molmo2 model addition are separate new-model PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 model addition and OLMo3 CI expectation updates are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability work and OLMo3 CI tweaks do not fix the same issue." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47311", + "accept": false, + "reason": "Different XPU/test updates for different models; no shared bug." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47311", + "accept": false, + "reason": "Different accelerator-specific test maintenance, 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": "pull_request", + "component_index": 1, + "component_count": 34, + "review_unit_index": 4, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-75", + "nodes": [ + "pull_request:43451", + "pull_request:46509", + "pull_request:46658", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47181", + "pull_request:47298", + "pull_request:47306", + "pull_request:47311", + "pull_request:47313" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:46658", + "pull_request:47181|pull_request:47306", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:43451|pull_request:46509", + "pull_request:43451|pull_request:47311", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47313", + "pull_request:47096|pull_request:47313", + "pull_request:43451|pull_request:47298", + "pull_request:47096|pull_request:47298", + "pull_request:47003|pull_request:47313", + "pull_request:47003|pull_request:47298", + "pull_request:47298|pull_request:47313", + "pull_request:47096|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47313", + "pull_request:47143|pull_request:47298", + "pull_request:47163|pull_request:47313" + ], + "prepared_review_unit_hash": "45ce1aa0a8ed1afc7b35b3c88997972251df2db3e6b54f101ac2629cda06ae54", + "component_budget": { + "node_count": 75, + "item_count": 75, + "soft_pair_count": 217, + "serialized_chars": 263464, + "estimated_input_tokens": 65866, + "estimated_eval_tokens": 131988 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 21, + "serialized_chars": 36841, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated model-addition PRs, exporter work, tests, and a DeepGEMM fix. None of the soft-edge pairs look like the same underlying change or a plausible single merged PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 is the broadest representative of the repeated \u201cadd new model support\u201d pattern (docs, auto mappings, model package, tests), so it is the best anchor only as a cluster representative\u2014not because it duplicates the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the clearest exemplar of the cluster\u2019s dominant shape (new model integration with docs/tests/registration). The rest are different subsystems or different models, so this is only a representative choice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 model support vs Step-3.7 build/convert tooling; different codepaths and deliverables." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47306", + "accept": false, + "reason": "Cosmos3 Edge model integration vs Neuron LoRA finetuning experiment script; unrelated functionality." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model integrations (Molmo2 vs NeuCodec) with distinct files, tests, and APIs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 support vs a small paged-attention XPU test update; not the same bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 vs Nemotron Omni support; separate model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47311", + "accept": false, + "reason": "Molmo2 model support vs a test expectation tweak for Gemma4 on H100; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Model addition vs exporter/Kimi exportability changes; different underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support vs OpenVINO exporter infrastructure; different feature area." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter implementation vs Kimi exporter support; same broad exporter subsystem but different concrete changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47313", + "accept": false, + "reason": "Molmo2 support vs DeepGEMM SM90 layout fix; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47313", + "accept": false, + "reason": "Kimi exportability changes vs DeepGEMM kernel layout fix; no shared bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 model support vs image decoding fallback for MI450 failures; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47298", + "accept": false, + "reason": "Exporter/Kimi work vs image utility fallback for ROCm/MI450; different code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47313", + "accept": false, + "reason": "OpenVINO exporter vs DeepGEMM padding behavior on SM90; separate domains." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47298", + "accept": false, + "reason": "OpenVINO exporter vs image decoding fallback; unrelated." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47313", + "accept": false, + "reason": "Image decoding fallback vs DeepGEMM layout fix; different subsystems and failure modes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exporter enablement vs NeuCodec model addition; unrelated changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi exporter changes vs paged-attention XPU test support; not the same underlying issue." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47313", + "accept": false, + "reason": "NeuCodec model support vs DeepGEMM SM90 fix; no overlap beyond general library maintenance." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47298", + "accept": false, + "reason": "NeuCodec model support vs MI450 image-loading fallback; different features." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47313", + "accept": false, + "reason": "Paged-attention XPU test update vs DeepGEMM padding/layout fix; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 34, + "review_unit_index": 1, + "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": "451d31f104d858f9beb7be5ef442e98458843bb2590f5e48b25649834e4ce8e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for this cluster: the PRs target different code paths, different models, and different user-facing capabilities, so there is no single underlying change to deduplicate around.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good duplicate target for the other. If a representative must be chosen, PR 40755 is slightly more substantial and self-contained, but it still does not serve as a canonical match for PR 41224.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model domains and changes: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not fix the same bug or implement the same 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": 3, + "component_count": 34, + "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": 34, + "review_unit_index": 1, + "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": "9918c4b3497e98547ae7ad92bebf4cee12bc9b79eab633e03c9814322a7356f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related GitHub Actions maintenance PRs, but they fix different action-version upgrades in different workflow groups, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the better canonical representative because it is the broader, clearly scoped Actions compatibility update across many workflows, centered on Node 24-compatible action versions.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best fit for the cluster because it covers the widest set of workflow updates and has the clearest umbrella purpose, while #42976 is a narrower Docker action bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow dependency bumps, but they change different actions and different code paths\u2014#42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action in Docker image workflows. They could not plausibly be merged into one single PR without becoming a mixed maintenance 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": 5, + "component_count": 34, + "review_unit_index": 1, + "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": "af658cbae01f02e459f297d66580d6daae4bab303ee5ffdef410ff5ab583dbc6", + "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": "These are four unrelated model-addition PRs that only overlap on standard integration plumbing (docs, auto-mapping, tests). They do not appear to fix the same bug or implement the same feature, so no soft-duplicate PR merges are justified.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present. Among the PRs, #45490 is the best cluster representative because it has the highest discussion/review activity and is a substantial model-addition change touching core model registration and related integrations; however, it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "#45490 is the strongest single representative of the set: it is the most actively discussed PR and includes broad model/auto-registration work, making it the most central artifact if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-mapping filenames are generic integration churn, not the same underlying change or code-path fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different architectures and model packages (ViT NEPA vs CTSM). Overlap is limited to common registry/docs files, which is not enough to treat them as the same PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model implementations with separate model-specific files and behavior; shared auto/docs changes are only broad subsystem overlap." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model additions with different code paths. They both update auto-registration/docs, but do not plausibly merge into one concrete bug fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 34, + "review_unit_index": 1, + "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": "b0b5bfb606bc2a2b17463263838d3b754623823cfc055ea8d4cad455ce37603e", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that happen to be superficially similar (test tweaks, CI plumbing, generation validation, FP8 loading, etc.). The only strong duplicate-like pair is the two YOLOS PRs, which both target the same device-mismatch issue in the same file and issue thread.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the best representative: it has the clearest concrete bug fix, the strongest issue linkage, and it subsumes the narrower YOLOS device-placement fix in pull_request:46886.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 is the most substantive and best-scoped PR in the cluster; the rest are either unrelated or too generic to serve as a stable canonical representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-focused Whisper/CLIP/ViT cleanup PRs, but they touch different models and different test failures; no shared underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test fix vs FP8 dequant/loading fix; completely different code paths and failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test fix and generation watermarking validation fix are unrelated; only both are small correctness patches." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decode/test changes are unrelated to YOLOS device-mismatch handling." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Both are test/infra-oriented, but one is model unit-test edits and the other is CI environment shimming; not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test edits do not match the FP8 loader/runtime fix; different subsystems and issues." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Model test tweaks vs generation config validation; no shared concrete defect." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "The CLIP/ViT test PR is unrelated to YOLOS runtime device placement." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequantization changes and CI memory/device-map plumbing address different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 kernel/loading fix vs generation watermarking validation; unrelated code paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "Both involve model internals, but the FP8 dequant issue is unrelated to YOLOS device mismatch." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation and CI model-job environment changes are different layers and not the same underlying bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation watermarking validation does not overlap with YOLOS device placement or auto device_map behavior." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI runner CPU-memory limiting/patching is unrelated to YOLOS model-side device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device-mismatch issue in the same file and under the same issue target; 46922 extends the fix with the same code-path concern." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, 46886/46922, clearly looks like the same YOLOS bugfix family in the same file and issue thread, with 46922 subsuming the narrower fix. The other pair rejections are consistent with the diffs and do not overclaim overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 34, + "review_unit_index": 1, + "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": "ff8058a9677d8976006f23f7be67ff721beb0b78e6a25b1fdd107bc5f38eb4bd", + "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 PRs are only superficially similar as '[don't merge]' repo/CI experiments; they do not appear to fix the same concrete bug or implement the same change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the three changes target different areas (packaging/test deps, self-comment CI/workflow plumbing, and PR security-gate workflow).", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the broadest CI/workflow change and the closest central anchor for the superficial similarity, but it is still not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "43488 changes setup/version/test dependencies, while 46747 only switches a security-gate workflow trigger; different code paths and goals." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a packaging/bot-format test PR, whereas 43532 rewires self-comment CI and related workflow utilities; the shared Vit test file is incidental." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflow files, but 43532 is about self-comment CI behavior and 46747 is about PR security-gate triggering; not the same concrete 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": 8, + "component_count": 34, + "review_unit_index": 1, + "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": "aa5eedaa797a8586f2ebe52977fef8f3eb0929b20133ee7aafad3890a0d35e92", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different pipelines: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share scaffolding and documentation patterns, but they target different tasks, models, and test suites, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single canonical PR stands out because the two PRs implement different features. If forced to pick one representative, PR #43613 is slightly broader in model coverage, but it is not a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying changes: concept segmentation and visual segmentation are distinct pipelines with different model support and tests. Shared docs/registration files are boilerplate, not evidence of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 34, + "review_unit_index": 1, + "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": "efaa921e64cbdda1a5ba3bffc63f1cdad89d202a33d2ccf9123abf2055057453", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct Trainer PRs touching the same file but fixing different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No true duplicate here; if a single PR must anchor the cluster, 43651 is the more direct bugfix-style change, but it is not a substitute for 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying code paths and behaviors: 43651 changes training loss scaling during gradient accumulation, while 43663 extracts signature-column computation for column filtering. Shared file alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 34, + "review_unit_index": 1, + "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": "cb4985a67e17b0ae13dbbe8dd73c66d9a4ef331e603d41703b494411a2c4b806", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs appear to address the same import-time TypeAdapter NameError in src/transformers/cli/serve.py; 43842 is the narrower, more explicit fix, while 43656 includes broader typing cleanup.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the more focused fix for the serve.py import-time NameError when pydantic is absent, with less unrelated typing churn.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative because it directly targets the runtime NameError and is the least invasive change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Same concrete code path in src/transformers/cli/serve.py: both fix TypeAdapter annotation/import-time NameError behavior, just with different implementation styles." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch src/transformers/cli/serve.py and the diffs support the claim that they are alternative fixes for the same TypeAdapter import-time NameError. The characterization of 43842 as narrower and 43656 as broader typing cleanup is conservative, and the two changes look mergeable into a single 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": 11, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "997579d6316225db5b458bf68587cef720fa877cb71d1cbe8b095cc4491bf260", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76945, + "estimated_input_tokens": 19237, + "estimated_eval_tokens": 38730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific migrations to standardized output tracing (`capture_outputs` / `can_return_tuple`) under the same umbrella issue. Only same-model pairs in GPT-J and GPT-Neo look like true duplicates; the rest are parallel refactors in different code paths and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen duplicate family: it is a later, multi-file refactor of the same concrete output-tracing path and subsumes the near-duplicate GPT-J-only variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 best represents one real duplicate set in the cluster because it covers the same GPT-J/CodeGen tracing migration as the other accepted duplicates and is the most complete version of that concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths; same tracking issue alone is not enough to treat them as duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but for unrelated model implementations, so they are not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both refactor the same GPT-J output-tracing code path, so they could plausibly be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and implementations; this is the same migration pattern, not the same bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are different concrete code paths, so this is not a duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Unrelated models; they share the umbrella refactor theme but not the same code-path change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are separate implementations; not the same underlying fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; same broad pattern, different concrete code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "These touch different model code paths, so they are not mergeable duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors for the same model code path and look mergeable as one PR." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations, despite similar refactor style." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models and different code paths; same umbrella issue only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate code paths; not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model implementations, so these should not be merged." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and concrete paths; same output-tracing theme only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families, so this is not the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models and implementations; not a duplicate." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different code paths, even though both use output-tracing decorators." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families; same refactor style is not enough." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated concrete implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Different models and different code paths; not a duplicate." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are separate model-specific migrations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated concrete implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are separate model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated concrete paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are separate model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "Different model families; not the same bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different concrete code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate models; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both changes target the same GPT-J/CodeGen output-tracing code path and are plausible duplicates." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors for the same underlying code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families; the shared issue target is only a broad tracking umbrella." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "44154", + "accept": false, + "reason": "DeBERTa and ViTS are separate model-specific changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model code paths, so this is not a true duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly parallel model-specific output-tracing refactors, and it only elevates same-model GPT-J / GPT-Neo pairs as duplicates. The canonical choice of PR 44722 is supported by the packet as the later, more complete GPT-J/CodeGen variant. No soft-edge verdict looks overstated or non-mergeable for a single bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "ff6ff97b22d8b5cee37ad80e1014e7df4abf3188cf1209b018de736ba4200be7", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84513, + "estimated_input_tokens": 21129, + "estimated_eval_tokens": 42514 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of similar but model-specific PRs migrating different Transformers models to standardized output tracing/capture patterns. They share a theme, but each touches a different code path and should not be deduplicated as the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the clearest canonical representative: it is explicitly issue-linked, self-contained, and shows the output-tracing migration in a concrete model implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone example of this refactor family because it has an explicit target issue and a clear standardized output-capture migration in SpeechT5.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad refactor theme, but VisualBert and TextNet are different model implementations with distinct forward paths; not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing migrations, but MPNet vs VisualBert are separate model-specific refactors and could not be merged as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and code paths; the similarity is only at the pattern level, not the underlying bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations; they do not fix the same concrete issue." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different output/capture implementations and shapes; similar intent, but not one mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "573dd81e8943423d0355bffa838b10d5fcb838ca4f8f2cbff07531cc8836586e", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of independent model-specific output-tracing refactors. They share a common helper/decorator pattern, but they do not look like duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative of the cluster: it is one of the larger output-tracing refactors and spans two closely related implementations, making it a strong exemplar of the shared refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 best captures the cluster's core pattern, but the rest are separate model-specific applications rather than the same mergeable change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but timm_backbone and upernet are unrelated model code paths and this is not one concrete duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both add output-tracing plumbing, but they target different model families and cannot plausibly be one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and forward implementations; shared helper usage is not enough to make these duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "These are separate model implementations with different output-capturing changes, not the same code-path fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and distinct forward logic; only the broad refactor pattern is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model families, so these are not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "They both refactor outputs, but in different model stacks and different files, so not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Unrelated model implementations; same tracing refactor pattern does not make this a mergeable duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder-decoder wrappers and separate code paths; not one concrete bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs speech_encoder_decoder are unrelated; these should not be deduped." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are different model families and different forward paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad refactor theme only; the underlying code paths are unrelated." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch separate model implementations and are not the same concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different tracing changes; not plausibly one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; the overlap is only in helper style." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and code paths; not a duplicate bug or change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "These are model-specific refactors in unrelated components, so they should remain separate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated implementations; same output-tracing pattern is insufficient." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and separate forward logic; not mergeable as one change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba vs SuperPoint are unrelated code paths; this is only a thematic similarity." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are refactors around model outputs, but codegen and mamba are separate implementations and not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and forward paths; shared helper imports do not indicate duplication." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated models with distinct output semantics." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are different subsystems; not the same underlying bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "These are separate model implementations; the similarity is only a generic refactor pattern." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision-Encoder-Decoder are unrelated model code paths, so this is not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and different forward signatures; not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated implementations; do not merge as duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and different output-capturing behavior; not the same concrete bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are separate model stacks; the overlap is only in refactor style." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision-Encoder-Decoder and RWKV are unrelated code paths, so this is not one mergeable fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision and speech encoder-decoder wrappers are different implementations; not a duplicate change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and separate forward logic; only the high-level refactor theme matches." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision-Encoder-Decoder and DPR are distinct components; no shared underlying bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated models with different output paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and implementation details; not the same change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech-Encoder-Decoder and DPR are separate code paths; same theme, not duplicate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model implementations, so these should not be merged." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are different components with different forward semantics." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model families; the commonality is only the tracing refactor pattern." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 34, + "review_unit_index": 1, + "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": "80c2fcdfc06486ff9ccb473d47272b4cbc9c54dc4e434e1a7edf5d1c772248d0", + "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": "These are two separate model-addition PRs that only overlap on common Transformers boilerplate; they target different models and code paths, so they are not duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the artifacts implement unrelated models (PenguinVL vs Voxtral TTS), not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the more tightly scoped PR and has an explicit issue target, but it still represents a different feature than 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model implementations and domains: PenguinVL vision-language support vs Voxtral TTS text-to-speech support. Shared auto-registration/docs files are boilerplate, not a common change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 34, + "review_unit_index": 1, + "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": "609616dee847a107cb451e611cedf03bcd5be74093b2df626de6633269165a26", + "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 around module/kernel fusion, but they target different implementations and code paths: one adds a generic Module Fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and integration hooks. They do not look like the same PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, end-to-end feature implementation: it touches KernelConfig, model loading/integration code, and includes an executable example, making it the stronger representative of the kernel-fusion effort.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best fit for the cluster because it is broader and more directly user-facing, with explicit integration changes rather than only a new internal API scaffold.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different underlying changes: #44979 introduces a standalone Module Fusion API and test file, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration plumbing. They share a theme but not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 34, + "review_unit_index": 1, + "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": "238dc13dcdacb52f8459253feb81d37d1db53da2519b6b023bfd84e8c51e1998", + "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 AttributeError in `src/transformers/tokenization_utils_tokenizers.py` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; `45317` adds tests for the same fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "`45317` is the stronger representative of the duplicate set: it fixes the same code path as `45086` and also adds coverage in `tests/models/auto/test_tokenization_auto.py`, making it the more complete PR for the shared bug.", + "best_issue_reason": null, + "best_pr_reason": "`45317` is the best single PR to keep because it includes the same code change as `45086` plus regression tests, so it most completely captures the underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file, same fix; `45317` is essentially `45086` plus tests, so these are duplicate/overlapping 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": 17, + "component_count": 34, + "review_unit_index": 1, + "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": "e6868c6514b751b89f193b0f49851f399920067775d72393e5c2f83446d3db3e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Nemotron-H architecture PRs, but they are not duplicates: one is a focused refactor around inheriting GraniteMoeHybrid and conversion-key remapping, while the other is a broader model split/dispatch update introducing NemotronHDense and NemotronHSparse plus docs and auto-mapping changes.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate pair here. If one PR must represent the cluster theme, #45569 is the better canonical candidate because it is the broader, user-facing architecture update and includes the new dense/sparse model split and documentation.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the most complete and recognizable change set for Nemotron-H support overall; #45115 is a narrower implementation refactor limited to conversion/compatibility details.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Same model family, but different concrete changes: #45115 focuses on GraniteMoeHybrid-compatible refactoring and checkpoint conversion mappings, while #45569 introduces a broader NemotronH dispatch split into dense/sparse variants with docs, auto mappings, and tests. They are not mergeable as one 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": 18, + "component_count": 34, + "review_unit_index": 1, + "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": "b2689cd0849aa0cd096a28c29689f1de6bae01efbfefed9141f3df4401378021", + "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 pull requests are typing-focused, but they address different changes: one is a broad repository-wide type-checking cleanup, while the other adds/adjusts specific typing protocols and related annotations around `modeling_utils` and helpers. They are related but not the same underlying fix.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative because it has a narrower, more coherent typing change centered on `_typing.py`/`modeling_utils` rather than a broad sweep across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best standalone PR for this cluster because its scope is more specific and self-contained; PR 45415 is a large multi-file type-checking cleanup that is not the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Related by theme and a few shared files, but the PRs solve different typing tasks: 45415 is a broad type-checking pass across many modules, while 45425 adds specific typing protocols/aliases and adjusts a smaller set of typing-related call sites. They would not naturally merge into one single change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 34, + "review_unit_index": 1, + "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": "1396a2b9ed1ea0b83d592cddc5826ad2952637d0eacb4b0030e13a88ac7395df", + "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": "Two pull requests both touch expert parallelism, but they address different failures: one fixes EP + DeepSpeed ZeRO-3 loading under accelerate launch, the other fixes EP + FSDP2 parameter overwrites during rank-0 broadcast. They overlap only in broad subsystem and a shared file, not in the same concrete bug or mergeable change set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No clear duplicate canonical PR; if one had to be highlighted, PR 45662 is the broader EP correctness fix, but it is not the same bug as PR 45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism, but 45548 fixes loading/serialization with DeepSpeed ZeRO-3 and accelerate launch, while 45662 fixes FSDP2 rank-0 broadcast overwriting experts. Different code paths and failure modes." + } + ] + }, + "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": 34, + "review_unit_index": 1, + "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": "d77b6054699bd62bce42cd745e8c38a3051e758e77dae31f130558a4b6a20cb6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging problem and share the same issue target and files; one is a narrower code-only fix and the other adds the CI workflow change needed to preserve all debug logs.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better representative because it includes the underlying xdist-safe logging fix plus the workflow update to collect all captured_info files in CI, making it the more complete version of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest standalone PR for this cluster: it addresses the same captured_info xdist collision and also preserves CI diagnostics, so it best captures the intended end-to-end fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions in captured_info handling. The shared testing_utils changes and the workflow update in #45645 are directly complementary and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 34, + "review_unit_index": 1, + "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": "1b857edf20468798bd199a7ce43eab7eaf481bded18adb5f835e5faf2096da89", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR #46126 is a targeted EP/Trainer integration change, while PR #46269 is a broad distributed-branch base touching many unrelated distributed and training areas. They share a few filenames, but not the same concrete code-path fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more focused, self-contained change and best represents the specific EP + Trainer integration work in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative because it targets one concrete feature/fix, whereas PR #46269 is a wide umbrella branch with many unrelated edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: overlapping files alone are not enough here. #46126 adds EP routing/trainer integration, but #46269 is a broad distributed branch base spanning FSDP, MoE, MXFP4, core loading, CI, and more. They do not look like the same underlying bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "9d75263a8b0534bedbed5d27b196fbf72f7d2a598df0358d1cfe69b89cf011d3", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated workflow-maintenance PRs. The only tight grouping is the pr-ci-security-gate edits, but those are separate hardening changes rather than duplicates of one concrete fix, so I would not merge them as the same PR.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the clearest substantive fix: it changes the security-gate workflow logic itself by checking out the PR head and actively blocking risky file changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best representative of the cluster because it makes the most concrete behavior change in the core workflow path, rather than a narrow permissions or formatting tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior; only a superficial YAML/workflow similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflows; one updates stdin handling, the other hardens PR CI security-gate permissions." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different files and different concerns; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Separate workflow updates with no shared code-path bug." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are small CI-script edits, but they fix different workflows and different command handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated security/benchmark behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and different permission/event changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Unrelated CI workflows; one is SSH runner hardening, the other reviewer assignment checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch workflow security, but they address different problems and code paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow security issues; not the same fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow config edits, but they change different jobs and triggers." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated behavior changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Separate workflow changes with no shared bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Only broad CI/workflow similarity; the actual changes are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows; one fixes checkout refing, the other adds a dispatch trigger." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow jobs and different command changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Same general CI area, but different workflow logic and no shared concrete bug." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflow edits; not the same underlying problem." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow shell changes, but they fix different scripts and code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different files and different hardening goals." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but one adds security checks and the other adjusts permissions/approval gating; not the same concrete fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "The comment-only note is not the same change as the added security checks." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate hardening steps; not a duplicate code-path fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval logic is different from adding explanatory comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Related security hardening, but permissions and secrets changes are separate fixes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only documentation tweak versus a functional secrets change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated edits." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow files and behavior." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different shell/security tweaks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Separate workflow hardening changes with no shared concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "321a6206350374bd6d2f9696f151dbf34bae58b4e5540f37d1f7fbc2a3583833", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one bug in the MoonshineStreaming sliding-window right mask; PR 47162 is the broader superset because it includes the same MoonshineStreaming fix plus the analogous Gemma4 change and tests.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it contains the MoonshineStreaming fix from 46310, adds the same correction in Gemma4, and includes test coverage; 46310 is a narrower subset of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the best representative of the change set because it addresses the same off-by-one window bug with a broader, more complete patch and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying off-by-one right-window bug in MoonshineStreaming; 47162 includes the same fix there and extends it to Gemma4, so these look like the same change family rather than distinct 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": 26, + "component_count": 34, + "review_unit_index": 1, + "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": "a4f74146458885bb4727feaafa37bb8cd41abea29a3c0ce2a3b197c28507e768", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one fixes CodeLlama decode behavior to preserve leading spaces, while the other fixes DeepSeek checkpoint-to-tokenizer-class resolution in auto tokenization.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and code paths: 46574 changes CodeLlama tokenizer decoding/strip behavior, while 46580 changes AutoTokenizer selection for DeepSeek checkpoints. They 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": 27, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "8ae8c67208d6a5db33c8f335964c95d052a829a96bd367fd9c062633bbfa0c60", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same FA2 long-context performance regression in `modeling_flash_attention_utils.py`; PR 47215 appears to be the more complete fix and likely subsumes PR 46696.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47215 is the better canonical PR because it addresses the regression more comprehensively in the same code path, adds related test/benchmark coverage, and looks like the fuller follow-up to the same issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 47215 is the strongest representative of the cluster: it fixes the long-context flash-attention slowdown more broadly and is more likely to be the final merged form of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Same underlying FA2 long-context decode/perf regression, same explicit issue target, and same helper file; 47215 looks like a broader version of the same fix rather than a different change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "9edf2db6ca95fcce3bf3761f1068ce551abf39a055a062f714947c9bb8bf053c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the masking/padding area, but they address different bugs and should not be deduplicated: one fixes batch-size-1 masking in linear-attention model code, the other fixes recurrent/cache-continuation masking in shared masking utilities.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:47087 is the better representative PR: it has an explicit issue target, touches the shared masking utility, and fixes a clearly scoped recurrent/cache-continuation bug.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:47087 is the strongest standalone PR in the cluster because it is more general within the masking stack and includes tests plus an explicit issue reference.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both concern padding masks, but the concrete failures differ: 46773 fixes an incorrect batch-size-1 check in linear-attention model implementations, while 47087 fixes masking being skipped on continued forwards/chunked prefill in recurrent-layer utilities. Different code paths 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 + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47074-3", + "nodes": [ + "pull_request:47074", + "pull_request:47076", + "pull_request:47195" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47195" + ], + "prepared_review_unit_hash": "b083b362cc1c9dea6f244248caad73fb1b2d5ca1211a21b86b179c79499c4db5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three pull requests are not duplicates: they target different code paths in different subsystems (AnyToAny pipeline key normalization, Gemma4 audio placeholder validation, and generation prompt lookup length capping).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:47074 is the best cluster representative because it is a focused, self-contained bug fix with a clear API-level correction and tests.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:47074 is the strongest overall PR in the set: it fixes one concrete multimodal input mapping bug and has the most directly verifiable scope; the other two are unrelated changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different underlying bugs: one normalizes AnyToAny pipeline input keys, the other validates Gemma4 audio placeholder batching in processors." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Different code paths and fixes: multimodal pipeline input key mapping vs. generation candidate length capping." + } + ] + }, + "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": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "dbbb541607153bc021302f8b1bb90d97ef257bfe7adc99fa315f30528a7290ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4181, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4181, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: one re-enables a VITS model forward test, the other fixes an RT-DETR v2 weight converter for current model keys. They do not target the same bug or code path, so the soft edge should be rejected.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different models and different concerns: test coverage for VITS vs. converter/key-mapping logic for RT-DETR v2. No shared failing code path or mergeable single 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": 31, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47150", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47281", + "pull_request:47150|pull_request:47310", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47281", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47266|pull_request:47310", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282" + ], + "prepared_review_unit_hash": "7e77cda27de002eee9acd53936bbb5180e9cda9d188dcd8dd6ad2b7d674a3249", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29369, + "estimated_input_tokens": 7343, + "estimated_eval_tokens": 14942 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29369, + "estimated_input_tokens": 7343, + "estimated_eval_tokens": 14942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated model-specific integration-test fixes. The only clear duplicate/near-duplicate relationships are the MiniMax-M3-VL load_error pair and the Edgetam/Whisper fixes that are also included in the umbrella PR 47224.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "47224 is the broad umbrella PR that directly contains the Edgetam and Whisper code fixes and best represents the shared serge integration-failure patch set in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "47224 is the most representative PR because it bundles the concrete code-path fixes for multiple failing models, rather than only a test-only or single-model patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different failure types; Edgetam import_or_config is unrelated to GLM46V model changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Both are integration-test-failure PRs, but for different models and different bugs (Edgetam import_or_config vs MiniMax load_error)." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and different fixes; 47280 is MiniMax-M3-VL, not the Edgetam code-path bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Same Edgetam failure; 47224 includes the same original_sizes/kwargs handling fix in the same Edgetam files." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Unrelated models and code paths; Gemma3 cache behavior is not the Edgetam import_or_config issue." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error fix on the same test file; 47280 is the later patch of the same offload_folder change." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and unrelated failure modes; load_error for MiniMax-M3-VL is not DeepSeekV32." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different underlying bug; MiniMax load_error does not match GLM46V model work." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and different runtime behavior; MiniMax load_error is unrelated to Falcon-Mamba output mismatch." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and different fixes; Falcon-Mamba output mismatch is unrelated to Gemma3 cache handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Both are output-related test fixes, but for different models and different code paths (Falcon-Mamba vs Whisper generation length)." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Unrelated models and failures; Falcon-Mamba output mismatch is not the Mamba2 OOM/generation issue." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different bug classes; Falcon-Mamba output mismatch is unrelated to GLM46V integration work." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and distinct generation issues; Whisper max_length handling is unrelated to Gemma3 cache_implementation." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and failure modes; Whisper generation length bug is unrelated to MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and different symptoms; Whisper generation length is unrelated to Mamba2 OOM." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated changes; Whisper generation fix does not match GLM46V model work." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "Same Whisper bug; 47224 includes the same generation_whisper max_length update for the same code path." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and different failure classes; DeepSeekV32 load_error is unrelated to MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated fixes; DeepSeekV32 load_error is not GLM46V integration work." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and code paths; DeepSeekV32 load_error is unrelated to Gemma3 generation cache behavior." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and different failure types; Falcon-Mamba output mismatch is unrelated to DeepSeekV32 load_error." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and failure classes; DeepSeekV32 load_error is unrelated to MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and unrelated fixes; DeepSeekV32 load_error is not Gemma3 cache handling." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and bug types; MiniMax-M3-VL load_error does not match GLM46V model changes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failures; MiniMax-M3-VL load_error is unrelated to Mamba2 OOM." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and code paths; MiniMax-M3-VL load_error is unrelated to Gemma3 cache behavior." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and unrelated bugs; GLM46V model work is not the Mamba2 OOM/generation issue." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and fixes; Mamba2 OOM/generation tuning is unrelated to Gemma3 cache_implementation." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated failures; MiniMax-M3-VL load_error is not GLM46V model work." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and different bug classes; MiniMax-M3-VL load_error is unrelated to Mamba2 OOM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the MiniMax-M3-VL pair (47123/47280) is a plausible same-bug duplicate, and 47224 does visibly bundle the Edgetam and Whisper fixes. The other pairwise rejections are conservative and stay within the model- and failure-specific evidence shown here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "e74f1a92251156c8cb11971a117d7688c9f55a34d7c23122f1dda2a6aeb46ae6", + "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": "Two open PRs address related chat-CLI management URL handling in `src/transformers/cli/chat.py`, but they are not the same concrete fix: one normalizes the base URL in the interface, the other rewrites only the `load_model` request to the service root.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47140 is the broader, more central fix for the `/v1` base-URL handling in the chat CLI and better represents the shared bug theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 47140 is the strongest representative of the cluster because it addresses the underlying base URL normalization across the CLI rather than a single call site.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Reject: both touch chat management URLs, but 47140 normalizes the CLI base URL globally while 47303 only reroutes the `load_model` call to the service root. They overlap in subsystem, not in the same exact code-path 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": 33, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47165-2", + "nodes": [ + "pull_request:47165", + "pull_request:47289" + ], + "soft_pairs": [ + "pull_request:47165|pull_request:47289" + ], + "prepared_review_unit_hash": "cc9bf615a43744fc3b87609e1b7b17fd551cb8587e193bdcef20e59955c7f4bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5904, + "estimated_input_tokens": 1476, + "estimated_eval_tokens": 3208 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5904, + "estimated_input_tokens": 1476, + "estimated_eval_tokens": 3208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR adds FSDP plan metadata across many model classes, while the other adds pipeline-parallel naive inference support plus related test/marker plumbing. They live in the same distributed-training area but solve different problems on different code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR as a duplicate representative: the two PRs implement different features (FSDP plan coverage vs pipeline-parallel inference support).", + "best_issue_reason": null, + "best_pr_reason": "PR #47289 is the more self-contained representative of the cluster because it centers on one concrete feature and includes the core implementation plus test/marker updates; PR #47165 is a broad cross-model metadata sweep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47165", + "right": "pull_request:47289", + "accept": false, + "reason": "Reject: they touch different mechanisms and code paths. #47165 adds _fsdp_plan entries to many model classes; #47289 implements pipeline parallel naive inference and related test infrastructure. Same subsystem, not 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": 34, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "1df5ff29522698efa317c5c1333d4b889cb2ab4ddbb75e94c535f3348fce28d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests address unrelated code paths: trainer label-smoothing/gradient-accumulation vs. generation TopH warping. They should not be treated as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different subsystems and fixes: one changes training loss scaling with gradient accumulation, the other adds/validates min_tokens_to_keep in TopHLogitsWarper. They are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/manifest.json b/snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..68bcbd4d5f5cecf7a068ad2811f31a12f20f25d8 --- /dev/null +++ b/snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260714t120113z", + "artifacts": { + "hybrid": "snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-14T12:13:51Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260714T120113Z", + "variant": "hybrid" +} diff --git a/snapshots/20260714T120113Z/manifest.json b/snapshots/20260714T120113Z/manifest.json index 8691b4348f3e5a6ed6f9e01656f21222e02fe1ed..d95a0fbec6d4d3b60a9d03faab35ed7783756ef2 100644 --- a/snapshots/20260714T120113Z/manifest.json +++ b/snapshots/20260714T120113Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 720 }, "extracted_at": "2026-07-14T12:01:13Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260714t120113z", + "runs": { + "hybrid-model-20260714t120113z": { + "analysis_id": "hybrid-model-20260714t120113z", + "artifacts": { + "hybrid": "snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260714T120113Z/analysis-runs/hybrid-model-20260714t120113z/manifest.json", + "model": null, + "published_at": "2026-07-14T12:13:51Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260714T120113Z", "watermark": {