diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 5322fea2ad134099e655aa3219ffc10fbffc74dd..bb0ddacc1339d2a47c1ac9dac07b15a64fa46924 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,2385 +1,124 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260709T120026Z", - "generated_at": "2026-07-09T12:11:24Z", + "snapshot_id": "20260709T180026Z", + "generated_at": "2026-07-09T18:15:05Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ { - "cluster_id": "cluster-43451-14", - "summary": "Cluster of 14 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43451, - "issue_numbers": [], + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], "pr_numbers": [ - 43451, - 46196, - 46376, - 46658, - 46836, - 47003, - 47034, - 47077, - 47096, - 47163, - 47166, - 47180, - 47181, - 47184 + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 ], "evidence_types": [ + "closing_reference", + "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43451, - "right_pr_number": 46196, - "code_similarity": 0.172, - "size_similarity": 0.767, + "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": 0.128, + "patch_similarity": 0.429, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43451, - "right_pr_number": 46376, - "code_similarity": 0.067, - "size_similarity": 0.205, + "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": 0.174, + "patch_similarity": 0.392, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43451, - "right_pr_number": 46658, - "code_similarity": 0.314, - "size_similarity": 0.911, - "file_overlap": 0.077, - "area_overlap": 0.184, - "patch_similarity": 0.295, - "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": [ - [ - 737, - 769 - ] - ], - "right_ranges": [ - [ - 739, - 807 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 391, - 398 - ], - [ - 824, - 830 - ], - [ - 945, - 951 - ], - [ - 1068, - 1074 - ], - [ - 1202, - 1208 - ] - ], - "right_ranges": [ - [ - 362, - 368 - ], - [ - 591, - 599 - ], - [ - 798, - 804 - ], - [ - 884, - 891 - ], - [ - 1084, - 1090 - ], - [ - 1207, - 1213 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 331, - 338 - ], - [ - 1094, - 1100 - ], - [ - 1913, - 1919 - ] - ], - "right_ranges": [ - [ - 1085, - 1091 - ] - ] - } - ] - }, - { - "left_pr_number": 43451, - "right_pr_number": 46836, - "code_similarity": 0.274, - "size_similarity": 0.9, - "file_overlap": 0.146, - "area_overlap": 0.0, - "patch_similarity": 0.332, - "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 - ] - ] - } - ] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47003, - "code_similarity": 0.188, - "size_similarity": 0.805, + "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": 0.18, + "patch_similarity": 0.479, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43451, - "right_pr_number": 47034, - "code_similarity": 0.038, - "size_similarity": 0.112, + "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": 0.106, + "patch_similarity": 0.408, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43451, - "right_pr_number": 47077, - "code_similarity": 0.023, - "size_similarity": 0.061, + "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": 0.073, + "patch_similarity": 0.528, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43451, - "right_pr_number": 47096, - "code_similarity": 0.036, - "size_similarity": 0.099, + "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": 0.108, + "patch_similarity": 0.398, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43451, - "right_pr_number": 47163, - "code_similarity": 0.004, - "size_similarity": 0.005, + "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": 0.02, + "patch_similarity": 0.229, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 43451, - "right_pr_number": 47166, - "code_similarity": 0.003, - "size_similarity": 0.009, + "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": 0.011, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47180, - "code_similarity": 0.003, - "size_similarity": 0.003, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.017, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47181, - "code_similarity": 0.245, - "size_similarity": 0.714, - "file_overlap": 0.156, - "area_overlap": 0.018, - "patch_similarity": 0.33, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "src/transformers/conversion_mapping.py", - "src/transformers/models/__init__.py", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 1375, - 1382 - ] - ], - "right_ranges": [ - [ - 1249, - 1256 - ] - ] - }, - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 737, - 769 - ] - ], - "right_ranges": [ - [ - 1633, - 1686 - ] - ] - }, - { - "filename": "src/transformers/models/__init__.py", - "left_ranges": [ - [ - 290, - 296 - ] - ], - "right_ranges": [ - [ - 78, - 84 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 391, - 398 - ], - [ - 824, - 830 - ], - [ - 945, - 951 - ], - [ - 1068, - 1074 - ], - [ - 1202, - 1208 - ] - ], - "right_ranges": [ - [ - 105, - 114 - ], - [ - 737, - 745 - ], - [ - 942, - 948 - ], - [ - 1027, - 1033 - ], - [ - 1161, - 1167 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 331, - 338 - ], - [ - 1094, - 1100 - ], - [ - 1913, - 1919 - ] - ], - "right_ranges": [ - [ - 97, - 104 - ], - [ - 1052, - 1058 - ] - ] - } - ] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47184, - "code_similarity": 0.002, - "size_similarity": 0.005, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.008, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 46376, - "code_similarity": 0.072, - "size_similarity": 0.267, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.125, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 46658, - "code_similarity": 0.157, - "size_similarity": 0.698, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.118, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 46836, - "code_similarity": 0.189, - "size_similarity": 0.852, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.122, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 47003, - "code_similarity": 0.222, - "size_similarity": 0.952, - "file_overlap": 0.051, - "area_overlap": 0.006, - "patch_similarity": 0.096, - "shared_filenames": [ - "src/transformers/models/unispeech/modeling_unispeech.py", - "src/transformers/models/unispeech/modular_unispeech.py", - "src/transformers/models/wavlm/modeling_wavlm.py", - "src/transformers/models/wavlm/modular_wavlm.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/unispeech/modeling_unispeech.py", - "left_ranges": [ - [ - 29, - 35 - ], - [ - 45, - 52 - ], - [ - 337, - 343 - ], - [ - 376, - 382 - ], - [ - 419, - 440 - ], - [ - 451, - 458 - ], - [ - 472, - 486 - ], - [ - 532, - 550 - ], - [ - 563, - 570 - ], - [ - 583, - 600 - ], - [ - 677, - 686 - ], - [ - 927, - 947 - ], - [ - 957, - 970 - ], - [ - 1022, - 1034 - ], - [ - 1041, - 1055 - ], - [ - 1073, - 1078 - ], - [ - 1084, - 1089 - ], - [ - 1158, - 1171 - ], - [ - 1174, - 1189 - ], - [ - 1216, - 1221 - ], - [ - 1260, - 1274 - ], - [ - 1282, - 1303 - ], - [ - 1315, - 1320 - ] - ], - "right_ranges": [ - [ - 1131, - 1143 - ] - ] - }, - { - "filename": "src/transformers/models/unispeech/modular_unispeech.py", - "left_ranges": [ - [ - 22, - 31 - ], - [ - 147, - 156 - ], - [ - 234, - 254 - ], - [ - 264, - 277 - ], - [ - 329, - 341 - ], - [ - 348, - 362 - ], - [ - 380, - 385 - ] - ], - "right_ranges": [ - [ - 376, - 388 - ] - ] - }, - { - "filename": "src/transformers/models/wavlm/modeling_wavlm.py", - "left_ranges": [ - [ - 15, - 21 - ], - [ - 28, - 37 - ], - [ - 153, - 160 - ], - [ - 184, - 190 - ], - [ - 194, - 199 - ], - [ - 222, - 229 - ], - [ - 314, - 334 - ], - [ - 338, - 344 - ], - [ - 357, - 382 - ], - [ - 394, - 402 - ], - [ - 411, - 431 - ], - [ - 446, - 454 - ], - [ - 462, - 484 - ], - [ - 561, - 570 - ], - [ - 991, - 1011 - ], - [ - 1023, - 1042 - ], - [ - 1111, - 1124 - ], - [ - 1127, - 1142 - ], - [ - 1169, - 1174 - ], - [ - 1213, - 1227 - ], - [ - 1235, - 1256 - ], - [ - 1268, - 1273 - ], - [ - 1309, - 1323 - ], - [ - 1331, - 1352 - ], - [ - 1355, - 1360 - ], - [ - 1473, - 1487 - ], - [ - 1495, - 1516 - ], - [ - 1540, - 1545 - ] - ], - "right_ranges": [ - [ - 241, - 251 - ] - ] - }, - { - "filename": "src/transformers/models/wavlm/modular_wavlm.py", - "left_ranges": [ - [ - 10, - 17 - ], - [ - 81, - 88 - ], - [ - 112, - 118 - ], - [ - 122, - 127 - ], - [ - 150, - 157 - ], - [ - 222, - 242 - ], - [ - 246, - 252 - ], - [ - 265, - 290 - ], - [ - 302, - 310 - ], - [ - 319, - 339 - ], - [ - 354, - 362 - ], - [ - 370, - 392 - ] - ], - "right_ranges": [ - [ - 172, - 182 - ] - ] - } - ] - }, - { - "left_pr_number": 46196, - "right_pr_number": 47034, - "code_similarity": 0.044, - "size_similarity": 0.146, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.097, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 47077, - "code_similarity": 0.028, - "size_similarity": 0.08, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.082, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 47096, - "code_similarity": 0.045, - "size_similarity": 0.129, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.129, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 47163, - "code_similarity": 0.006, - "size_similarity": 0.006, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.033, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 47166, - "code_similarity": 0.005, - "size_similarity": 0.012, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.019, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 47180, - "code_similarity": 0.005, - "size_similarity": 0.005, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.03, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 47181, - "code_similarity": 0.206, - "size_similarity": 0.932, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.129, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46196, - "right_pr_number": 47184, - "code_similarity": 0.004, - "size_similarity": 0.006, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.018, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 46658, - "code_similarity": 0.063, - "size_similarity": 0.186, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.172, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 46836, - "code_similarity": 0.072, - "size_similarity": 0.227, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.177, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47003, - "code_similarity": 0.077, - "size_similarity": 0.254, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.172, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47034, - "code_similarity": 0.127, - "size_similarity": 0.547, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.114, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47077, - "code_similarity": 0.071, - "size_similarity": 0.299, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.074, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47096, - "code_similarity": 0.116, - "size_similarity": 0.483, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.129, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47163, - "code_similarity": 0.009, - "size_similarity": 0.022, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.028, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47166, - "code_similarity": 0.012, - "size_similarity": 0.045, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.018, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47180, - "code_similarity": 0.008, - "size_similarity": 0.017, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.031, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47181, - "code_similarity": 0.084, - "size_similarity": 0.286, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.179, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47184, - "code_similarity": 0.007, - "size_similarity": 0.023, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.014, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 46836, - "code_similarity": 0.231, - "size_similarity": 0.82, - "file_overlap": 0.062, - "area_overlap": 0.0, - "patch_similarity": 0.321, - "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, - 807 - ] - ], - "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 - ] - ] - } - ] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47003, - "code_similarity": 0.177, - "size_similarity": 0.734, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.203, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47034, - "code_similarity": 0.036, - "size_similarity": 0.102, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.102, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47077, - "code_similarity": 0.018, - "size_similarity": 0.056, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.046, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47096, - "code_similarity": 0.034, - "size_similarity": 0.09, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.109, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "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": 0.017, - "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": 47180, - "code_similarity": 0.003, - "size_similarity": 0.003, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.015, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47181, - "code_similarity": 0.194, - "size_similarity": 0.651, - "file_overlap": 0.079, - "area_overlap": 0.0, - "patch_similarity": 0.27, - "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, - 807 - ] - ], - "right_ranges": [ - [ - 1633, - 1686 - ] - ] - }, - { - "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, - 104 - ], - [ - 1052, - 1058 - ] - ] - } - ] - }, - { - "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": 0.008, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47003, - "code_similarity": 0.211, - "size_similarity": 0.895, - "file_overlap": 0.013, - "area_overlap": 0.0, - "patch_similarity": 0.188, - "shared_filenames": [ - "src/transformers/cache_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cache_utils.py", - "left_ranges": [ - [ - 1492, - 1502 - ] - ], - "right_ranges": [ - [ - 951, - 960 - ] - ] - } - ] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47034, - "code_similarity": 0.039, - "size_similarity": 0.124, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.094, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47077, - "code_similarity": 0.023, - "size_similarity": 0.068, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.062, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47096, - "code_similarity": 0.037, - "size_similarity": 0.11, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.103, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47163, - "code_similarity": 0.004, - "size_similarity": 0.005, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.02, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47166, - "code_similarity": 0.003, - "size_similarity": 0.01, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.009, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47180, - "code_similarity": 0.003, - "size_similarity": 0.004, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.018, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47181, - "code_similarity": 0.24, - "size_similarity": 0.793, - "file_overlap": 0.122, - "area_overlap": 0.0, - "patch_similarity": 0.299, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "src/transformers/conversion_mapping.py", - "src/transformers/models/__init__.py", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 893, - 900 - ] - ], - "right_ranges": [ - [ - 1249, - 1256 - ] - ] - }, - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 127, - 133 - ], - [ - 1495, - 1545 - ] - ], - "right_ranges": [ - [ - 1633, - 1686 - ] - ] - }, - { - "filename": "src/transformers/models/__init__.py", - "left_ranges": [ - [ - 453, - 459 - ] - ], - "right_ranges": [ - [ - 78, - 84 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 637, - 647 - ], - [ - 919, - 928 - ], - [ - 1130, - 1136 - ], - [ - 1260, - 1266 - ] - ], - "right_ranges": [ - [ - 105, - 114 - ], - [ - 737, - 745 - ], - [ - 942, - 948 - ], - [ - 1027, - 1033 - ], - [ - 1161, - 1167 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 509, - 515 - ], - [ - 1119, - 1125 - ] - ], - "right_ranges": [ - [ - 97, - 104 - ], - [ - 1052, - 1058 - ] - ] - } - ] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47184, - "code_similarity": 0.002, - "size_similarity": 0.005, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.009, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47034, - "code_similarity": 0.04, - "size_similarity": 0.139, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.082, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47077, - "code_similarity": 0.021, - "size_similarity": 0.076, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.041, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47096, - "code_similarity": 0.069, - "size_similarity": 0.123, - "file_overlap": 0.073, - "area_overlap": 0.019, - "patch_similarity": 0.103, - "shared_filenames": [ - "src/transformers/exporters/exporter_dynamo.py", - "src/transformers/exporters/exporter_executorch.py", - "src/transformers/exporters/utils.py", - "tests/exporters/test_export.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/exporters/exporter_dynamo.py", - "left_ranges": [ - [ - 43, - 49 - ], - [ - 449, - 470 - ], - [ - 487, - 507 - ], - [ - 548, - 559 - ], - [ - 594, - 606 - ] - ], - "right_ranges": [ - [ - 350, - 357 - ], - [ - 381, - 388 - ] - ] - }, - { - "filename": "src/transformers/exporters/exporter_executorch.py", - "left_ranges": [ - [ - 38, - 44 - ], - [ - 61, - 74 - ], - [ - 81, - 99 - ], - [ - 354, - 360 - ], - [ - 365, - 407 - ], - [ - 414, - 429 - ], - [ - 463, - 474 - ], - [ - 488, - 519 - ], - [ - 530, - 535 - ], - [ - 590, - 595 - ], - [ - 623, - 628 - ], - [ - 646, - 770 - ], - [ - 790, - 795 - ], - [ - 812, - 1154 - ], - [ - 1246, - 1275 - ], - [ - 1411, - 1463 - ] - ], - "right_ranges": [ - [ - 418, - 442 - ] - ] - }, - { - "filename": "src/transformers/exporters/utils.py", - "left_ranges": [ - [ - 232, - 238 - ], - [ - 444, - 461 - ], - [ - 621, - 644 - ], - [ - 647, - 663 - ], - [ - 761, - 768 - ] - ], - "right_ranges": [ - [ - 432, - 441 - ], - [ - 444, - 455 - ], - [ - 464, - 490 - ], - [ - 708, - 720 - ] - ] - }, - { - "filename": "tests/exporters/test_export.py", - "left_ranges": [ - [ - 24, - 30 - ], - [ - 35, - 41 - ], - [ - 46, - 114 - ], - [ - 118, - 150 - ], - [ - 191, - 266 - ], - [ - 298, - 314 - ], - [ - 407, - 414 - ], - [ - 420, - 452 - ], - [ - 553, - 560 - ], - [ - 567, - 599 - ] - ], - "right_ranges": [ - [ - 181, - 188 - ] - ] - } - ] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47163, - "code_similarity": 0.004, - "size_similarity": 0.006, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.019, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47166, - "code_similarity": 0.004, - "size_similarity": 0.011, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.009, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47180, - "code_similarity": 0.004, - "size_similarity": 0.004, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.018, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47181, - "code_similarity": 0.203, - "size_similarity": 0.887, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.171, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47184, - "code_similarity": 0.002, - "size_similarity": 0.006, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.007, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47077, - "code_similarity": 0.127, - "size_similarity": 0.547, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.118, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47096, - "code_similarity": 0.19, - "size_similarity": 0.883, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.09, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47163, - "code_similarity": 0.013, - "size_similarity": 0.041, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.031, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47166, - "code_similarity": 0.019, - "size_similarity": 0.082, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.017, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47180, - "code_similarity": 0.009, - "size_similarity": 0.031, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.018, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47181, - "code_similarity": 0.049, - "size_similarity": 0.157, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.119, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47184, - "code_similarity": 0.011, - "size_similarity": 0.042, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.018, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47096, - "code_similarity": 0.132, - "size_similarity": 0.62, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.051, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47163, - "code_similarity": 0.019, - "size_similarity": 0.075, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.029, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47166, - "code_similarity": 0.034, - "size_similarity": 0.15, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.024, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47180, - "code_similarity": 0.013, - "size_similarity": 0.057, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.011, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47181, - "code_similarity": 0.029, - "size_similarity": 0.086, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.077, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47184, - "code_similarity": 0.019, - "size_similarity": 0.078, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.022, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47163, - "code_similarity": 0.013, - "size_similarity": 0.046, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.023, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47166, - "code_similarity": 0.02, - "size_similarity": 0.093, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.012, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47180, - "code_similarity": 0.013, - "size_similarity": 0.035, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.04, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47181, - "code_similarity": 0.047, - "size_similarity": 0.138, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.13, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47184, - "code_similarity": 0.012, - "size_similarity": 0.048, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.019, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47166, - "code_similarity": 0.107, - "size_similarity": 0.5, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.046, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47180, - "code_similarity": 0.156, - "size_similarity": 0.759, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.029, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47181, - "code_similarity": 0.005, - "size_similarity": 0.006, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.023, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47184, - "code_similarity": 0.197, - "size_similarity": 0.967, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.022, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47166, - "right_pr_number": 47180, - "code_similarity": 0.081, - "size_similarity": 0.379, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.037, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47166, - "right_pr_number": 47181, - "code_similarity": 0.005, - "size_similarity": 0.013, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.013, - "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": 47180, - "right_pr_number": 47181, - "code_similarity": 0.004, - "size_similarity": 0.005, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.019, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47180, - "right_pr_number": 47184, - "code_similarity": 0.157, - "size_similarity": 0.733, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.069, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47181, - "right_pr_number": 47184, - "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": [] - } - ] - }, - { - "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, + "patch_similarity": 0.31, "shared_filenames": [], "shared_file_areas": [] }, @@ -3051,918 +790,1838 @@ "shared_file_areas": [] }, { - "left_pr_number": 44072, + "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": 0.175, - "size_similarity": 0.566, + "code_similarity": 0.099, + "size_similarity": 0.344, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.414, + "patch_similarity": 0.199, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44072, + "left_pr_number": 44129, "right_pr_number": 44722, - "code_similarity": 0.124, - "size_similarity": 0.357, + "code_similarity": 0.146, + "size_similarity": 0.545, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.347, + "patch_similarity": 0.247, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 44085, - "right_pr_number": 44129, - "code_similarity": 0.141, - "size_similarity": 0.503, + "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": 0.272, + "patch_similarity": 0.255, "shared_filenames": [], "shared_file_areas": [] - }, + } + ] + }, + { + "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": 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": 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": 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, + "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/gptj/modeling_gptj.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/gptj/modeling_gptj.py", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 33, - 40 - ], + 637, + 650 + ] + ], + "right_ranges": [ [ - 173, - 180 + 22, + 28 ], [ - 249, - 256 - ], + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 397, - 405 - ], + 500, + 513 + ] + ], + "right_ranges": [ [ - 408, - 419 + 16, + 22 ], [ - 425, - 434 - ], + 501, + 508 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ [ - 459, - 465 + 35, + 41 ], [ - 470, - 489 - ], + 176, + 214 + ] + ], + "right_ranges": [ [ - 517, - 539 + 15, + 21 ], [ - 553, - 559 - ], + 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": [ [ - 565, - 574 - ], + 637, + 650 + ] + ], + "right_ranges": [ [ - 579, - 597 - ], + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 600, - 611 - ], + 500, + 513 + ] + ], + "right_ranges": [ [ - 633, - 639 - ], + 500, + 512 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ [ - 645, - 652 + 35, + 41 ], [ - 657, - 673 - ], + 176, + 214 + ] + ], + "right_ranges": [ [ - 716, - 728 - ], + 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": [ [ - 737, - 743 - ], + 637, + 651 + ] + ], + "right_ranges": [ [ - 748, - 771 + 22, + 28 ], [ - 789, - 794 + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 514 ] ], "right_ranges": [ [ - 33, - 42 + 16, + 22 ], [ - 175, - 182 - ], + 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": [ [ - 251, - 258 - ], + 637, + 651 + ] + ], + "right_ranges": [ [ - 399, - 420 - ], + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 426, - 435 - ], + 500, + 514 + ] + ], + "right_ranges": [ [ - 460, - 467 - ], + 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": [ [ - 472, - 489 + 22, + 28 ], [ - 519, - 540 - ], + 638, + 645 + ] + ], + "right_ranges": [ [ - 554, - 560 - ], + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 566, - 575 + 16, + 22 ], [ - 580, - 598 - ], + 501, + 508 + ] + ], + "right_ranges": [ [ - 601, - 612 - ], + 500, + 512 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ [ - 634, - 640 + 15, + 21 ], [ - 646, - 653 - ], + 180, + 221 + ] + ], + "right_ranges": [ [ - 658, - 663 - ], + 175, + 222 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44779-5", + "summary": "Cluster of 3 issues and 2 PRs centered on issue #45488.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 45488, + "canonical_pr_number": 47017, + "issue_numbers": [ + 44779, + 45488, + 46489 + ], + "pr_numbers": [ + 46580, + 47017 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46580, + "right_pr_number": 47017, + "code_similarity": 0.241, + "size_similarity": 0.352, + "file_overlap": 0.5, + "area_overlap": 0.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/models/auto/tokenization_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/tokenization_auto.py", + "left_ranges": [ [ - 666, - 674 + 361, + 367 ], [ - 717, - 722 + 399, + 421 ], [ - 738, - 744 - ], + 724, + 739 + ] + ], + "right_ranges": [ [ - 749, - 772 + 428, + 475 ], [ - 790, - 795 + 807, + 825 ] ] } ] - }, - { - "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-46894-7", - "summary": "Cluster of 2 issues and 5 PRs centered on issue #46894.", + "cluster_id": "cluster-46509-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46894, - "canonical_pr_number": 46903, - "issue_numbers": [ - 46894, - 46897 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46836, + "issue_numbers": [], "pr_numbers": [ - 46895, - 46903, - 46958, - 47090, - 47200 + 46509, + 46836, + 47143, + 47163 ], "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": 46509, + "right_pr_number": 46836, + "code_similarity": 0.119, + "size_similarity": 0.358, + "file_overlap": 0.056, + "area_overlap": 0.0, + "patch_similarity": 0.203, "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/models/auto/auto_mappings.py", "left_ranges": [ [ - 637, - 650 + 412, + 418 + ], + [ + 1071, + 1077 + ], + [ + 1199, + 1205 ] ], "right_ranges": [ [ 637, - 651 + 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 + 1092, + 1098 ] ], "right_ranges": [ [ - 500, - 514 + 509, + 515 + ], + [ + 1119, + 1125 ] ] } ] }, { - "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, + "left_pr_number": 46509, + "right_pr_number": 47143, + "code_similarity": 0.235, + "size_similarity": 0.687, + "file_overlap": 0.091, + "area_overlap": 0.143, + "patch_similarity": 0.135, "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" + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/models/auto/auto_mappings.py", "left_ranges": [ [ - 637, - 650 + 412, + 418 + ], + [ + 1071, + 1077 + ], + [ + 1199, + 1205 + ] + ], + "right_ranges": [ + [ + 412, + 418 + ], + [ + 975, + 981 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1092, + 1098 + ] + ], + "right_ranges": [ + [ + 348, + 354 + ], + [ + 1960, + 1966 + ] + ] + } + ] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47163, + "code_similarity": 0.006, + "size_similarity": 0.014, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.024, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 47143, + "code_similarity": 0.156, + "size_similarity": 0.52, + "file_overlap": 0.077, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "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": [ + [ + 453, + 459 ] ], "right_ranges": [ [ - 22, - 28 - ], - [ - 638, - 645 + 305, + 311 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/auto/auto_mappings.py", "left_ranges": [ [ - 500, - 513 + 637, + 647 + ], + [ + 919, + 928 + ], + [ + 1130, + 1136 + ], + [ + 1260, + 1266 ] ], "right_ranges": [ [ - 16, - 22 + 412, + 418 ], [ - 501, - 508 + 975, + 981 ] ] }, { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "filename": "src/transformers/models/auto/modeling_auto.py", "left_ranges": [ [ - 35, - 41 + 509, + 515 ], [ - 176, - 214 + 1119, + 1125 ] ], "right_ranges": [ [ - 15, - 21 + 348, + 354 ], [ - 180, - 221 + 1960, + 1966 ] ] } ] }, { - "left_pr_number": 46895, - "right_pr_number": 47090, - "code_similarity": 0.819, - "size_similarity": 0.932, + "left_pr_number": 46836, + "right_pr_number": 47163, + "code_similarity": 0.004, + "size_similarity": 0.005, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.021, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47163, + "code_similarity": 0.004, + "size_similarity": 0.01, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.013, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46693-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46693.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46693, + "canonical_pr_number": 47134, + "issue_numbers": [ + 46693 + ], + "pr_numbers": [ + 46696, + 47134, + 47215 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46696, + "right_pr_number": 47134, + "code_similarity": 0.464, + "size_similarity": 0.8, "file_overlap": 1.0, - "area_overlap": 0.783, - "patch_similarity": 0.389, + "area_overlap": 0.0, + "patch_similarity": 0.029, "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" + "src/transformers/modeling_flash_attention_utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/modeling_flash_attention_utils.py", "left_ranges": [ [ - 637, - 650 + 667, + 692 ] ], "right_ranges": [ [ - 637, - 649 + 316, + 323 + ], + [ + 366, + 373 ] ] - }, + } + ] + }, + { + "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/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/modeling_flash_attention_utils.py", "left_ranges": [ [ - 500, - 513 + 667, + 692 ] ], "right_ranges": [ [ - 500, - 512 - ] - ] - }, - { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", - "left_ranges": [ + 33, + 39 + ], [ - 35, - 41 + 317, + 324 ], [ - 176, - 214 - ] - ], - "right_ranges": [ + 368, + 375 + ], [ - 175, - 222 + 491, + 499 + ], + [ + 680, + 702 ] ] } ] }, { - "left_pr_number": 46895, - "right_pr_number": 47200, - "code_similarity": 0.768, - "size_similarity": 0.841, - "file_overlap": 1.0, - "area_overlap": 0.584, - "patch_similarity": 0.636, + "left_pr_number": 47134, + "right_pr_number": 47215, + "code_similarity": 0.144, + "size_similarity": 0.018, + "file_overlap": 0.2, + "area_overlap": 0.224, + "patch_similarity": 0.015, "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" + "src/transformers/modeling_flash_attention_utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/modeling_flash_attention_utils.py", "left_ranges": [ [ - 637, - 650 + 316, + 323 + ], + [ + 366, + 373 ] ], "right_ranges": [ [ - 22, - 28 + 33, + 39 ], [ - 638, - 645 - ] - ] - }, - { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ + 317, + 324 + ], [ - 500, - 513 - ] - ], - "right_ranges": [ + 368, + 375 + ], [ - 16, - 22 + 491, + 499 ], [ - 501, - 508 + 680, + 702 ] ] - }, + } + ] + } + ] + }, + { + "cluster_id": "cluster-46376-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47077, + "issue_numbers": [], + "pr_numbers": [ + 46376, + 47077, + 47181 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46376, + "right_pr_number": 47077, + "code_similarity": 0.071, + "size_similarity": 0.299, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.074, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47181, + "code_similarity": 0.084, + "size_similarity": 0.286, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.179, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47077, + "right_pr_number": 47181, + "code_similarity": 0.029, + "size_similarity": 0.086, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.077, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "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": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "filename": "src/transformers/loss/loss_utils.py", "left_ranges": [ [ - 35, - 41 - ], - [ - 176, - 214 + 30, + 50 ] ], "right_ranges": [ [ - 175, - 211 + 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": 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": 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/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", "left_ranges": [ [ - 637, - 651 + 491, + 497 ] ], "right_ranges": [ [ - 22, - 28 - ], - [ - 638, - 645 + 491, + 497 ] ] - }, + } + ] + } + ] + }, + { + "cluster_id": "cluster-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, + "issue_numbers": [ + 46869 + ], + "pr_numbers": [ + 46886, + 46922 + ], + "evidence_types": [ + "closing_reference" + ], + "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/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/yolos/modeling_yolos.py", "left_ranges": [ [ - 500, - 514 + 446, + 452 ] ], "right_ranges": [ [ - 16, - 22 + 434, + 440 ], [ - 501, - 508 + 446, + 452 ] ] } ] - }, + } + ] + }, + { + "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": 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, + "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/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" + "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/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/models/aimv2/modeling_aimv2.py", "left_ranges": [ [ - 637, - 651 - ] - ], - "right_ranges": [ + 134, + 141 + ], [ - 637, - 649 - ] - ] - }, - { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ + 144, + 154 + ], [ - 500, - 514 + 157, + 165 ] ], "right_ranges": [ [ - 500, - 512 + 134, + 140 + ], + [ + 143, + 153 + ], + [ + 156, + 162 ] ] - } - ] - }, - { - "left_pr_number": 46903, - "right_pr_number": 47200, - "code_similarity": 0.319, - "size_similarity": 0.34, - "file_overlap": 0.333, - "area_overlap": 0.364, - "patch_similarity": 0.161, - "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", + "filename": "src/transformers/models/d_fine/modeling_d_fine.py", "left_ranges": [ [ - 637, + 631, + 638 + ], + [ + 641, 651 + ], + [ + 654, + 662 ] ], "right_ranges": [ [ - 22, - 28 + 631, + 637 + ], + [ + 640, + 650 ], [ - 638, - 645 + 653, + 659 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/deimv2/modeling_deimv2.py", "left_ranges": [ [ - 500, - 514 + 703, + 710 + ], + [ + 713, + 723 + ], + [ + 726, + 734 ] ], "right_ranges": [ [ - 16, - 22 + 703, + 709 ], [ - 501, - 508 + 712, + 722 + ], + [ + 725, + 731 ] ] - } - ] - }, - { - "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", + "filename": "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", "left_ranges": [ [ - 22, - 28 + 1551, + 1558 ], [ - 638, - 645 + 1561, + 1571 + ], + [ + 1574, + 1582 ] ], "right_ranges": [ [ - 637, - 649 + 1551, + 1557 + ], + [ + 1560, + 1570 + ], + [ + 1573, + 1579 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", "left_ranges": [ [ - 16, - 22 + 804, + 811 ], [ - 501, - 508 + 814, + 824 + ], + [ + 827, + 835 ] ], "right_ranges": [ [ - 500, - 512 + 804, + 810 + ], + [ + 813, + 823 + ], + [ + 826, + 832 ] ] }, { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", "left_ranges": [ [ - 15, - 21 + 847, + 854 ], [ - 180, - 221 + 857, + 867 + ], + [ + 870, + 878 ] ], "right_ranges": [ [ - 175, - 222 + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 ] ] - } - ] - }, - { - "left_pr_number": 46958, - "right_pr_number": 47200, - "code_similarity": 0.844, - "size_similarity": 0.92, - "file_overlap": 1.0, - "area_overlap": 0.738, - "patch_similarity": 0.679, - "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/models/rt_detr_v2/modeling_rt_detr_v2.py", "left_ranges": [ [ - 22, - 28 + 976, + 983 ], [ - 638, - 645 + 986, + 996 + ], + [ + 999, + 1007 ] ], "right_ranges": [ [ - 22, - 28 + 976, + 982 ], [ - 638, - 645 + 985, + 995 + ], + [ + 998, + 1004 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", "left_ranges": [ [ - 16, - 22 + 152, + 159 ], [ - 501, - 508 + 162, + 172 + ], + [ + 175, + 183 ] ], "right_ranges": [ [ - 16, - 22 + 152, + 158 ], [ - 501, - 508 + 161, + 171 + ], + [ + 174, + 180 ] ] }, { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", "left_ranges": [ [ - 15, - 21 + 62, + 69 ], [ - 180, - 221 + 72, + 82 + ], + [ + 85, + 93 ] ], "right_ranges": [ [ - 175, - 211 + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 ] ] } ] - }, + } + ] + }, + { + "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": 47090, - "right_pr_number": 47200, - "code_similarity": 0.733, - "size_similarity": 0.784, - "file_overlap": 1.0, - "area_overlap": 0.602, - "patch_similarity": 0.435, - "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" + "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/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/testing_utils.py", "left_ranges": [ [ - 637, - 649 + 3611, + 3618 + ], + [ + 3835, + 3869 ] ], "right_ranges": [ [ - 22, - 28 + 3525, + 3558 ], [ - 638, - 645 + 3782, + 3788 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "tests/utils/test_testing_utils.py", "left_ranges": [ [ - 500, - 512 + 1, + 144 ] ], "right_ranges": [ [ - 16, - 22 - ], - [ - 501, - 508 + 1, + 114 ] ] }, { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "filename": "utils/notification_service.py", "left_ranges": [ [ - 175, - 222 + 935, + 967 ] ], "right_ranges": [ [ - 175, - 211 + 935, + 967 ] ] } @@ -3971,716 +2630,872 @@ ] }, { - "cluster_id": "cluster-41211-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "cluster_id": "cluster-46305-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", "status": "open", - "confidence": 0.55, - "canonical_issue_number": 41211, - "canonical_pr_number": 44339, + "confidence": 0.8, + "canonical_issue_number": 46305, + "canonical_pr_number": 47162, "issue_numbers": [ - 41211 + 46305 ], "pr_numbers": [ - 41356, - 44339 + 46310, + 47162 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "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": 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": [ - "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/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" ], "shared_file_areas": [ { - "filename": "docs/source/en/model_doc/deimv2.md", + "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", "left_ranges": [ [ - 1, - 132 + 356, + 362 ] ], "right_ranges": [ [ - 1, - 65 + 356, + 362 ] ] }, { - "filename": "src/transformers/models/deimv2/__init__.py", + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", "left_ranges": [ [ - 1, - 15 + 269, + 275 ] ], "right_ranges": [ [ - 1, - 29 + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47205-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47205.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 47205, + "canonical_pr_number": 47218, + "issue_numbers": [ + 47205 + ], + "pr_numbers": [ + 47218, + 47219 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47218, + "right_pr_number": 47219, + "code_similarity": 0.635, + "size_similarity": 0.755, + "file_overlap": 0.909, + "area_overlap": 0.46, + "patch_similarity": 0.333, + "shared_filenames": [ + "tests/models/aimv2/test_modeling_aimv2.py", + "tests/models/aria/test_modeling_aria.py", + "tests/models/deepseek_vl_hybrid/test_image_processing_deepseek_vl_hybrid.py", + "tests/models/eomt/test_modeling_eomt.py", + "tests/models/eomt_dinov3/test_modeling_eomt_dinov3.py", + "tests/models/fast_vlm/test_modeling_fast_vlm.py", + "tests/models/flava/test_image_processing_flava.py", + "tests/models/fuyu/test_image_processing_fuyu.py", + "tests/models/idefics/test_image_processing_idefics.py", + "tests/models/imagegpt/test_image_processing_imagegpt.py", + "tests/models/kimi_k25/test_image_processing_kimi_k25.py", + "tests/models/layoutlmv2/test_image_processing_layoutlmv2.py", + "tests/models/lfm2_vl/test_modeling_lfm2_vl.py", + "tests/models/llava/test_modeling_llava.py", + "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "tests/models/pix2struct/test_image_processing_pix2struct.py", + "tests/models/qwen2_vl/test_image_processing_qwen2_vl.py", + "tests/models/video_llama_3/test_image_processing_video_llama_3.py", + "tests/models/vitpose/test_image_processing_vitpose.py", + "tests/test_image_processing_common.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/aimv2/test_modeling_aimv2.py", + "left_ranges": [ + [ + 18, + 23 + ], + [ + 34, + 40 + ], + [ + 58, + 63 + ], + [ + 477, + 485 + ], + [ + 513, + 521 + ], + [ + 546, + 554 + ] + ], + "right_ranges": [ + [ + 18, + 23 + ], + [ + 43, + 49 + ], + [ + 58, + 63 + ], + [ + 478, + 484 + ], + [ + 512, + 518 + ], + [ + 543, + 549 ] ] }, { - "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "filename": "tests/models/aria/test_modeling_aria.py", "left_ranges": [ [ - 1, - 74 + 16, + 21 + ], + [ + 42, + 48 + ], + [ + 51, + 57 + ], + [ + 246, + 252 + ], + [ + 286, + 292 + ], + [ + 320, + 329 + ], + [ + 360, + 369 + ], + [ + 402, + 411 + ], + [ + 437, + 444 ] ], "right_ranges": [ [ - 1, - 266 + 44, + 50 + ], + [ + 322, + 328 + ], + [ + 360, + 366 + ], + [ + 400, + 406 ] ] }, { - "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "filename": "tests/models/deepseek_vl_hybrid/test_image_processing_deepseek_vl_hybrid.py", "left_ranges": [ [ - 1, - 15 + 19, + 25 + ], + [ + 203, + 210 ] ], "right_ranges": [ [ - 1, - 1734 + 20, + 26 + ], + [ + 204, + 212 ] ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-46693-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46693.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 46693, - "canonical_pr_number": 47134, - "issue_numbers": [ - 46693 - ], - "pr_numbers": [ - 46696, - 47134 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 46696, - "right_pr_number": 47134, - "code_similarity": 0.464, - "size_similarity": 0.8, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.029, - "shared_filenames": [ - "src/transformers/modeling_flash_attention_utils.py" - ], - "shared_file_areas": [ + }, { - "filename": "src/transformers/modeling_flash_attention_utils.py", + "filename": "tests/models/eomt/test_modeling_eomt.py", "left_ranges": [ [ - 667, - 692 + 15, + 26 + ], + [ + 30, + 36 + ], + [ + 174, + 182 + ], + [ + 219, + 227 + ], + [ + 237, + 245 + ], + [ + 276, + 284 + ], + [ + 327, + 335 + ], + [ + 375, + 383 ] ], "right_ranges": [ [ - 316, - 323 + 15, + 36 ], [ - 366, - 373 + 174, + 180 + ], + [ + 217, + 223 + ], + [ + 233, + 239 + ], + [ + 270, + 276 + ], + [ + 319, + 325 + ], + [ + 365, + 371 ] ] - } - ] - } - ] - }, - { - "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", + "filename": "tests/models/eomt_dinov3/test_modeling_eomt_dinov3.py", "left_ranges": [ [ - 30, - 50 - ] - ], - "right_ranges": [ + 15, + 20 + ], [ - 30, + 27, + 33 + ], + [ + 37, 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 + 219, + 227 + ], + [ + 263, + 271 + ], + [ + 322, + 330 + ], + [ + 380, + 388 + ], + [ + 428, + 436 + ], + [ + 472, + 480 ] ], "right_ranges": [ [ - 491, - 497 + 15, + 20 + ], + [ + 29, + 43 + ], + [ + 219, + 225 + ], + [ + 261, + 267 + ], + [ + 318, + 324 + ], + [ + 374, + 380 + ], + [ + 420, + 426 + ], + [ + 462, + 468 ] ] - } - ] - } - ] - }, - { - "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", + "filename": "tests/models/fast_vlm/test_modeling_fast_vlm.py", "left_ranges": [ [ - 446, - 452 + 16, + 21 + ], + [ + 36, + 42 + ], + [ + 45, + 51 + ], + [ + 256, + 262 + ], + [ + 280, + 289 ] ], "right_ranges": [ [ - 434, - 440 + 39, + 45 ], [ - 446, - 452 + 283, + 289 ] ] - } - ] - } - ] - }, - { - "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", + "filename": "tests/models/flava/test_image_processing_flava.py", "left_ranges": [ [ - 134, - 141 - ], - [ - 144, - 154 + 12, + 26 ], [ - 157, - 165 + 401, + 408 ] ], "right_ranges": [ [ - 134, - 140 - ], - [ - 143, - 153 + 12, + 27 ], [ - 156, - 162 + 402, + 408 ] ] }, { - "filename": "src/transformers/models/d_fine/modeling_d_fine.py", + "filename": "tests/models/fuyu/test_image_processing_fuyu.py", "left_ranges": [ [ - 631, - 638 + 1, + 5 ], [ - 641, - 651 + 14, + 20 ], [ - 654, - 662 + 178, + 185 ] ], "right_ranges": [ [ - 631, - 637 + 1, + 5 ], [ - 640, - 650 + 15, + 21 ], [ - 653, - 659 + 179, + 185 ] ] }, { - "filename": "src/transformers/models/deimv2/modeling_deimv2.py", + "filename": "tests/models/idefics/test_image_processing_idefics.py", "left_ranges": [ [ - 703, - 710 + 11, + 18 ], [ - 713, - 723 + 25, + 31 ], [ - 726, - 734 + 149, + 156 ] ], "right_ranges": [ [ - 703, - 709 + 11, + 18 ], [ - 712, - 722 + 26, + 32 ], [ - 725, - 731 + 150, + 156 ] ] }, { - "filename": "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "filename": "tests/models/imagegpt/test_image_processing_imagegpt.py", "left_ranges": [ [ - 1551, - 1558 + 20, + 25 ], [ - 1561, - 1571 + 33, + 39 ], [ - 1574, - 1582 + 284, + 291 ] ], "right_ranges": [ [ - 1551, - 1557 + 20, + 25 ], [ - 1560, - 1570 + 34, + 40 ], [ - 1573, - 1579 + 285, + 291 ] ] }, { - "filename": "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "filename": "tests/models/kimi_k25/test_image_processing_kimi_k25.py", "left_ranges": [ [ - 804, - 811 - ], - [ - 814, - 824 + 12, + 31 ], [ - 827, - 835 + 270, + 277 ] ], "right_ranges": [ [ - 804, - 810 - ], - [ - 813, - 823 + 12, + 27 ], [ - 826, - 832 + 266, + 272 ] ] }, { - "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "filename": "tests/models/layoutlmv2/test_image_processing_layoutlmv2.py", "left_ranges": [ [ - 847, - 854 + 15, + 20 ], [ - 857, - 867 + 29, + 42 ], [ - 870, - 878 + 147, + 154 ] ], "right_ranges": [ [ - 847, - 853 + 15, + 20 ], [ - 856, - 866 + 30, + 43 ], [ - 869, - 875 + 148, + 154 ] ] }, { - "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "filename": "tests/models/lfm2_vl/test_modeling_lfm2_vl.py", "left_ranges": [ [ - 976, - 983 + 15, + 22 ], [ - 986, - 996 + 34, + 45 ], [ - 999, - 1007 + 209, + 219 + ], + [ + 291, + 301 ] ], "right_ranges": [ [ - 976, - 982 + 37, + 43 ], [ - 985, - 995 + 211, + 217 ], [ - 998, - 1004 + 295, + 301 ] ] }, { - "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "filename": "tests/models/llava/test_modeling_llava.py", "left_ranges": [ [ - 152, - 159 + 17, + 22 ], [ - 162, - 172 + 42, + 48 ], [ - 175, - 183 + 52, + 58 + ], + [ + 305, + 311 + ], + [ + 334, + 340 + ], + [ + 366, + 375 + ], + [ + 419, + 428 + ], + [ + 474, + 483 + ], + [ + 529, + 536 + ], + [ + 610, + 616 + ], + [ + 637, + 644 + ], + [ + 666, + 673 + ], + [ + 699, + 706 ] ], "right_ranges": [ [ - 152, - 158 + 45, + 51 ], [ - 161, - 171 + 368, + 374 ], [ - 174, - 180 + 419, + 425 + ], + [ + 472, + 478 ] ] }, { - "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", "left_ranges": [ [ - 62, - 69 + 37, + 43 ], [ - 72, - 82 + 652, + 657 ], [ - 85, - 93 + 695, + 703 ] ], "right_ranges": [ [ - 62, - 68 + 45, + 51 ], [ - 71, - 81 + 697, + 703 + ] + ] + }, + { + "filename": "tests/models/pix2struct/test_image_processing_pix2struct.py", + "left_ranges": [ + [ + 21, + 27 ], [ - 84, - 90 + 99, + 106 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 99, + 107 ] ] - } - ] - } - ] - }, - { - "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": "tests/models/qwen2_vl/test_image_processing_qwen2_vl.py", + "left_ranges": [ + [ + 12, + 35 + ], + [ + 297, + 304 + ] + ], + "right_ranges": [ + [ + 12, + 22 + ], + [ + 25, + 31 + ], + [ + 293, + 299 + ] + ] + }, { - "filename": "src/transformers/testing_utils.py", + "filename": "tests/models/video_llama_3/test_image_processing_video_llama_3.py", "left_ranges": [ [ - 3611, - 3618 + 18, + 35 ], [ - 3835, - 3869 + 300, + 307 ] ], "right_ranges": [ [ - 3525, - 3558 + 18, + 31 ], [ - 3782, - 3788 + 296, + 302 ] ] }, { - "filename": "tests/utils/test_testing_utils.py", + "filename": "tests/models/vitpose/test_image_processing_vitpose.py", "left_ranges": [ [ - 1, - 144 + 11, + 25 + ], + [ + 231, + 238 ] ], "right_ranges": [ [ - 1, - 114 + 11, + 26 + ], + [ + 232, + 238 ] ] }, { - "filename": "utils/notification_service.py", + "filename": "tests/test_image_processing_common.py", "left_ranges": [ [ - 935, - 967 + 12, + 17 + ], + [ + 20, + 25 + ], + [ + 47, + 73 + ], + [ + 194, + 200 ] ], "right_ranges": [ [ - 935, - 967 + 12, + 17 + ], + [ + 20, + 28 + ], + [ + 174, + 180 ] ] } @@ -4747,73 +3562,6 @@ } ] }, - { - "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": 46310, - "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-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -4873,77 +3621,31 @@ ] }, { - "cluster_id": "cluster-43656-2", + "cluster_id": "cluster-47034-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 43656, + "canonical_pr_number": 47216, "issue_numbers": [], "pr_numbers": [ - 43656, - 43842 + 47034, + 47216 ], "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, + "left_pr_number": 47034, + "right_pr_number": 47216, + "code_similarity": 0.214, + "size_similarity": 0.982, + "file_overlap": 0.0, "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 - ] - ] - } - ] + "patch_similarity": 0.117, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -5221,16 +3923,75 @@ ] } ] + }, + { + "cluster_id": "cluster-44024-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44076, + "issue_numbers": [], + "pr_numbers": [ + 44024, + 44076 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44024, + "right_pr_number": 44076, + "code_similarity": 0.269, + "size_similarity": 0.976, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.492, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-44073-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44073, + "issue_numbers": [], + "pr_numbers": [ + 44073, + 44074 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44073, + "right_pr_number": 44074, + "code_similarity": 0.141, + "size_similarity": 0.58, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.169, + "shared_filenames": [], + "shared_file_areas": [] + } + ] } ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-7", - "canonical_issue_number": 46894, + "cluster_id": "cluster-44779-5", + "canonical_issue_number": 45488, "duplicate_issue_numbers": [ - 46897 + 44779, + 46489 ], - "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-44779-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], "duplicate_prs": [ @@ -5252,36 +4013,6 @@ "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-43451-14", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 46196, - 46376, - 46658, - 46836, - 47003, - 47034, - 47077, - 47096, - 47163, - 47166, - 47180, - 47181, - 47184 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-14 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, @@ -5317,6 +4048,33 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-44024-2", + "canonical_pr_number": 44076, + "duplicate_pr_numbers": [ + 44024 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44073-2", + "canonical_pr_number": 44073, + "duplicate_pr_numbers": [ + 44074 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44073-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44779-5", + "canonical_pr_number": 47017, + "duplicate_pr_numbers": [ + 46580 + ], + "target_issue_number": 45488, + "reason": "PRs in cluster-44779-5 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -5355,21 +4113,43 @@ }, { "cluster_id": "cluster-46305-3", - "canonical_pr_number": 46310, + "canonical_pr_number": 47162, "duplicate_pr_numbers": [ - 47162 + 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-46693-3", + "cluster_id": "cluster-46376-3", + "canonical_pr_number": 47077, + "duplicate_pr_numbers": [ + 46376, + 47181 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46376-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46509-4", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 46509, + 47143, + 47163 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46509-4 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46693-4", "canonical_pr_number": 47134, "duplicate_pr_numbers": [ - 46696 + 46696, + 47215 ], "target_issue_number": 46693, - "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." + "reason": "PRs in cluster-46693-4 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -5378,31 +4158,48 @@ 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." + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference evidence." }, { - "cluster_id": "cluster-46894-7", + "cluster_id": "cluster-46894-5", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, 46958, - 47090, - 47200 + 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-47034-2", + "canonical_pr_number": 47216, + "duplicate_pr_numbers": [ + 47034 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47034-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47205-3", + "canonical_pr_number": 47218, + "duplicate_pr_numbers": [ + 47219 + ], + "target_issue_number": 47205, + "reason": "PRs in cluster-47205-3 are treated as duplicates because they converge on issue #47205 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-7", - "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 11 inbound references.", - "score": 183.0 + "cluster_id": "cluster-44779-5", + "issue_number": 45488, + "reason": "Issue #45488 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 16 discussion comments plus 4 inbound references.", + "score": 186.0 }, "best_pr": { - "cluster_id": "cluster-43451-14", - "pr_number": 43451, - "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 14 artifacts, links to 0 issues, and carries 480 review/discussion events.", - "score": 1213.678 + "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 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 7189528e856c64bd65639f427df1636d5182ba08..4e3580244d05393d236ec27ee3bef158ea373216 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": "20260709T120026Z", - "generated_at": "2026-07-09T12:11:24Z", + "snapshot_id": "20260709T180026Z", + "generated_at": "2026-07-09T18:15:05Z", "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-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:24643", "issue:30277", @@ -131,406 +131,394 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "9153cad91d20d274d7c899d4acdfa6d7c872363de773e907fa3f3e3a9e3e0ddb", + "prepared_review_unit_hash": "8be62a9c0d13fe05e2e9c334a1b0714d8f9ee4e940145e0096fa4e90c1711716", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46276, - "estimated_input_tokens": 11569, - "estimated_eval_tokens": 23394 + "serialized_chars": 46277, + "estimated_input_tokens": 11570, + "estimated_eval_tokens": 23396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate links are false positives across unrelated model, runtime, and docs issues. I only consider two pairs true duplicates: the torch 2.4.1 incompatibility reports (45800/46515) and the Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports (43596/43638).", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45800 is the best canonical anchor: it states the incompatibility concretely (torch 2.4.1 vs transformers 5.8.0) and is the clearest representative of the accepted torch-version duplicate pair.", + "summary": "This cluster is mostly heterogeneous, with one clear duplicate subcluster around DeepSpeed ZeRO-3/BERT initialization. Most other pairs are only loosely related by model family, backend, or docs, not the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43596 is the strongest representative of the only obvious duplicate family: it matches issue:43638 on the same ZeRO-3 'index 0 is out of bounds' failure during BERT initialization.", "canonical_pr_reason": null, - "best_issue_reason": "45800 is the most actionable and specific issue overall, with the cleanest version-scoped title and the strongest fit for being the representative duplicate target.", + "best_issue_reason": "issue:43596 is the best overall issue anchor here because it is the most specific member of the clearest duplicate pair; the rest of the cluster is too mixed to serve as one unified canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model/config failure vs streaming API failure; not the same bug." + "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and platforms; AMD GPU failure is unrelated to the MPS Int histogram error." + "reason": "Unrelated backend issues: AMD GPU failure vs MPS histogram not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Vision/text dtype mismatch vs AMD GPU issue; unrelated." + "reason": "Different problems: image dtype mismatch vs AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime path; both mention errors, but not the same underlying bug." + "reason": "Autocast dtype mismatch and AMD GPU failure are different code-path issues." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Generic model failure vs official example breakage; unrelated." + "reason": "Different models and failures; only broad hardware/runtime overlap." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures; not mergeable as one fix." + "reason": "GPT-OSS AMD GPU issue is unrelated to GraniteMoE invalid method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export failure; unrelated." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT export issue vs Qwen3Moe FP8 config failure; unrelated." + "reason": "Different models and failure modes: ONNX export vs FineGrainedFP8Config." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Qwen3 device-map CUDA assert is unrelated to ModernBERT ONNX export." + "reason": "ONNX export issue is not the same as Qwen3 auto device-map cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs outdated RAG examples; different problems." + "reason": "Table QA crash and RAG docs are not the same bug/change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ImportError for GenerationMixin vs ONNX export failure; unrelated." + "reason": "Model export failure vs GenerationMixin import error are distinct." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they concern different removed topics and commands." + "reason": "Both are docs regressions, but they concern different removed features." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking vs remote-code resume issue; unrelated." + "reason": "TRL embedding unpacking and resume/trust-remote-code are different training issues." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Remote-code resume bug vs YOLO multi-GPU device-map failure; unrelated." + "reason": "Resume-training issue and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape mismatch vs Gemma4 device-mismatch forward failure; unrelated." + "reason": "Mask shape mismatch is not the same as Gemma4 device-mismatch during forward." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Zero-3 Bert index error vs generic mask-shape mismatch; not the same concrete failure." + "reason": "Zero-3 BERT init error and mask/tensor shape mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Zero-3 Bert index error vs remote-code resume issue; unrelated." + "reason": "No shared underlying bug beyond both involving model loading/training." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Generic mask-shape mismatch vs Bert Zero-3 index error; unrelated." + "reason": "Different failure signatures; one is ZeRO-3 init index error, the other a shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask mismatch vs Qwen3.5 video token mismatch; unrelated." + "reason": "Mask indexing error and Qwen3.5 video token/feature mismatch are different." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Remote-code resume bug vs official example breakage; unrelated." + "reason": "Unrelated training-resume issue vs Nemotron example breakage." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape mismatch vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "Mask shape mismatch is not the same as GPT-OSS tensor-parallel failure." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration bug vs remote-code resume issue; unrelated." + "reason": "Video input StopIteration and model-resume/trust-remote-code are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug vs ModernBERT ONNX export; unrelated." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed-related failures; collective mismatch is not the same as index-out-of-bounds." + "reason": "Different ZeRO-3 symptoms and different models; not enough to treat as one bug." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure on BertModel; these are duplicate reports of the same bug." + "reason": "Same ZeRO-3 'index 0 is out of bounds' failure during BERT initialization; these look like the same bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization bug vs LoRA merge/save/reload mismatch; unrelated." + "reason": "Different problems: detokenization regression vs LoRA merge/save mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime failure vs LoRA model-output mismatch; unrelated." + "reason": "Qwen-3 NVFP4 runtime error and LoRA merge/save inconsistency are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor bug for Voxtral vs remote-code model_class/config_class error; unrelated." + "reason": "Processor failure and remote-code config_class AttributeError are different code paths." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-shape error vs collective mismatch; different failure modes." + "reason": "DeepSpeed training weight-shape error and collective mismatch are not the same bug." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch vs YOLO multi-GPU device-map failure; unrelated." + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP checkpoint recompute mismatch vs generic mask-shape mismatch; unrelated." + "reason": "Activation-checkpointing/FSDP tensor-size mismatch is not the same as mask-shape indexing error." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram Int error vs YOLO multi-GPU device-map failure; unrelated." + "reason": "MPS MoE histogram error and YOLO device-map auto failure are unrelated." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same module family, but CPU-offload incompatibility and uninitialized-memory after materialization are different bugs." + "reason": "Same component family, but different concrete failures: CPU offload incompatibility vs uninitialized-memory read after materialization." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch vs unexpected compute_loss argument; unrelated." + "reason": "Activation-checkpointing mismatch and custom trainer loss-signature mismatch are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert Zero-3 index error vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "ZeRO-3 BERT init error and GPT-OSS tensor-parallel issue do not share the same bug." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Bert Zero-3 index error vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "Different model/backend failures; only both mention distributed execution." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method; unrelated." + "reason": "Dtype mismatch in Mistral-3 is unrelated to GraniteMoE invalid method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 runtime issue vs GPT-OSS AMD GPU issue; unrelated." + "reason": "Qwen-3 NVFP4 runtime failure and AMD GPU failure are different bugs." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Reverse embedding lookup regression vs video feature/token mismatch; unrelated." + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding-window attribute error vs Mistral regex patch crash; unrelated." + "reason": "Gemma3 config attribute error with vLLM and Mistral regex patch crash are different issues." }, { "left": "issue:45800", "right": "issue:46515", - "accept": true, - "reason": "Same underlying torch-version incompatibility report; 46515 is the vaguer duplicate of 45800." + "accept": false, + "reason": "Both mention torch 2.4.1, but the reports are too generic to prove the same concrete bug." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device mismatch vs expensive reverse embedding lookup; unrelated." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP checkpointing mismatch vs Qwen3 device-map assert; unrelated." + "reason": "Device mismatch in Gemma4 PLE and expensive reverse embedding lookup are different failures." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility vs Qwen NVFP4 runtime bug; unrelated." + "reason": "Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime error are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi-tiny-MoE autocast mismatch vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are not the same underlying bug." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing error vs Mistral-3 image dtype mismatch; different code paths." + "reason": "Torch dynamo grouped_mm tracing failure and image dtype mismatch are different issues." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Phi-tiny-MoE autocast mismatch vs Qwen NVFP4 runtime bug; unrelated." + "reason": "Different model/runtime failures; same broad numerical area only." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 dtype mismatch vs MPS histogram Int error; unrelated." + "reason": "Mistral-3 dtype mismatch and MPS histogram-not-implemented are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method vs MPS histogram Int error; unrelated." + "reason": "Invalid method call in GraniteMoEHybrid is not the same as the MPS MoE histogram error." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen NVFP4 runtime bug vs TRL SFT embedding unpacking bug; unrelated." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL SFT embedding unpacking vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "Qwen-3 NVFP4 runtime error and TRL SFT embedding unpacking are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy call vs TRL SFT embedding unpacking; unrelated." + "reason": "Liger Kernel cross-entropy call and Qwen3.5 embedding unpacking are different issues." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are Zero-3 index-out-of-bounds reports, but Gemma3 and Bert load paths differ enough that this is not a safe duplicate." + "reason": "Both are ZeRO-3 index errors, but on different models and not clearly the same concrete failure." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Docs mention different removed v5 features; same cleanup theme, but not the same concrete issue." + "reason": "Different docs regressions: pipeline task references vs run command references." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Phi-tiny-MoE autocast mismatch vs MPS histogram Int error; unrelated." + "reason": "Autocast dtype mismatch and MPS histogram-not-implemented are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy call vs Phi-tiny-MoE autocast mismatch; unrelated." + "reason": "Liger Kernel cross-entropy call and autocast dtype mismatch are different bugs." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch vs compute_loss signature change; unrelated." + "reason": "DeepSpeed collective mismatch and custom trainer signature error are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing mismatch vs GenerationMixin import error; unrelated." + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import failure are different issues." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU issue vs outdated RAG examples; unrelated." + "reason": "AMD GPU model failure and RAG docs issues are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy call vs generic mask-shape mismatch; unrelated." + "reason": "Liger Kernel cross-entropy call and tensor mask shape mismatch are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the conservative rejections fit the available titles/similarity cues. The two accepted pairs are well-supported: 45800/46515 are clearly the same torch 2.4.1 incompatibility report, and 43596/43638 are both the same DeepSpeed ZeRO-3 Bert index-out-of-bounds failure. I did not see any soft-edge verdicts that overclaim duplicate status." + "feedback": "The summary is grounded in the packet and stays conservative. The canonical issue choice is supported by the strongest duplicate-looking pair (43596/43638), and the soft-edge rejections do not overclaim sameness from weak thematic overlap. No PR-pair mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -549,7 +537,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:36010", "issue:39290", @@ -607,8 +595,8 @@ "issue:41762|issue:43596", "issue:39290|issue:41720", "issue:43901|issue:44512", - "issue:44589|issue:46304", "issue:45237|issue:45901", + "issue:44589|issue:46304", "issue:43039|issue:44560", "issue:45823|issue:46294", "issue:44841|issue:45823", @@ -617,9 +605,9 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:43872|issue:46304", "issue:44292|issue:46015", "issue:43866|issue:44863", + "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", @@ -644,292 +632,280 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "6e6d6b15bb6b0eec67bda3530bc1340b9771fb0f84c27b9e68437af7415c1220", + "prepared_review_unit_hash": "d849ad98a21f82be3c2ef362e4b7a7e2cf3345df4f085c7fe84a29e86f134f7c", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40041, - "estimated_input_tokens": 10011, - "estimated_eval_tokens": 20278 + "serialized_chars": 40037, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-load, tokenizer, docs, device-mapping, and runtime failures. Only two soft edges look like true duplicates based on the same underlying regression surface.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45920 is the strongest representative if one must pick a canonical issue: it captures a broad tokenizer regression affecting multiple model families, whereas most other items are unrelated single-model or environment-specific failures.", + "summary": "This set is mostly heterogeneous, but it contains two real duplicate-like threads: a broad v5 tokenizer regression (45812/45920) and a shared ZeRO-3 load-time IndexError pattern (41762/43596). The rest are only topical similarities and should remain separate.", + "confidence": 0.79, + "canonical_issue_reason": "There is no single canonical issue for the whole cluster; most items are unrelated model-specific bugs, docs issues, or environment incompatibilities.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best global issue candidate because it is broad, high-signal, and clearly regression-oriented; it is more representative than the narrower model-specific reports in this set.", + "best_issue_reason": "If one issue must stand in as the representative, 45812 is the best fit because it captures the broad tokenizer regression thread and has the strongest duplicate companion in 45920.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different problems: torch/version incompatibility versus distributed-build support under USE_DISTRIBUTED=0." + "reason": "Different incompatibilities: torch version support vs USE_DISTRIBUTED=0 breakage." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "One is a vLLM model-load failure; the other is a PyTorch distributed build compatibility issue." + "reason": "Different failures: vLLM model loading vs distributed build/runtime support." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Both are load-time failures, but for different models and different failure modes." + "reason": "Different models and causes: corrupted checkpoint vs missing weight loading." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same ZeRO-3/empty-shard style index-out-of-bounds failure during model loading." + "reason": "Both are ZeRO-3 load-time IndexErrors with the same empty-tensor/index-0 failure pattern, likely the same shared bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error versus Qwen3 auto device-map CUDA assert; not the same bug." + "reason": "Missing config metadata in one case vs CUDA assert during auto device mapping in the other." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Separate documentation problems with different APIs and different broken references." + "reason": "Both are docs issues, but they cover unrelated documentation mismatches." }, { - "left": "issue:44589", - "right": "issue:46304", + "left": "issue:45237", + "right": "issue:45901", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the distributed support regression." + "reason": "Unrelated subsystems: AMD GPU support vs table QA task crash." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:44589", + "right": "issue:46304", "accept": false, - "reason": "AMD GPU execution failure and table QA crash are unrelated." + "reason": "Float8 storage lookup failure is unrelated to USE_DISTRIBUTED=0 support breakage." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy routing and Qwen3-VL video StopIteration are different code paths." + "reason": "Different code paths: Liger cross-entropy routing vs video StopIteration in chat templating." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-mapping mismatch and video token/feature mismatch are different multimodal bugs." + "reason": "Device-mismatch forward error vs video feature/token mismatch are different bugs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device mismatch." + "reason": "Processor failure vs device-map forward mismatch; not the same underlying defect." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression versus outdated RAG docs." + "reason": "Detokenization regression vs outdated RAG docs are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption/load issue is not the same as NVFP4 compatibility for DiffusionGemma." + "reason": "Both are model-related, but the checkpoint/corruption problem is different from NVFP4 compatibility." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to a docs example update." + "reason": "Checkpoint loading bug vs documentation issue; unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage is a different regression from USE_DISTRIBUTED=0 support." + "reason": "Remote-code regression is unrelated to the USE_DISTRIBUTED=0 torch support break." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both describe the same v5 AutoTokenizer token-id regression, with 45920 broadening the affected model list." - }, - { - "left": "issue:43872", - "right": "issue:46304", - "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to distributed-build support." + "reason": "Same underlying tokenizer regression: wrong token IDs across multiple models after v4\u2192v5." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime failure and docs RAG issues are unrelated." + "reason": "Model execution failure vs RAG documentation issue." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model families and different load failures; not a duplicate." + "reason": "Both are loading failures, but the model-specific causes are different." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes API incompatibility is unrelated to distributed support breakage." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but one is a missing config attribute and the other is a Qwen3-MoE model issue; too different to merge." + "reason": "Both mention sliding_window, but one is a missing config field and the other is a Qwen3-MoE issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors, but the shapes, trigger, and model/setup context differ." + "reason": "Both are ZeRO-3-related IndexErrors, but the signatures and model setups differ enough to keep separate." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/runtime failure and table-question-answering crash are unrelated." + "reason": "Whisper run failure vs table QA crash; unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash test loading issue is not the same as Ovis2 checkpoint corruption." + "reason": "Unit-test load failure for one model vs corrupted checkpoint for another." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig-field break are separate compatibility regressions." + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig regression are different issues." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper failure and pydantic model break are unrelated." - }, - { - "left": "issue:43975", - "right": "issue:45901", - "accept": false, - "reason": "Tokenizer detokenization regression does not match the table QA crash." + "reason": "Whisper failure vs pydantic regression; unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5/chat surfaces, but the reported failures are different enough that they do not look like the same bug." + "reason": "Same model family, but different APIs and failure modes; not one concrete bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 model-init index error and torch-version incompatibility are unrelated." + "reason": "Zero-3 load-time IndexError is unrelated to the torch/transformers version incompatibility." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral tracing grouped_mm failure is unrelated to YOLO multi-GPU device-map failure." + "reason": "Grouped_mm tracing error vs multi-GPU device-map failure are different code paths." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 execution failure and table QA crash are unrelated." + "reason": "Qwen NVFP4 runtime failure vs table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 config/sliding-window issue and Gemma4 device mismatch are different model bugs." + "reason": "Different model families and error surfaces." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat/completions streaming failure and MPS histogram-not-implemented error are unrelated." + "reason": "Chat streaming API failure vs MPS histogram kernel limitation are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding-window config problems." + "reason": "Import/export issue vs config attribute mismatch; not the same bug." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing failure is not the same as the MPS int histogram error." + "reason": "Grouped_mm tracing failure vs MPS histogram int kernel limitation." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime issues." + "reason": "Both involve MoE/dtype wording, but the execution paths and errors differ." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and non-template-node compile error are unrelated." + "reason": "Processor failure vs template compilation error; unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are different bugs." + "reason": "Different architectures and failures: invalid method call vs multi-GPU device-map issue." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "lm_head weight-tying issue and Ovis2 checkpoint corruption are unrelated." - }, - { - "left": "issue:41093", - "right": "issue:41762", - "accept": false, - "reason": "Both are index-related, but they occur in different model-loading paths and have different symptoms." + "reason": "Weight-tying bug vs corrupted checkpoint." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback blockage and remote-code config_class failure are separate issues." + "reason": "Flash-attn fallback gating and remote-code config_class errors are different subsystems." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and pydantic PretrainedConfig-field break are unrelated." + "reason": "StableLm config field regression vs pydantic PretrainedConfig regression." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility and Gemma4 device mismatch are unrelated." + "reason": "Version incompatibility vs Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and the two accepted soft edges are conservative. The 45812\u219445920 match is well supported by the titles, and 41762\u219443596 is a cautious same-failure-mode call rather than an overclaim. No obvious overstatement in the remaining rejections." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted soft edges (45812/45920 and 41762/43596) are supported by closely matching failure surfaces and titles, while the rejected pairs are framed as separate bugs without overclaiming duplicates. No PR-mergeability issue is present here." }, "evaluator_used": true, "retried": false, @@ -948,7 +924,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:39186", "issue:40990", @@ -1031,14 +1007,14 @@ "issue:45183|issue:46463", "issue:44863|issue:45005" ], - "prepared_review_unit_hash": "adcc3fa3539f5cd795e0466293d41153812d0ae26d51a29067bfef7f914f4554", + "prepared_review_unit_hash": "7a0ffa78d9f6d50dd98e1bc8676b0e08c344238748ace9730ddd95c2bfa57499", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 47, @@ -1053,90 +1029,90 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous bundle of Transformers bug reports. I only see two likely duplicate pairs: the input-validation error-message reports and the Qwen video-input regression reports; the rest look distinct.", - "confidence": 0.67, - "canonical_issue_reason": null, + "summary": "This is a mixed cluster of mostly unrelated bug reports spanning model loading, multimodal/video preprocessing, quantization, and v5 regressions. I only see two soft edges that look like true duplicates: one around Qwen3.5 video-input regression, and one around input-validation error messaging.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44479 is the best anchor: it describes a concrete v5.3.0 video-input regression affecting several Qwen multimodal variants, and it has a close specific duplicate in 46294.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best broad representative of the repeated remote_code/custom-module loading regression theme, but it still does not subsume the unrelated indexing, multimodal, quantization, and docs reports in this set.", + "best_issue_reason": "44479 is the most suitable representative issue because it is broad, actionable, and tied to a clear regression with multiple affected model variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different failures and model families: PaddleOCR-VL load error vs GGUF gpt-oss support." + "reason": "Different bugs: PaddleOCR-VL loading in vLLM vs adding GGUF support for gpt-oss." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are IndexError-shaped, but they describe different code paths and different model/training setups." + "reason": "Both are shape/index failures, but the reported code paths differ: mask/tensor mismatch vs TRL SFT unpacking of embeddings." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing failure in Mixtral is unrelated to GPT-OSS tensor-parallel support." + "reason": "Different MoE problems: grouped_mm tracing failure in Mixtral vs tensor-parallel support for GPT-OSS." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different bug from Qwen3.5 streaming inference failure." + "reason": "Autocast dtype mismatch and streaming chat/completions failure are distinct symptoms and likely separate paths." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss architecture support and Qwen3.5 streaming inference are separate issues." + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Init-empty-weights/_is_hf_initialized type error is unrelated to the PretrainedConfig pydantic breakage." + "reason": "init_empty_weights argument handling and PretrainedConfig/pydantic breakage are different compatibility issues." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM from reserved-memory growth is not the same as tied-weights handling on translation models." + "reason": "Memory/OOM regression under int4 quantization is not the same as tied-weights behavior in translation models." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is a different bug from the PretrainedConfig field regression." + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but the mask-length mismatch and ZeRO-3 empty-tensor error are different root causes." + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 init out-of-bounds issue." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image-preprocessor dtype mismatch and video token/feature mismatch are related only at a high level, not the same bug." + "reason": "Both involve multimodal inputs, but one is an image-preprocessor dtype mismatch and the other is video token/feature count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage and torch/transformers version incompatibility are different categories of failure." + "reason": "Remote-code model breakage and torch/transformers version incompatibility are separate problems." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both point to the same Qwen3.5 video-input regression: the broad v5.3.0 report and the concrete Qwen3.5-9B apply_chat_template mismatch look like the same underlying bug." + "reason": "These describe the same Qwen3.5 video-input regression: the broad v5.3.0 report and a specific apply_chat_template/video-token mismatch reproduction." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 quality/embedding complaints are too vague versus the specific AutoModel/pipeline nonsense-output bug." + "reason": "Same model family, but one is about poorer embeddings and the other about nonsensical AutoModel/pipeline outputs; not enough to prove one bug." }, { "left": "issue:46468", @@ -1148,109 +1124,109 @@ "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 init index error and trust_remote_code resume failure are different loading/training paths." + "reason": "ZeRO-3 init indexing and resuming training with trust_remote_code are different failure modes." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized rotary embedding memory reads are separate model-initialization bugs." + "reason": "Composite-config unwrapping and uninitialized rotary inv_freq after materialization are different issues." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issues and remote-code config_class errors do not share the same underlying code path." + "reason": "Flash Attention 2 problem and remote-code config_class AttributeError are distinct." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image-preprocessor dtype mismatch is not the same as TRL unpacking input-embeddings failure." + "reason": "Different multimodal/training paths: dtype mismatch in image preprocessing vs TRL SFT embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape error and TRL input-embedding unpacking are different failures." + "reason": "FSDP 2-D weight error and TRL input-embedding unpacking are unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." + "reason": "Custom models in notebooks and flash-attn2 fallback checks are separate regressions." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and the GLM5 issue are unrelated model reports." + "reason": "High perplexity on gpt-oss and GLM5 are different model-specific reports." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve trust_remote_code/custom-module loading, but one is a leaf-directory cache collision and the other is a save/load wrong-module report; not clearly the same bug." + "reason": "Both involve custom/remote-code loading, but one is a leaf-directory cache collision and the other is loading the wrong module after save_pretrained; not the same concrete bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config on Qwen3Moe and flash-attn2 fallback blocking are unrelated configuration paths." + "reason": "FineGrainedFP8Config failure and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head weights in Mistral3 are not the same as translation-model tied-weights regression." + "reason": "Both mention tied weights, but they affect different model families and likely different code paths." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion and docs about the removed run command are unrelated." + "reason": "DSA indexer implementation detail vs docs typo are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading/OOM and tied-weights translation issues are different bugs." + "reason": "Quantization offloading behavior and tied-weights handling are different bugs." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is not the same as outdated docs referencing a removed command." + "reason": "Cache-strategy typo and removed-run-command documentation are unrelated documentation issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache on Qwen3.5 and tied-weights translation models are unrelated." + "reason": "PagedAttentionCache crash on Qwen3.5 and tied weights in translation models are different issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL SFT input-embedding unpacking and GraniteMoEHybrid invalid-method calls are different code paths." + "reason": "Input-embedding unpacking in TRL and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Both are about input_ids/inputs_embeds validation producing incorrect error handling; 46463 looks like the T5-specific instance of the broader XOR-validation bug." + "reason": "Both center on input-validation logic producing wrong/misleading errors; 46463 looks like a T5-specific instance of the broader XOR validation bug." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and tied-weights translation regressions are unrelated." + "reason": "NemotronH checkpoint loading and tied-weights regressions are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative about the heterogeneous bundle, and the two accepted duplicate pairs are plausibly the same underlying bugs rather than overreaches. The false-pair rejections also read cautious and consistent with the packet." + "feedback": "Grounded overall: the cluster is indeed mostly heterogeneous, and the accepted Qwen3.5 video-input pair (44479/46294) is well supported by the titles. The input-validation pair (45183/46463) is also a reasonable conservative duplicate call based on the shared error-message/validation theme. The rejected pairs are generally cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -1269,7 +1245,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:24643", "issue:28530", @@ -1351,20 +1327,20 @@ "issue:45685|issue:45823", "issue:45081|issue:45399" ], - "prepared_review_unit_hash": "179feae4d5fcbff3bc0b71af86e678bc73b8ec07ea0dacdcff3e22bab7d76a84", + "prepared_review_unit_hash": "2cbc03a02cd1dc9da6b36ba8563162b26b109fa1960ec8c6dbef8595daf27594", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36503, + "serialized_chars": 36502, "estimated_input_tokens": 9126, "estimated_eval_tokens": 18508 }, @@ -1373,198 +1349,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicates are the non-persistent buffer corruption reports, plus a separate cache-length tensor regression and a Gemma4 quantized embedder casting bug.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #43950 is the clearest, most concrete statement of the non-persistent-buffer regression: it names the affected API (`from_pretrained`) and the failure mode (silent corruption of `register_buffer(persistent=False)` state).", + "summary": "The cluster is mostly heterogeneous, with only a few true duplicate pairs. The clearest duplicate subclusters are non-persistent buffer corruption, SigLIP2 implementation mismatch, cache.get_seq_length() returning a tensor, and Gemma4 quantized embedder dtype casting.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue covers the whole cluster; 43950 is the best canonical anchor because it is a clear, regression-focused report with a direct duplicate (44534) and a broad enough title to represent its subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43950 is the best representative issue overall because it is precise, root-cause oriented, and broad enough to subsume the near-duplicate buffer-regression reports.", + "best_issue_reason": "43950 is the strongest global issue target among these items: concrete, clearly bug-shaped, and backed by a near-identical duplicate, while most other items belong to separate bug families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are tokenizer/model loading failures, but they concern different models and different failure modes; not the same bug." + "reason": "Different bugs and different model paths; both are tokenizer/runtime failures but not the same underlying issue." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder v1 output corruption and the other is CodeLlama leading-space round-trip loss; different underlying issues." + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 doc-example errors versus worse text embeddings are related only at the model family level, not the same concrete bug." + "reason": "Docs/example errors vs a model quality/discrepancy report; not the same bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same Transformers v5 regression where non-persistent buffers are filled/corrupted with junk during loading." + "reason": "Same regression: v5 corrupts non-persistent buffers; 44534 is essentially the same bug described more succinctly." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated errors: custom trainer loss signature mismatch versus Gemma3 DeepSpeed ZeRO-3 loading failure." + "reason": "Unrelated failures: custom compute_loss signature mismatch vs DeepSpeed ZeRO-3 load-time index error." }, { - "left": "issue:43644", + "left": "issue:43643", "right": "issue:43950", - "accept": true, - "reason": "Same underlying regression: Transformers 5.x corrupts non-persistent buffers on load." + "accept": false, + "reason": "Remote-code config loading bug vs non-persistent buffer corruption; different code paths." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities affecting different code paths and error types." + "reason": "Different backend incompatibilities and different exception classes; not the same change or bug." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "These describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is essentially a follow-up/duplicate." + "reason": "Same Gemma4 quantized embedder dtype-casting bug; 46932 is a follow-up/duplicate of the same issue." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both mention dtype/attention issues, but the concrete failures are different models and different mechanisms." + "reason": "Different model-specific numerical/dtype issues with different triggers and symptoms." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a SigLIP2 embedding quality regression; the other is a tokenizer behavior change across versions." + "reason": "SigLIP2 embedding-quality discrepancy vs a broad tokenization-change report; not the same bug." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer regressions, but they affect different model families and likely different root causes." + "reason": "Related tokenizer regressions, but the affected models and concrete failure modes differ enough that they should stay separate." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Different SigLIP2 problems: zero probabilities versus text embedding quality degradation." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is text embedding quality; not clearly the same root cause." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache API contract bug: `get_seq_length()` returns a tensor instead of an int, breaking downstream slice arithmetic." + "reason": "Same underlying bug: get_seq_length() returns a tensor instead of a plain int, breaking downstream cache arithmetic." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve buffer/materialization problems, but one is non-persistent buffer corruption and the other is uninitialized `inv_freq` after `to_empty`; not the same bug." + "reason": "Both involve buffer state, but one is a general from_pretrained regression and the other is a model-specific to_empty materialization issue." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both are about SigLIP2, but one is low quality embeddings and the other is HF vs JAX implementation discrepancy." + "accept": true, + "reason": "Same SigLIP2 discrepancy family; one reports degraded text embeddings, the other compares HF vs JAX implementations." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 MoE issues: flash-attention packed-sequence misinterpretation versus CPU-offload incompatibility in rotary embedding." + "reason": "Different Qwen3.5 failures: flash-attn packed-sequence misinterpretation vs CPU-offload incompatibility." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training/memory regressions: LoRA gradient checkpointing ineffective versus int4 quantization reserved-memory OOM." + "reason": "Gradient checkpointing/LoRA behavior vs int4 quantization memory growth; different bugs." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different Gemma/Qwen materialization bugs with distinct failing code paths and symptoms." + "reason": "Different model subsystems and failure mechanisms; one is FSDP2 shared_kv_states rebuilding, the other is buffer materialization." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise versus a specific model loading failure; no shared underlying bug is evident." + "reason": "Generic loading noise vs a specific model load failure; not the same issue." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely unrelated training/DeepSpeed error versus early-stopping metric lookup behavior." + "reason": "Training with DeepSpeed weight-shape error vs early-stopping metric lookup; unrelated." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different tokenizer-loading regressions: DeepSeek-Coder detokenization versus flash_attn import lookup on Python 3.13." + "reason": "Tokenizer detokenization bug vs import_utils flash_attn key error; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention loading problems, but one is logging noise and the other is a specific tokenizer/model load failure." + "reason": "Both are loading-related, but one is noise/warnings and the other is a concrete model-load failure." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different failures: bad AutoTokenizer error message for Voxtral versus missing `all_tied_weights_keys` on Molmo." + "reason": "Bad AutoTokenizer error message vs missing all_tied_weights_keys attribute; different code paths." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "`trust_remote_code` missing fields is a specific symptom; the other is a broader umbrella report about remote-code breakage." + "reason": "45020 is a broad umbrella about remote_code breakage, but 43643 is a specific config-return-shape bug and not clearly the same root cause." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different models and mechanisms: Gemma3 ZeRO-3 loading failure versus Qwen3Moe FP8 config failure." + "reason": "Different model/config incompatibilities and different exception surfaces." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both involve training efficiency, but one is LoRA checkpointing and the other is Qwen3 MoE memory usage; not the same bug." + "reason": "Different performance issues: ineffective checkpointing vs MoE memory inefficiency." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + "reason": "Tokenizer load failure vs flash-attn fallback gating; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import/export API issue versus bitsandbytes parameter-construction incompatibility; unrelated." + "reason": "Different incompatibilities: missing Qwen2.5-VL export vs bitsandbytes Int8Params constructor change." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS MoE histogram kernel error versus Gemma4 PLE device mismatch; different subsystems and failures." + "reason": "MPS histogram kernel limitation vs Gemma4 device placement mismatch; unrelated." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash versus flash-attn fallback selection; unrelated code paths." + "reason": "Tokenizer regex patch crash vs flash-attn fallback checks; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate calls are well-supported by the titles and descriptions, especially the non-persistent buffer regression cluster, the cache-length contract bug, and the Gemma4 quantized embedder casting issue. The false pairs also read as cautious rather than overreaching." + "feedback": "The summary is grounded in the packet and the pairwise calls are generally conservative. The selected canonical anchor (43950) is defensible, and the accepted duplicate/near-duplicate pairs are supported by the issue titles. I don\u2019t see a clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -1583,7 +1559,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:24643", "issue:30064", @@ -1642,35 +1618,35 @@ "issue:45020|issue:45356", "issue:42491|issue:44368", "issue:43881|issue:43883", - "issue:45715|issue:46315", "issue:43872|issue:46869", + "issue:45715|issue:46315", "issue:45759|issue:46661", "issue:43872|issue:44291", "issue:43827|issue:44509", - "issue:45020|issue:46661", "issue:45488|issue:46489", + "issue:45020|issue:46661", "issue:43404|issue:43950", "issue:46894|issue:46897", - "issue:43257|issue:45305", "issue:43792|issue:44220", + "issue:43257|issue:45305", "issue:36331|issue:41093", "issue:42947|issue:45923", "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:24643|issue:30064", - "issue:44479|issue:44560", "issue:44928|issue:45588", + "issue:44479|issue:44560", "issue:41093|issue:44805", "issue:41553|issue:44991" ], - "prepared_review_unit_hash": "eff673fe9a9ddc520f6f7df95e24ec8b2fc7f147d7b5ad37308781a7012110e0", + "prepared_review_unit_hash": "5bf88baecb59abf749bed6d31209f93335c432b193895ef512416129382296d5", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 47, @@ -1685,186 +1661,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of separate Transformers issues with a few clear duplicate pairs. The strongest true duplicates are the v5 docs pipeline-removal reports, the `_is_hf_initialized` loading regression reports, the same mask-shape IndexError reports, and the training-loss double-shift reports. The rest are only loosely related by model family or subsystem and should stay separate.", + "summary": "This cluster is mostly a loose topical mix of unrelated model-loading, tokenizer, DeepSpeed, and audio/video regressions. Only a few soft pairs look like true duplicates: the docs pipeline removal issue, the bitsandbytes `_is_hf_initialized` incompatibility, the DeepSeek/tokenizer regression, the Whisper/fbank failure, and the Qwen VL video regression.", "confidence": 0.84, - "canonical_issue_reason": "Issue 46894 is the most connected and clearly scoped tracker among the duplicate-like items: it has the highest reference activity here and explicitly identifies the training-loss double-shift regression, with 46897 reading as the same bug on another model.", + "canonical_issue_reason": "issue:43872 is the best canonical issue here: it is a concrete, well-scoped regression with clear duplicate evidence (44291) and a straightforward compatibility fix path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46894 is the best representative issue in this set because it is specific, actively referenced, and already framed as the underlying bug pattern rather than just a one-off symptom.", + "best_issue_reason": "issue:43872 is the strongest single representative issue in this set because it has a precise failure mode, good discussion signal, and the cleanest duplicate relationship among the accepted pairs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different failures and model families; one is a Qwen3-VL weight_only load error, the other is a generic GLM5 report." + "reason": "Different model families and failure modes; both are loading problems, but not the same concrete bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading complaints, but they target different models and different failure modes; too broad to call duplicates." + "reason": "Both are loading-related, but one is a tokenizer error message issue and the other is a model loading failure for a different architecture." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regressions and a Gemma4 device-mismatch bug are unrelated concrete code paths." + "reason": "One is a remote-code regression, the other is a device-mapping forward mismatch; too different to be the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "One is an add-new-model-like tokenizer-mapping edge case; the other is a broad remote_code regression." + "reason": "Tokenizer mapping edge case vs remote-code loading breakage; related area, but not the same underlying issue." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and device-map mismatch in Gemma4 PLE are not the same bug." + "reason": "Both mention model execution failures, but the dtype/autocast mismatch and device-map mismatch are distinct code paths." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code breakage and a Kimi tokenizer regression are distinct issues." + "reason": "Remote-code loading regressions and tokenizer codec handling are separate problems." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/LoRA, but one is a version-compatibility loading failure and the other is a warning about tied embeddings; not the same defect." + "reason": "LoRA checkpoint compatibility on branch changes is not the same as a warning about `tie_word_embeddings` configuration." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model failures with different missing attributes/errors; no clear shared code path." + "reason": "Different models and different missing attributes; no evidence of a shared root cause." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Both are tokenizer performance regressions, but they concern different conversion directions and likely different hot paths." + "reason": "Bitsandbytes init-argument incompatibility is unrelated to a YOLO multi-GPU device-map failure." }, { - "left": "issue:43872", - "right": "issue:46869", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "An `_is_hf_initialized` constructor regression and a YOLO multi-GPU device-map failure are unrelated." + "reason": "Both are tokenizer performance regressions, but one is `convert_ids_to_tokens` and the other is `convert_tokens_to_ids`; not the same bug." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve AutoModel behavior, but one is a config-unwrapping issue and the other is a remote-code config_class AttributeError." + "reason": "Both involve auto-model resolution, but one is `text_config` unwrapping and the other is remote-code `config_class` handling." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` incompatibility: both report unexpected-argument failures during model loading, just through different paths." + "reason": "Same compatibility bug: `init_empty_weights` / model loading hits the unexpected `_is_hf_initialized` argument on the same bitsandbytes path." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same v5 docs regression: obsolete pipeline task references that should have been removed together." - }, - { - "left": "issue:45020", - "right": "issue:46661", - "accept": false, - "reason": "Related only at a high level (remote-code loading); the concrete failures and fixes are different." + "reason": "Clear duplicate docs issue: both say removed v5 pipeline tasks are still referenced in documentation." }, { "left": "issue:45488", "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions in DeepSeek-related models, but the specific bug descriptions and code paths differ." + "accept": true, + "reason": "Both describe the same v5 tokenizer regression affecting DeepSeek-family tokenization behavior; the later report looks like a concrete manifestation of the same root cause." }, { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "A tied-weight bug in Mistral3 and a non-persistent buffer corruption regression are separate issues." + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same bitsandbytes/transformers loading incompatibility manifested through the newer `init_empty_weights` path." }, { - "left": "issue:46894", - "right": "issue:46897", + "left": "issue:43792", + "right": "issue:44220", "accept": true, - "reason": "Same training-loss double-shift bug pattern; only the affected model differs, so they can plausibly be merged into one fix." + "reason": "Both point to the same ASR front-end failure around `_torch_extract_fbank_features()` / Whisper audio feature extraction." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both use DeepSpeed, but one is a weight-loading/MoE conversion problem and the other is gradient averaging with GAS." - }, - { - "left": "issue:43792", - "right": "issue:44220", - "accept": false, - "reason": "Whisper runtime failure and _torch_extract_fbank_features() are plausibly related, but the available evidence is not enough to confirm the same bug." + "reason": "Both involve DeepSpeed, but one is about missing weight conversion and the other about gradient averaging under GAS." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Compute-loss signature mismatch and tensor mask shape mismatch are unrelated errors." + "reason": "Different runtime errors with unrelated mechanics: trainer loss signature vs mask/tensor shape mismatch." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective and missing gradient-checkpointing support flag are not the same concrete defect." + "reason": "LoRA gradient-checkpointing behavior and a missing capability flag on a remote-code model are not the same bug." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 loading failures, but the model families and missing-weight symptoms are different enough to keep separate." + "reason": "Both are Qwen DeepSpeed load failures, but the model variants and reported failure details are distinct." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures; no strong evidence of one root cause." + "reason": "Different model-loading failures for unrelated architectures." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dimension error and void-segmentation-map image processing are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": false, - "reason": "Both concern video/Qwen models, but one is a broad input regression and the other is a specific StopIteration failure." + "reason": "Completely unrelated: DeepSpeed training weight shape error vs segmentation-map preprocessing." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion and flash_attention sinkless-model crash are unrelated." + "reason": "Gradient explosion/SDPA fallback issue is unrelated to the flash-attention `s_aux=None` crash." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "44560 is a specific Qwen3-VL video `StopIteration` symptom under the broader v5.3.0 video-input regression already reported in 44479." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "These are the same mask/tensor shape mismatch error reported with the same symptom pattern, so they look like duplicate reports of one bug." + "accept": false, + "reason": "Same error wording, but no evidence they arise from the same indexed-tensor bug; likely separate reports." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading complaints, but the model names and failure modes differ; not a duplicate." + "reason": "Both are tokenizer-loading complaints, but they involve different models and different failure behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted pairs are well-supported duplicate/near-duplicate reports, and the rejected pairs generally differ by model family, failure mode, or code path without overstating similarity." + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted soft pairs are plausible duplicates or near-duplicates based on the titles, and the rejected pairs are framed cautiously without overclaiming shared root cause." }, "evaluator_used": true, "retried": false, @@ -1883,7 +1847,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:36010", "issue:38175", @@ -1944,8 +1908,8 @@ "issue:41553|issue:44488", "issue:43366|issue:44589", "issue:43638|issue:46515", - "issue:44155|issue:45584", "issue:45663|issue:45823", + "issue:44155|issue:45584", "issue:42915|issue:43957", "issue:43824|issue:43957", "issue:43716|issue:44560", @@ -1954,8 +1918,8 @@ "issue:43645|issue:43646", "issue:44560|issue:45685", "issue:44910|issue:46858", - "issue:36010|issue:42915", "issue:44560|issue:44918", + "issue:36010|issue:42915", "issue:43550|issue:44910", "issue:44683|issue:46515", "issue:45812|issue:46489", @@ -1967,249 +1931,250 @@ "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:45672|issue:46899", - "issue:43632|issue:45834" + "issue:43632|issue:45834", + "issue:44661|issue:44805" ], - "prepared_review_unit_hash": "a5c2c6ade534d99176d0cc1ec3a810a2964eaad9b1f64513df925752cc6debc3", + "prepared_review_unit_hash": "bf362bbbf872f91cf3f72a5bc3528204d320ad9a3ebcb7fdfa19a8c3f46c2008", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37398, - "estimated_input_tokens": 9350, - "estimated_eval_tokens": 18956 + "soft_pair_count": 35, + "serialized_chars": 37697, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only clearly duplicate-looking pair is the custom model initialization regression (43645/43646). Most other soft-similarity pairs share only a model family, subsystem, or broad symptom class, which is not enough to merge them conservatively.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 43646 is the best canonical issue because it states the broadest form of the shared custom-model initialization regression in Transformers v5, and 43645 looks like a narrower manifestation of the same bug.", + "summary": "This set is mostly heterogeneous. Only two soft edges look like true duplicates: the custom-model initialization regression (43645 \u2194 43646) and the Siglip2 inference regression (38175 \u2194 43994).", + "confidence": 0.92, + "canonical_issue_reason": "issue:43646 is the broadest clear duplicate target in the set: issue:43645 is just the Jupyter-notebook-specific variant of the same custom model initialization regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best global issue representative because it is broad enough to subsume the closely related custom model init report while staying concrete about the failing path.", + "best_issue_reason": "issue:43646 is the best canonical issue among the genuinely duplicated subset because it states the underlying regression more generally; the rest of the cluster is too mixed to share one root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and different failures; they are only loosely related by being model-specific bugs." + "reason": "Different model families and failure modes; not the same bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support and an autocast dtype mismatch are separate concrete problems." + "reason": "Unrelated issues: GGUF architecture support vs an autocast dtype mismatch." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different code paths and symptoms: PagedAttentionCache crash vs NemotronH checkpoint loading failure." + "reason": "Different Qwen/Nemotron loading problems with different symptoms and paths." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading-related, but they affect different models and different failure mechanisms." + "reason": "Both are load failures, but for different models and different root causes." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Same broad model family, but GGUF architecture support and sliding_window behavior are not the same bug." + "reason": "One is GGUF architecture support, the other is a sliding_window behavior issue." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "A ZeRO3/Bert index error is not the same as a torch-version incompatibility report." + "reason": "Bert/Deepspeed IndexError vs a generic torch-version incompatibility; not the same bug." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve position/rope concepts, but the model, trigger, and code path differ." + "reason": "Both involve Qwen internals, but one is VL rope indexing and the other is rotary embedding materialization." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Tokenizer/model loading is the shared area, but one is a bad error message and the other is a load failure for a different model." + "reason": "Different tokenizer/model-loading problems for different models and likely different code paths." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No shared concrete bug beyond both being runtime/model issues." + "reason": "GGUF support request vs a float8 storage type error; unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different underlying problems: ZeRO3/Bert index error versus torch-version incompatibility." + "reason": "Specific Deepspeed/Bert IndexError vs broad torch incompatibility; not the same issue." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "Both are audio-related, but the inferred embedding leak and empty-transcription failure are distinct." + "reason": "Same model family, but distinct bugs: shared_kv_states rebuild vs device-mismatch in PLE." }, { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Same model family, but FSDP2 shared_kv_states rebuild and device_map mismatch are different bugs." + "reason": "Different audio-generation bugs with different triggers and failure modes." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8Config failure and meta-device loading breakage are separate regressions." + "reason": "Different regression classes: FP8 config failure vs meta-device loading breakage." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "A missing import and a meta-device loading issue are different code paths." + "reason": "Import error for a specific class vs meta-device loading failures; unrelated." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and failure modes; no evidence they are the same bug." + "reason": "Different Qwen/Mistral-family bugs and different code paths." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and a long-OCR index error are unrelated." + "reason": "Non-persistent buffer corruption vs OCR long-input index error; unrelated." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." + "reason": "3d_parallel runtime issue vs GGUF architecture support; not the same bug." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both describe the same Transformers v5 custom model initialization regression; 43646 is the broader report." + "reason": "Same custom model initialization regression; 43645 is just the notebook-specific variant." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and failures: video StopIteration versus MPS histogram support." + "reason": "Qwen3-vl video StopIteration vs an MPS histogram/int error in MoE code." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/position handling, but they are different bugs with different triggers and backends." + "reason": "Both are cache/position-related, but one is Qwen3.5 flash-attn corruption and the other is static-cache slice arithmetic." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Importing GenerationMixin and a Qwen3Moe FP8 failure are unrelated." + "reason": "Both mention Qwen3.5/embeddings, but one is video StopIteration and the other is TRL unpacking failure." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3.5-related, but video StopIteration and embedding unpacking are different issues." + "reason": "Importing GenerationMixin and FP8 config issues are unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different architectures and failure modes: torch.compile SDPA issue versus FlashAttention position_ids bug." + "reason": "Different model-specific attention failures with different stack traces and causes." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both mention torch compatibility, but for different versions and different code paths." + "reason": "Different torch-version issues: compiled flex_attention on 2.9+ vs a general 2.4.1 incompatibility." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same bug." + "reason": "Both are tokenizer regressions, but for different model families and different failure mechanisms." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch is unrelated to a torch 2.4.1 incompatibility report." + "reason": "Gemma4 device mismatch is unrelated to the torch-version incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping bookkeeping and Gemma4 device placement are unrelated." + "reason": "Model-addition/config-mapping failure vs Gemma4 device placement bug; unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failure modes: video StopIteration versus mask shape mismatch." + "reason": "Different shape/indexing failures in different model paths; not a duplicate." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same model, but the packet only shows two different symptom reports; that is not enough to conservatively merge them as the same bug." + "accept": true, + "reason": "Same Siglip2 model regression; 43994 is the broader report covering AutoModel and pipeline." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they affect different models and do not clearly share the same failing path." + "reason": "Different config-validation failures for different models." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "A ZeRO3/Bert index error and tokenizer mapping logic failure are unrelated." + "reason": "Deepspeed/Bert IndexError vs tokenizer-mapping model-addition failure; unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Deepspeed/Bert index error and tokenizer mapping failure are different concrete bugs." + "reason": "Same as above: different failure mode and subsystem." }, { "left": "issue:45672", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4 multimodal issues, but the 4-bit finfo error and unsafe dtype cast are distinct." + "reason": "Both Gemma4-related, but one is uint8 torch.finfo in audio modules and the other is a broader multimodal embedders quantization bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "The _is_hf_initialized regression and the Kosmos2.5 OCR index error are unrelated." + "reason": "Different regressions: _is_hf_initialized flag vs OCR long-input indexing." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, and 43645/43646 is a solid duplicate-looking pair. However, the analyst overstates one soft-edge verdict: 38175/43994 is accepted on the basis of the same model and broad output pathology, but the packet only shows two different symptom reports for siglip2-base-patch16-224, not enough to conservatively call them the same bug. Because the task requires conservative soft-edge judgments, this should be rejected." + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The two accepted duplicate pairs are well supported by the titles, and the rest of the soft edges are rejected with appropriately narrow reasons. No obvious overstatement or unsafe merge of unrelated issues." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2225,7 +2190,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:38175", "issue:39692", @@ -2234,6 +2199,7 @@ "issue:42915", "issue:43257", "issue:43317", + "issue:43425", "issue:43644", "issue:43645", "issue:43708", @@ -2242,6 +2208,7 @@ "issue:43856", "issue:43873", "issue:43931", + "issue:43957", "issue:43994", "issue:44075", "issue:44164", @@ -2250,9 +2217,7 @@ "issue:44451", "issue:44488", "issue:44534", - "issue:44661", "issue:44756", - "issue:44805", "issue:44863", "issue:44960", "issue:44977", @@ -2277,19 +2242,18 @@ ], "soft_pairs": [ "issue:42491|issue:43720", - "issue:44661|issue:44805", "issue:43317|issue:44756", "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:41720|issue:42915", "issue:42915|issue:44756", "issue:42491|issue:45276", - "issue:44960|issue:44977", "issue:44451|issue:44488", + "issue:44960|issue:44977", "issue:44863|issue:46846", "issue:46459|issue:46512", - "issue:45313|issue:45357", "issue:45507|issue:46468", + "issue:45313|issue:45357", "issue:43644|issue:43645", "issue:44488|issue:44991", "issue:39692|issue:43994", @@ -2305,226 +2269,227 @@ "issue:46897|issue:46901", "issue:45276|issue:45335", "issue:45488|issue:45812", - "issue:45362|issue:45406" + "issue:45362|issue:45406", + "issue:43425|issue:43957" ], - "prepared_review_unit_hash": "5eaca2d713c1b01a59ec4b4c1c482c21bcfd4f4c6a39e90547216d183890f4df", + "prepared_review_unit_hash": "db8e74383f353ba584f355ea62d810ac1e98a3cfbfc7427b05d3b785f88bf229", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36033, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformers regressions, not one duplicate cluster. I only see two clear duplicate pairs: the v5 non-persistent-buffer corruption bug, and the resize_token_embeddings / output-embedding update regression. The rest are model- or subsystem-specific failures that do not look mergeable into the same fix.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45488 is the broadest, most user-facing concrete regression here: a silent tokenizer break in v5 with multiple inbound references and a clear failure mode, while the other items split into narrower or unrelated bugs.", + "summary": "These issues mostly cluster around broad Transformers regressions, but the packet does not provide enough evidence to call any soft pair a definite duplicate. I therefore treat the set conservatively: related in theme, but not the same underlying bug unless the concrete code path is clearer.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43644 is the best canonical representative because it describes a concrete, broad Transformers v5 regression affecting non-persistent buffers, but I am not treating it as a confirmed duplicate anchor here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the best single anchor for the set because it is open, well-referenced, and describes a concrete regression with wide model-family impact.", + "best_issue_reason": "issue:43644 is the strongest global issue candidate because it is broadly scoped and maps to a core runtime regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different model families and different failure paths: Qwen3 MoE LoRA loading vs BitNet packed-weight loading in accelerate." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Unrelated bugs: tokenizer-mapping handling vs a tensor mask shape mismatch in a model forward path." + "reason": "Both are Qwen3/MoE-related loading failures, but they describe different concrete problems: LoRA compatibility across hf4.x/hf5.x vs packed-weight unpacking during accelerate loading." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/offload pain, but one is dequantized-model device_map failure and the other is mmap OOM on Strix Halo; not the same bug." + "reason": "Different failure modes: device_map/offload load failure vs mmap causing OOM on Strix Halo. Same broad memory/loading area, but not the same bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is a docs-example model/processor mismatch plus quantization failure." + "reason": "Same model family, but one is zero probabilities in inference while the other is a documentation example with model/processor mismatch and quantization errors; not the same bug." }, { "left": "issue:43644", "right": "issue:44534", - "accept": true, - "reason": "Near-identical v5 regression about non-persistent buffers being filled with junk; same symptom and same fix surface." + "accept": false, + "reason": "The titles suggest a related Transformers v5 buffer-init regression, but the packet does not give enough concrete duplicate evidence to conclude they are the same underlying bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different concrete failures: auto device mapping cuda assert vs FineGrainedFP8Config loading on Qwen3MoE." + "reason": "Both mention Qwen3, but one is auto device mapping triggering cudaErrorAssert and the other is FineGrainedFP8Config failing on Qwen3Moe. Distinct code paths." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different subsystems and symptoms: FP8 config load failure vs mmap/OOM on Strix Halo." + "reason": "Unrelated problems: FP8 config failure on Qwen3Moe versus mmap/OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Both are Qwen/Gemma-adjacent model issues, but they concern different architectures and different bugs." + "reason": "Both involve Qwen3/MoE-ish loading-era issues only at a very high level; one is LoRA compatibility across branches, the other is resize_token_embeddings not updating Gemma4 embeddings." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "Different model stacks and different failure modes: GLM5 vs Qwen3.5 flash-attention generation." + "reason": "Same broad symptom of model loading failure, but the models and likely root causes differ; cannot treat as the same underlying bug." }, { - "left": "issue:44451", - "right": "issue:44488", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Both are model-loading failures, but the titles point to different models and no shared concrete code path is evident." + "reason": "GLM5 vs Qwen3.5 flash-attention generation failure are different model-specific issues." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different issues: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan omissions." + "reason": "NemotronH checkpoint loading failure and Qwen3.5 TP-plan missing linear_attn entries are unrelated." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Related to dtype/config handling, but one is composite-checkpoint loading and the other is from_config dtype staleness; not the same bug." + "reason": "Different API bugs: one ignores dtype when loading composite checkpoints, the other leaves config.dtype stale after from_config(dtype=...)." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Both involve Qwen3.5 save/load regressions, but one is DeepSpeed ZeRO-3 weight loading and the other is incorrect visual encoder keys on save_pretrained." + "reason": "Different problems in different models: GraniteMoEHybrid invalid method call vs a broken official Nemotron example." }, { - "left": "issue:45507", - "right": "issue:46468", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "Different model implementations and failures: GraniteMoEHybrid invalid method call vs broken Nemotron example." + "reason": "Both are Qwen3.5 regressions, but one is DeepSpeed ZeRO-3 loading language_model weights and the other is save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is a buffer-initialization corruption bug; the other is notebook/custom-model initialization behavior. No same bug." + "reason": "Both are Transformers 5 regressions, but one is buffer initialization corruption and the other is Jupyter notebook custom-model initialization; not the same bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but for different model families and likely different root causes." + "reason": "A model-loading failure for a specific model is not the same as a tokenizer-loading regression for a different model." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "SigLIP2-related, but docs-example errors vs inference producing nonsensical results are not the same concrete bug." + "reason": "SigLIP2 issues, but one is a broken docs example while the other is nonsensical inference results with AutoModel/pipeline; different root causes." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and code paths: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash unit-test loading." + "reason": "Both are loading/model-integration issues around Qwen3/GLM-style models, but the symptoms are different: deepspeed/accelerate conversion vs unit-test loading failure." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are memory/offload themed, but one is Qwen3 MoE training efficiency and the other is quantization/offloading behavior." + "reason": "Different performance/memory topics: inefficient Qwen3 MoE training memory use versus offloading not working as expected with quantization." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different model families and symptom scope; not the same loading or resize regression." + "reason": "LoRA cross-version incompatibility is not the same bug as resize_token_embeddings failing to update output_embeddings." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility is unrelated to the resize_token_embeddings output-embedding bug." + "reason": "Different model families and different code paths: Qwen3 MoE LoRA compatibility vs T5Gemma embedding resizing." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different load failures: unit-test loading for GLM-4.7-Flash vs weight-shape mismatch for Qwen3-VL-30B-A3B." + "reason": "Different models and failure modes: GLM-4.7 test loading issue versus Qwen3-VL weight-shape mismatch." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Training-resume step counting is unrelated to optimizer SGD arguments not being applied." + "reason": "Trainer checkpoint resume/max_steps bug and optimizer-argument handling are unrelated." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory OOM." + "reason": "Qwen3 MoE training-memory inefficiency is not the same as increased CUDA reserved memory under int4 quantization." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different models and storage/loading flows: GLM5 vs quantized sinq save/load corruption." + "reason": "GLM5 model issue and sinq save/load breakage are separate bugs." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/load extra_state handling and init_empty_weights _is_hf_initialized errors are distinct code paths." + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are distinct loading/saving bugs." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Same broad error pattern, but these are model-specific training-loss bugs in different implementations, not one clear shared issue." + "reason": "Both are training-loss shift bugs, but they are reported for different model implementations and do not obviously share the same concrete code path." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same underlying resize_token_embeddings regression: output embeddings / decoder embeddings are not updated in related model implementations." + "accept": false, + "reason": "Same general API area, but the affected model implementations differ (Gemma4 vs T5Gemma) and the missing updates are not identical." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different model families and stem from different tokenizer-path changes." + "reason": "Tokenizer regressions in v5, but different tokenizer classes, different model families, and different symptoms; too broad to treat as duplicates." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different crashes: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Different crashes: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading breakage are separate environment/runtime issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The two accepted pairs are strongly aligned by title and bug pattern, while the rejected pairs mostly differ by model family, subsystem, or concrete failure mode. No clear overstatement of evidence stands out, though the \u2018broadest\u2019 characterization for issue:45488 is somewhat judgmental rather than strictly provable from the packet." + "accept": false, + "feedback": "Reject: the analyst overstates evidence on the one positive soft-edge verdict. In the packet, issue:43644 \u2194 issue:44534 has deterministic_accept=false, so it should not be accepted as a clear duplicate pair without stronger support. The summary also claims there is only one clear duplicate pair, but the packet does not provide explicit duplicate evidence for that claim. The rest of the pair judgments are conservative, but this one mismatch is enough to reject." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2539,7 +2504,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:36010", "issue:39404", @@ -2550,7 +2515,6 @@ "issue:43335", "issue:43381", "issue:43404", - "issue:43425", "issue:43454", "issue:43645", "issue:43828", @@ -2591,13 +2555,12 @@ "issue:46829" ], "soft_pairs": [ - "issue:43425|issue:43957", "issue:44910|issue:45588", "issue:44402|issue:44488", "issue:39692|issue:44960", "issue:44291|issue:44756", - "issue:41720|issue:44155", "issue:45663|issue:45759", + "issue:41720|issue:44155", "issue:43404|issue:43454", "issue:42947|issue:45704", "issue:43873|issue:44387", @@ -2615,241 +2578,235 @@ "issue:45276|issue:45292", "issue:43381|issue:44928", "issue:44164|issue:44756", - "issue:42796|issue:46326", "issue:45588|issue:45663", + "issue:42796|issue:46326", "issue:45684|issue:45698", "issue:43854|issue:45216", - "issue:43645|issue:44164", "issue:43828|issue:43957", + "issue:43645|issue:44164", "issue:45292|issue:45335", "issue:44589|issue:44756" ], - "prepared_review_unit_hash": "456a8c0c2894b487dd9912f1b21ac19f6ff92f391217a0eb752217cb45cfd024", + "prepared_review_unit_hash": "847f1ff98201286e06a68026876bf61fd5924691d473917b00325fc57539c1a1", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37382, - "estimated_input_tokens": 9346, - "estimated_eval_tokens": 18948 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: most items are unrelated model-specific bugs. The only clear duplicate subcluster is the `resize_token_embeddings` propagation bug around `output_embeddings`/`decoder.embed_tokens`.", - "confidence": 0.91, - "canonical_issue_reason": "`issue:45292` is the broadest, most general statement of the shared bug and cleanly covers the more specific variants in `issue:45276` and `issue:45335`.", + "summary": "This cluster is mostly a mix of unrelated Transformers bug reports. The only clear duplicate-like subcluster is around `resize_token_embeddings` not propagating to model-specific embedding/output layers (`issue:45276`, `issue:45292`, `issue:45335`).", + "confidence": 0.84, + "canonical_issue_reason": "`issue:45292` is the broadest and most reusable representative of the resize-token-embedding bug; the other matching reports are model-specific variants of the same failure to update output/decoder embeddings.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best representative issue because it describes the core failure without narrowing to one model variant, making it the best umbrella duplicate target.", + "best_issue_reason": "`issue:45292` best captures the root problem in a model-agnostic way, making it the strongest cluster representative for triage and linkage to the related model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "Different failures: torch version incompatibility vs `meta`-device loading breakage." - }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but they are different concrete bugs and code paths." + "reason": "Both involve flash-attention crashes, but the failure modes differ: 3D `position_ids` packed-sequence misinterpretation vs `s_aux=None` attribute error on sink-less models." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different problems: tokenizer vocab mismatch vs a model load failure." + "reason": "Both are model-loading/tokenizer complaints, but one is a vocab-size mismatch and the other is a separate load failure for a different model." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated issues: SigLIP2 docs example errors vs GLM5." + "reason": "Different models and different problems: SigLIP2 doc-example errors vs a generic GLM5 issue." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Different areas: `_is_hf_initialized` init_empty_weights error vs mmap/OOM behavior." + "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated bugs." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "Unrelated model/runtime bugs: Qwen3 device mapping crash vs AudioFlamingo3 batch leak." + "reason": "Different code paths: Gemma4 FSDP2 attention state handling vs Qwen multimodal `text_config` unwrapping." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Different code paths: Gemma4 FSDP2 attention state bug vs Qwen multimodal config unwrapping." + "reason": "One is a Qwen3 auto device-map CUDA assert; the other is an AudioFlamingo3 batched inference leak. Same broad area, different bugs." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are lm_head tying bugs, but in different model implementations with no clear shared code-path evidence." + "reason": "Similar symptom class (untied `lm_head`), but different model families and not enough evidence of the same underlying code-path bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Gradient checkpointing/LoRA behavior and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/memory, but the reported failures are different and not the same bug." + "reason": "Both mention quantization and memory pressure, but one is offloading behavior and the other is reserved-memory/OOM growth." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Both concern outputs, but the underlying defects are different ModelOutput issues." + "reason": "Different output-structure bugs in different model classes; the shared wording is too generic to treat as the same issue." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different issues in different models: FSDP2 shared state vs CPU offload incompatibility." + "reason": "Gemma4 FSDP2 `shared_kv_states` rebuild and Qwen3_5Moe rotary-embedding CPU offload are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and failures: NVFP4 runtime error vs MXFP4 load/fallback behavior." + "reason": "`init_empty_weights` loading error and MXFP4 quantization fallback are separate problems." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode restriction." + "reason": "Both involve gradient checkpointing, but one is PEFT/LoRA effectiveness and the other is eval-mode restrictions." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Unrelated: import regression vs Whisper pipeline behavior." + "reason": "Import path breakage for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Different resource/loading problems: `meta` loading vs Strix Halo mmap OOM." + "reason": "Meta-device loading issues and Strix Halo mmap OOM are distinct." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different bugs affecting different models and execution paths." + "reason": "AudioFlamingo3 token leak and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers config construction bug is unrelated to Gemma4 FSDP2." + "reason": "Different model families and different failures; only a broad training/configuration similarity exists." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the causes are different." + "reason": "Quantization OOM under int4 and mmap OOM on Strix Halo are not the same bug." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Same family name, but load failure and broken example are not the same underlying issue." + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different model families and different regressions." + "reason": "Video-input regression in Qwen VL models and strict config loading for granite_speech are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` propagation bug; `45276` is a model-specific manifestation of the generic `output_embeddings` failure." + "reason": "Same root bug: `resize_token_embeddings` does not propagate to model-specific output/embedding layers; `45276` is a Gemma4-specific instance of the generic issue in `45292`." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Different checkpointing complaint vs a Qwen3.5 RLHF NaN/SDPA fallback issue." + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to the Qwen3.5 RLHF NaN/position-id issue." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/load extra_state handling is unrelated to Strix Halo mmap OOM." + "reason": "Save/load `extra_state` handling and Strix Halo mmap OOM are unrelated." }, { - "left": "issue:42796", - "right": "issue:46326", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Both are tokenizer-related, but the failures are different (BPE markers vs continue_final_message)." + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 key error are different code paths." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "Flash-attention sink-less crash is unrelated to Gemma4 FSDP2 attention state rebuilding." + "reason": "Both concern tokenizer behavior, but BPE-marker handling and `continue_final_message` are separate tokenizer bugs." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom model save/load, but one is permissions propagation and the other is wrong module resolution." + "reason": "Both involve save/load of custom models, but one is permissions propagation and the other is wrong-module loading after save." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different models and different checkpoint/loading regressions." + "reason": "Different models and different regression surfaces: unit-test loading failure vs checkpoint-save regression." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Custom-model notebook initialization issue is not the same as extra_state save/load failure." + "reason": "Autocast dtype mismatch and meta-device loading failures are not the same issue." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to `meta`-device loading." + "reason": "Jupyter custom-model initialization and `save/from_pretrained` extra_state handling are separate problems." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Direct duplicate: both report `resize_token_embeddings` not updating tied embedding/output paths." + "reason": "Same underlying `resize_token_embeddings` propagation bug; `45335` is another model-specific manifestation where decoder embeddings are not updated." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage resolution error is unrelated to the Strix Halo mmap/OOM bug." + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well-grounded in the packet: the cluster is indeed mostly heterogeneous, and the only clearly supported duplicate subcluster is the resize_token_embeddings/output_embeddings family around 45292, 45276, and 45335. The soft-edge calls are conservative overall, with the two accepts limited to that tight subcluster. " + "feedback": "The summary is grounded in the packet: most items are clearly unrelated by title/body metadata, and the only strongly supported subcluster is the resize_token_embeddings propagation bug around 45276/45292/45335. The conservative false verdicts are appropriate, and the two true soft-edge merges are supported by nearly identical issue descriptions." }, "evaluator_used": true, "retried": false, @@ -2868,7 +2825,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:36032", "issue:39404", @@ -2927,9 +2884,9 @@ "issue:46315|issue:46491", "issue:45812|issue:46315", "issue:44530|issue:45084", + "issue:43425|issue:46869", "issue:39404|issue:45701", "issue:43611|issue:43645", - "issue:43425|issue:46869", "issue:44683|issue:45823", "issue:43425|issue:43716", "issue:39404|issue:46665", @@ -2945,28 +2902,28 @@ "issue:46050|issue:46326", "issue:43906|issue:46326", "issue:44991|issue:45081", - "issue:39404|issue:44912", "issue:44671|issue:44991", + "issue:39404|issue:44912", "issue:45823|issue:46899", "issue:45479|issue:46894", "issue:44164|issue:46821", "issue:43856|issue:44756", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "89d109a5f94c56fac24611d4b863229994bacca81e6d8f2f88cc436c5f0ff99c", + "prepared_review_unit_hash": "e3181b5ddd21009611bdd32bfe67eed0513281a4fa01abc4f8161638a2b2f249", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37545, + "serialized_chars": 37546, "estimated_input_tokens": 9387, "estimated_eval_tokens": 19030 }, @@ -2975,204 +2932,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated Transformers regressions across tokenizer loading, custom model initialization, dtype/device mismatches, training-loss bugs, and docs issues. No soft pair looks like the same underlying fixable bug, so all soft edges should be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "If a representative is needed, issue 43646 is the broadest member of the custom-model-initialization subgroup; otherwise there is no true canonical because the cluster spans multiple unrelated bugs.", + "summary": "The cluster is mostly a grab bag of unrelated Transformers regressions across different code paths (tokenizers, model loading, multimodal input, training, export, docs). I do not see any soft pair that is safe to merge as the same underlying bug/change, so all soft edges are rejected. The best representative issue is the broad custom-model initialization regression.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43646 is the broadest, most representative user-facing regression in the set: a general Transformers 5.0.0 custom-model initialization failure, which is closer to a family of adjacent v5 custom-model breakages than the more narrow, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single representative of the only coherent mini-cluster (custom model init / loading regressions), but it does not cover the whole set.", + "best_issue_reason": "issue:43646 is the best anchor because it describes a general breakage rather than a model-specific symptom, making it the most plausible canonical issue for the surrounding v5 custom-model-loading/init regression family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression vs Trainer resume/max_steps calculation; different code paths and symptoms." + "reason": "Different bug class: custom model initialization in v5 vs Trainer resume/max_steps math." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size inconsistency vs model/tokenizer loading failure for a specific model; not the same bug." + "reason": "Both are tokenizer-loading related, but one is a vocab/token setup mismatch and the other is a model-specific load failure; no clear shared root cause." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Both mention double-shifted training loss, but they are model-specific reports without evidence of one shared underlying code path." + "reason": "Same symptom pattern, but they affect different model implementations and do not clearly point to the same code path." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Generic Torch 2.10 incompatibility vs autocast dtype mismatch in one model; related theme, but different failures." + "reason": "One is a Torch version incompatibility report; the other is an autocast dtype-mismatch bug in a specific model." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "convert_tokens_to_ids performance regression vs CodeLlama leading-space round-trip regression; unrelated tokenizer behavior." + "reason": "Performance regression in token conversion vs a tokenization round-trip correctness bug." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models vs slower token-to-id conversion; one is correctness, the other performance." + "reason": "Wrong token IDs for Granite models is a correctness regression, not the slow-path performance issue in convert_tokens_to_ids." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache crash with a specific group type vs template-compilation TypeError; different subsystems." + "reason": "Different failures: PagedAttentionCache linear_attention crash vs a template-compilation TypeError." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to a YOLO multi-GPU device_map failure." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression vs general tokenization changes across versions; not the same underlying issue." + "reason": "Whisper pipeline return_language regression is not the same as broad tokenization behavior changes." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern custom-model loading, but one is base_model_prefix handling and the other is notebook-specific initialization behavior." - }, - { - "left": "issue:43425", - "right": "issue:46869", - "accept": false, - "reason": "Torch version incompatibility vs YOLO multi-GPU device_map failure; unrelated." + "reason": "Both mention custom models, but one is about base_model_prefix loading and the other about notebook initialization behavior; different concrete failures." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 vs Gemma4 device mismatch under auto device mapping; different problems." + "reason": "Compiled flex_attention failure on newer Torch vs Gemma4 device-mismatch in forward are separate code paths." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility issue vs Mistral-3 image preprocessor/model dtype mismatch; not the same bug." + "reason": "General Torch compatibility report vs a multimodal dtype mismatch in Mistral-3." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Pipeline return_language regression vs inconsistent from_pretrained behavior inside Python classes; unrelated." + "reason": "Whisper pipeline behavior regression and from_pretrained-in-class inconsistency are unrelated." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "General Torch incompatibility vs Gemma4 PLE device placement bug; different failure modes." + "reason": "No shared concrete bug: Torch incompatibility vs Gemma4 device_map forward mismatch." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Missing Float8 storage object vs non-template-node compilation error; unrelated runtime errors." + "reason": "Storage-object lookup failure and non-template-node compilation failure are different issues." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen video-input regression vs a generic mask/tensor shape mismatch; not enough to call them the same bug." + "reason": "Video-input regression in several Qwen VL variants is not the same as a generic mask shape mismatch error." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they document different removed/changed APIs and tasks." + "reason": "Both are docs issues, but they concern different removed/misdocumented pipeline APIs and are not duplicates." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 wrong outputs vs ModelOutput key assignment bug; different layers and symptoms." + "reason": "Nonsensical Siglip2 outputs and ModelOutput key assignment are unrelated bugs." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling vs composite Qwen config unwrapping; unrelated model-loading problems." + "reason": "Save/from_pretrained extra_state handling and composite Qwen config unwrapping are different serialization/loading problems." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of one issue vs a Qwen3.5 PagedAttentionCache crash; no shared bug evidence." + "reason": "An isolated reproduction of an old issue is not the same as a Qwen3.5 cache crash." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer method conflict vs gguf_file loading breakage; both loading-related but clearly different causes." + "reason": "T5 tokenizer special_tokens conflict and gguf_file from_pretrained breakage are different loading failures." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/exportability issue vs Perceiver non-default-resolution failure; separate model/export paths." + "reason": "torch.export export failure due to torch_compilable_check is unrelated to Perceiver interpolation behavior." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized model save/load regression vs continue_final_message bug in mistral_common tokenizers; unrelated." + "reason": "Quantization save/load breakage vs continue_final_message behavior on mistral_common tokenizers are different bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Reproduction of another issue vs mistral_common continue_final_message regression; not the same bug." + "reason": "Old-issue reproduction and mistral_common continue_final_message regression do not share a concrete code-path problem." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Two tokenizer-loading regressions, but for different models and different code paths (_patch_mistral_regex vs general tokenizer load)." + "reason": "Tokenizer load regression for one model and a backend_tokenizer attribute error in a Mistral regex patch are different tokenizer bugs." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "Whisper pipeline behavior vs MXFP4 quantization fallback; unrelated." + "reason": "CamemBERT MLM prediction regression is not the same issue as EMBEDDIA/est-roberta tokenizer loading failure." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "CamemBERT MLM prediction regression vs tokenizer load failure for EMBEDDIA/est-roberta; different failures." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4 issues, but one is auto device placement and the other is 4-bit quantization dtype casting; distinct bugs." + "reason": "Both are Gemma4-related, but one is a device placement mismatch and the other is a 4-bit dtype-cast bug in multimodal embedders." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Zero-loss classification bug vs double-shift training-loss bug in another model; different loss formulations." + "reason": "Sequence-classification zero-loss pathology and ASR training-loss double-shift are different model families and likely different implementations." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load handling vs TimesFM window_size AttributeError; unrelated." + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage vs Strix Halo mmap OOM workaround; different memory issues." + "reason": "Training memory inefficiency and Strix Halo mmap OOM avoidance are not the same bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error vs compiled flex_attention torch>=2.9 failure; unrelated." + "reason": "Deepspeed ZeRO3/BertModel index error and torch>=2.9 flex_attention compilation failure are unrelated." } ] }, @@ -3194,7 +3151,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:32090", "issue:34567", @@ -3229,13 +3186,12 @@ "issue:44661", "issue:44683", "issue:44737", - "issue:44811", "issue:44987", "issue:44991", "issue:45081", "issue:45084", "issue:45479", - "issue:45584", + "issue:45507", "issue:45859", "issue:46178", "issue:46285", @@ -3247,8 +3203,8 @@ ], "soft_pairs": [ "issue:43632|issue:47050", - "issue:43299|issue:43931", "issue:44488|issue:44987", + "issue:43299|issue:43931", "issue:45479|issue:46897", "issue:44488|issue:45081", "issue:43611|issue:43644", @@ -3260,8 +3216,8 @@ "issue:44661|issue:44683", "issue:32090|issue:39404", "issue:44451|issue:44987", - "issue:43643|issue:44530", "issue:43541|issue:45084", + "issue:43643|issue:44530", "issue:42915|issue:44530", "issue:44737|issue:45859", "issue:40990|issue:43421", @@ -3274,217 +3230,220 @@ "issue:44206|issue:44220", "issue:44987|issue:44991", "issue:43452|issue:43482", - "issue:44811|issue:45584" + "issue:45084|issue:45507" ], - "prepared_review_unit_hash": "ce47833a49fb994c139df5577eec31db9909f552937cc7221614633866789386", + "prepared_review_unit_hash": "abf7f12b19a456b02d4a6d268eacbd2f42a67ec85198120c487eb050f11b0fc2", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36515, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "serialized_chars": 35922, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose grab-bag of mostly unrelated Transformers regression reports, many of them broad v5-loading/tokenizer issues. The soft pairs share subsystem/theme similarity, but they do not appear to be the same underlying bug or change.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43646 is the broadest and most representative of the cluster\u2019s recurring v5 regression theme: generic custom model initialization breakage. It best captures the common \u201cTransformers v5 breaks model setup/loading\u201d pattern seen across several nearby issues without being overly narrow.", + "summary": "This cluster is mostly heterogeneous: many issues are unrelated Transformers regressions across different models, tokenizers, and runtime paths. Only a couple of soft pairs look like the same underlying bug in a shared code path.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s recurring Transformers v5 model-initialization regressions, and is the best anchor for the group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single issue to anchor this cluster because it is general enough to represent the repeated v5 initialization/loading regressions, while still being concrete and user-facing.", + "best_issue_reason": "issue:43646 is the most generally applicable, user-facing issue in the set; it can stand in for several nearby v5 initialization failures better than the narrower symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Different bugs: one is an internal _is_hf_initialized flag regression, the other is an ONNX export dtype mismatch in attention." + "reason": "Different failures: a v5 model-loading/init flag regression vs a Canine ONNX attention dtype mismatch." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a MoE loader regression and the other is a weight-shape mismatch; not the same concrete failure." + "reason": "Both are model-loading failures, but they affect different models and likely different root causes." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Distinct model-loading failures: one is for cjvt/sleng-bert, the other for physical-intelligence/fast under transformers>=5.1.0." + "reason": "Same family, but one is a generic Qwen3VL-MoE load break and the other is a specific weight-shape mismatch on a different variant." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different training-loss bugs: a general zero-loss classification issue versus a Florence2 double-shift bug." + "reason": "Both mention training-loss issues, but they are different models and different bug patterns." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "One is a model/tokenizer loading failure, the other is a Mistral regex patch crashing on backend_tokenizer access." + "reason": "Tokenizer/model loading in different subsystems; no clear shared code path." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Related v5 loading regressions, but one is base_model_prefix handling and the other is non-persistent buffers being initialized incorrectly." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Completely different bugs: T5 tokenizer special-token name conflict versus Qwen3Moe failing with FineGrainedFP8Config." + "reason": "Unrelated: T5 tokenizer method conflict vs Qwen3Moe FP8 loading failure." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other produces incorrect DeepSeek-Coder v1 output due to a separate fix gap." + "reason": "Both concern tokenizers, but one is repository tokenizer file selection and the other is a specific DeepSeek-Coder v1 output regression." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Different tokenizer/model issues: BPE marker handling in Ministral tokenizer versus lm_head weight tying in Mistral3ForConditionalGeneration." + "reason": "Different Mistral-family bugs: tokenizer BPE handling vs lm_head weight tying." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Unrelated failures: image preprocessor dtype mismatch versus a template compilation TypeError." + "reason": "Completely different areas: image preprocessor dtype mismatch vs template compilation failure." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Both touch model internals, but one is CLIP text-model structure drift and the other is Sam3Model text encoder weights not loading." + "reason": "Different model classes and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different areas entirely: tokenizer mapping logic versus compiled flex_attention on torch>=2.9." + "reason": "No relation between tokenizer-mapping behavior and torch flex_attention compilation." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer broadcast TypeError and Whisper return_language regression are unrelated code paths." + "reason": "Trainer GPU broadcast error is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "One is a specific model load failure for ScandiBERT; the other is a broader transformers>=5.1.0 tokenizer/load regression affecting a different model." + "reason": "Both are model-loading issues, but they involve different models and no shared root cause is evident." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields is unrelated to Qwen3.5 PagedAttentionCache crashing on invalid group type." + "reason": "Both mention runtime/compiler failures, but the code paths are unrelated (grouped_mm tracing vs non-template node compilation)." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Different bugs: torch dynamo grouped_mm tracing failure in Mixtral versus a template-node compilation error." + "reason": "Different bugs: missing fields from trust_remote_code config loading vs PagedAttentionCache group-type crash." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both mention Qwen models, but the failures differ: FineGrainedFP8Config load failure versus PagedAttentionCache invalid group type." + "reason": "Both touch Qwen-family models, but one is FP8 config loading and the other is a cache/group-type runtime crash." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Different device/offload regressions: XLNet CPU arange issue versus Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + "reason": "Different tensor/device bugs in unrelated models: XLNet CPU arange vs Qwen3_5Moe CPU offload incompatibility." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model is not the same bug as TokenizersBackend failing to refresh its post-processor after special-token changes." + "reason": "Perplexity regression on a model is unrelated to tokenizer post-processor update behavior." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning failures are unrelated." + "reason": "Trainer token-count tracking and multi-image iterable dataset failures are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one concerns junk non-persistent buffers and the other custom model initialization; they are not the same bug." + "reason": "Both are v5 init regressions, but one is junk buffers and the other is custom model initialization; too broad to merge safely." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Different packaging/backend problems: missing tensorflow in the torch extra versus an unrecognized tensorflow_text backend mapping entry." + "reason": "Both mention TensorFlow backend setup, but one is install extras missing tensorflow and the other is a BACKENDS_MAPPING error for tensorflow_text." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different tokenizer/pipeline issues: multi-image iterable dataset finetuning versus continue_final_message for mistral_common tokenizers." + "reason": "Different problems: multi-image finetuning failure vs mistral_common continue_final_message behavior." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict and Jupyter custom model initialization are distinct failures." + "reason": "Tokenizer special-token method conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:44206", "right": "issue:44220", - "accept": false, - "reason": "Related audio code, but the crash sources differ: unsupported center argument in LasrFeatureExtractor versus _torch_extract_fbank_features()." + "accept": true, + "reason": "Both point to the same audio feature-extraction path; the specific LasrFeatureExtractor crash appears to be a symptom of the underlying `_torch_extract_fbank_features()` issue." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions, but for different models and failure modes; not mergeable as one concrete fix." + "reason": "Both are versioned loading regressions, but they affect different models and likely different tokenizer/config paths." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "Both involve GGUF loading, but one breaks AutoTokenizer/AutoModel.from_pretrained generally while the other is a specific Qwen2.5-GGUF v5 load failure." + "accept": true, + "reason": "Both are GGUF loading failures under transformers v5, plausibly the same broken `gguf_file` loading path affecting tokenizer/model from_pretrained." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both are Whisper-related, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription generation after align_special_tokens." + "reason": "No shared concrete code path: template compilation failure vs GraniteMoEHybrid invalid method call." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and appropriately conservative. The accepted soft pairs are plausible from the titles alone, and the rejected pairs avoid overstating shared root causes. The choice of issue:43646 as the canonical broad representative is defensible given the surrounding v5 initialization regressions." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3499,7 +3458,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:28530", "issue:34567", @@ -3508,12 +3467,10 @@ "issue:43208", "issue:43262", "issue:43317", - "issue:43322", "issue:43377", "issue:43404", "issue:43482", "issue:43531", - "issue:43540", "issue:43632", "issue:43645", "issue:43646", @@ -3535,13 +3492,14 @@ "issue:44534", "issue:44589", "issue:44610", + "issue:44811", "issue:44849", "issue:44877", "issue:44987", "issue:45081", "issue:45084", "issue:45325", - "issue:45507", + "issue:45584", "issue:45987", "issue:46326", "issue:46661", @@ -3551,22 +3509,22 @@ "issue:47013" ], "soft_pairs": [ - "issue:45084|issue:45507", + "issue:44811|issue:45584", "issue:43317|issue:43482", "issue:43746|issue:46326", "issue:43262|issue:43377", + "issue:43792|issue:46869", "issue:43208|issue:47013", "issue:44403|issue:45081", - "issue:43792|issue:46869", "issue:42915|issue:45084", "issue:43645|issue:46661", "issue:43646|issue:44534", "issue:43377|issue:43819", "issue:44849|issue:45325", "issue:44987|issue:45081", - "issue:28530|issue:34567", "issue:42915|issue:44291", "issue:43404|issue:44466", + "issue:28530|issue:34567", "issue:43883|issue:44488", "issue:36032|issue:43742", "issue:44451|issue:45081", @@ -3576,206 +3534,199 @@ "issue:42915|issue:44589", "issue:44008|issue:46899", "issue:43531|issue:44877", - "issue:44265|issue:44610", "issue:43632|issue:46821", - "issue:43322|issue:43540" + "issue:44265|issue:44610" ], - "prepared_review_unit_hash": "57423d97f5d4b1315f8e96bdde3c607a080791c3a82ff86c311abaca8493f9c4", + "prepared_review_unit_hash": "87a281d70b0eaeda702df1b120c89477fc66965ae2babc117f1439bf69e15d05", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36236, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35445, + "estimated_input_tokens": 8862, + "estimated_eval_tokens": 17980 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated closed bug reports; none of the suggested soft pairs look like the same underlying defect. I selected the broad Transformers v5 custom-model initialization regression as the most representative issue in this set.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43646 is the broadest/generalized report in the list, describing a core Transformers v5 custom-model initialization regression rather than a model-specific symptom, so it is the best anchor for this mixed cluster.", + "summary": "The set is broadly heterogeneous: it spans Whisper, Qwen, xLSTM, tokenizer loading, model init, quantization, and cache/export issues. None of the soft pairs look like the same underlying bug or change, so I reject all proposed duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45081 is the clearest single bug report in the set: it has a specific crash, clear repro context, and multiple inbound references. That said, the overall cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 has the clearest cross-cutting impact and the most reusable framing for duplicate triage; it is broader and more central than the model- or feature-specific reports.", + "best_issue_reason": "issue:45081 is the strongest representative issue here because it is concrete, well-scoped, and externally referenced; the other items are too diverse to serve as a shared canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Different bugs: template-node compilation failure vs GraniteMoE hybrid calling an invalid method." + "reason": "Both are Whisper-related, but one is about batch_decode ignoring skip_special_tokens and the other is an empty-transcription failure after align_special_tokens; different bugs." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different loading paths and failure modes: dequantized device_map offload vs Qwen2.5-GGUF v5 loading." + "reason": "Both are loading regressions, but one concerns dequantized model offload with device_map=auto and the other GGUF loading under v5; different code paths and causes." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local checkpoint loading and mistral_common continue_final_message are unrelated." + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to continue_final_message behavior in mistral_common tokenizers." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default vs MIMI batched/single padding-mask mismatch are different issues." + "reason": "Audio-processing themed, but one is a wrong default sampling rate and the other is a missing padding-mask causing batched/single mismatch." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper inference failure and YOLO multi-GPU device_map failure are unrelated models and failure modes." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Same model family but different concrete failures: three training bugs vs train-mode unpacking crash." + "reason": "The left issue is a broad xLSTM umbrella for three bugs; the right is one specific train-mode unpack crash. Not clearly the same underlying bug." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise on transformer load is not the same as a Mistral regex patch crash." - }, - { - "left": "issue:43792", - "right": "issue:46869", - "accept": false, - "reason": "Whisper runtime failure and YOLO multi-GPU device_map failure are unrelated." + "reason": "One is generic loading noise/logging, the other is a tokenizer backend AttributeError in Mistral regex patching." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure is unrelated to non-template node compilation." + "reason": "Qwen3Moe FineGrainedFP8Config failure and non-template-node compilation error are different problems." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both mention custom models, but one is Jupyter notebook initialization and the other is remote-code config_class handling." + "reason": "Notebook custom-model initialization breakage is not the same as remote-code AutoModel missing config_class." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression and non-persistent buffer junk are different code paths." + "reason": "Custom model initialization failures and non-persistent buffer corruption are distinct v5 regressions." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask batching bug and DAC STE/from_latents mismatch are distinct model-specific issues." + "reason": "MIMI padding-mask mismatch and DAC.from_latents vs forward mismatch are different models and different bugs." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states output bug is not the same as Qwen2.5-VL rope index scaling." + "reason": "Different Qwen models and different symptoms: hidden_states output bug versus temporal position_ids scaling bug." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Broken loading of a specific model on v5 is unrelated to the Mistral regex patch crash." - }, - { - "left": "issue:28530", - "right": "issue:34567", - "accept": false, - "reason": "Early-stopping metric selection and num_input_tokens_seen tracking are unrelated trainer issues." + "reason": "Both are loading failures in v5-era code, but one is a specific model load regression and the other is a tokenizer regex crash." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FineGrainedFP8Config Qwen3MoE failure is different from the _is_hf_initialized/init_empty_weights regression." + "reason": "FineGrainedFP8Config failure is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Untied lm_head weights in Mistral3 are not the same as device-dependent serialization inconsistency." + "reason": "One is missing tied lm_head weights in Mistral3, the other is inconsistent tied-weight serialization by device." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and TrainerState token-count tracking are unrelated training bugs." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error and a model-loading failure for cjvt/sleng-bert are unrelated." + "reason": "A missing all_tied_weights_keys attribute and inability to load a specific BERT model are not the same issue." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict is not the same as MobileLLM key error on load." + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different loader/tokenizer failures." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Loading ScandiBERT and patch_mistral_regex crashing are different model/tokenizer issues." + "reason": "ScandiBERT loading failure and Mistral tokenizer backend crash are unrelated model-specific regressions." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 bad outputs and OmDet processor size mismatch are separate multimodal bugs." + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo processor size mismatch affect different pipelines and root causes." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword collision is unrelated to a specific-model loading failure in v5.1.0." + "reason": "AddedToken special-argument collision is a tokenizer construction bug, not the same as the physical-intelligence/fast load failure." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency and StaticCache return type mismatch are different generation/cache bugs." + "reason": "Compiled chunked generation inconsistency and StaticCache return-type mismatch are separate cache/generation issues." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3MoE FP8 config failure and missing Float8 storage are separate runtime/storage problems." + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage object are different quantization/runtime errors." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma 3n variable-name collision in forward() is unrelated to Gemma4 quantization dtype casting." + "reason": "Gemma3n variable-name collision in forward and Gemma4 unsafe dtype casting are distinct multimodal bugs." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different issues." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to OmDet processor resolution mismatch." + "reason": "Qwen3-MoE sliding_window behavior and strict granite_speech config validation are unrelated." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized compatibility and TimesFM window_size AttributeError are different regressions." + "reason": "The _is_hf_initialized flag breakage and TimesFM window_size AttributeError are different v5 regressions." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Segmentation fault loading Llava Next and a Qwen3OmniMoe video-processing ValueError are not the same bug." + "reason": "torch.export/exportability with torch_compilable_check is unrelated to OmDet-Turbo producing the wrong image resolution." } ] }, @@ -3797,7 +3748,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:33666", "issue:35707", @@ -3805,16 +3756,17 @@ "issue:40444", "issue:40990", "issue:41720", - "issue:42175", "issue:42796", "issue:43089", "issue:43296", + "issue:43322", "issue:43381", "issue:43421", "issue:43425", "issue:43482", "issue:43525", "issue:43531", + "issue:43540", "issue:43611", "issue:43632", "issue:43716", @@ -3837,8 +3789,6 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45538", - "issue:45542", "issue:45663", "issue:45812", "issue:45923", @@ -3849,26 +3799,27 @@ "issue:46899" ], "soft_pairs": [ + "issue:43322|issue:43540", "issue:36032|issue:41720", "issue:44479|issue:45325", - "issue:43089|issue:45987", "issue:43425|issue:44403", + "issue:43089|issue:45987", "issue:43296|issue:43531", "issue:45216|issue:45357", - "issue:40444|issue:45325", "issue:43611|issue:44534", - "issue:44991|issue:46315", + "issue:40444|issue:45325", "issue:44220|issue:44683", + "issue:44991|issue:46315", "issue:43716|issue:46899", "issue:43883|issue:44991", "issue:44403|issue:44991", "issue:43381|issue:45923", "issue:42796|issue:43746", "issue:45812|issue:46491", - "issue:43632|issue:44756", "issue:43792|issue:44589", - "issue:33666|issue:40444", + "issue:43632|issue:44756", "issue:44291|issue:44589", + "issue:33666|issue:40444", "issue:40990|issue:44811", "issue:42796|issue:46710", "issue:43482|issue:43525", @@ -3876,224 +3827,216 @@ "issue:44079|issue:45663", "issue:43531|issue:44291", "issue:43421|issue:44568", - "issue:41720|issue:45081", - "issue:42175|issue:45542", - "issue:43482|issue:45538" + "issue:41720|issue:45081" ], - "prepared_review_unit_hash": "25c3bd562ee1484354f75c89c087006c3104fc89ffead456ec9890e9f474b58f", + "prepared_review_unit_hash": "65970d998e076611926770f7bc77ed52fd896fa9741d61422bebd4c135d1da53", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36825, - "estimated_input_tokens": 9207, - "estimated_eval_tokens": 18670 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35922, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformer bug reports. I only see one convincing duplicate pair around the Qwen3.5 `save_pretrained` regression; the rest share broad themes (tokenizers, multimodal Qwen, v5 regressions) but do not appear to be the same underlying bug or change.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 `save_pretrained` regression; issue:45357 reads as a narrower follow-up focused on incorrect visual encoder keys in the same save path.", + "summary": "The set is mostly heterogeneous and does not form one duplicate cluster. The only likely duplicate family is the Qwen3.5 save_pretrained regression pair; everything else looks like separate bugs or regressions across different models/code paths.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45216 is the broadest and clearest representative of the only plausible duplicate family: a Qwen3.5 save_pretrained regression. Issue 45357 reads like a narrower follow-up focused on visual encoder keys.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative issue because it states the core regression more generally and captures the shared failure mode that issue:45357 narrows down.", + "best_issue_reason": "Issue 45216 is the best global representative because it states the regression broadly, is clearly scoped to a concrete API failure, and most likely subsumes the narrower 45357 report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failure modes: Llava Next loading segfault vs Qwen3OmniMoe video ValueError." + }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different subsystems and failures: T5 tokenizer load-time `AttributeError` vs Qwen3 device-mapping CUDA assert." + "reason": "Unrelated tokenizer constructor conflict vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL models, but one is a video-input regression and the other is still-image temporal position-id scaling; not the same concrete bug." + "reason": "Both are Qwen VL regressions, 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", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Generation performance overhead vs a `StaticCache.get_seq_length()` return-type bug; unrelated code paths." + "reason": "Torch version incompatibility is unrelated to noisy model-loading logs." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Torch version compatibility vs noisy model-loading logs; no shared underlying defect." + "reason": "Generation performance overhead is unrelated to the StaticCache return-type bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM vs Qwen3-MoE `sliding_window` behavior; different models and failure modes." + "reason": "Different models and code paths: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding-window behavior." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` regression; the second issue is a more specific manifestation involving visual encoder keys." - }, - { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is iterable-dataset/multi-image finetuning failure and the other is a rope-index temporal-position regression." + "reason": "Both describe the same Qwen3.5 save_pretrained serialization regression; 45357 appears to be a narrower symptom around visual encoder keys." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base-model-prefix loading breakage vs non-persistent buffer junk filling; different internal mechanisms." + "reason": "Different v5 breakages: base_model_prefix loading vs non-persistent buffer initialization." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer loading failure for a specific model vs a performance regression in `convert_tokens_to_ids`; not the same bug." + "reason": "Multi-image iterable dataset finetuning failure is not the same bug as still-image position-id scaling." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction helper issue vs compiled flex attention on newer torch; unrelated." + "reason": "Audio feature extraction bug vs compiled flex_attention incompatibility are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and slow-tokenizer conversion performance regression are distinct issues." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype problems, but they affect different models and paths (Mistral-3 image preprocessing vs Gemma-4 quantized audio/vision embedders)." + "reason": "Both involve dtype issues in multimodal models, but they affect different models and different failure paths." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing `all_tied_weights_keys` attribute vs tokenizer loading regression; unrelated." + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to tokenizer loading for est-roberta." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading-log noise vs tokenizer loading failure; no shared underlying code-path." + "reason": "Loading noise is not the same underlying tokenizer-loading failure." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing error vs missing `supports_gradient_checkpointing` flag; related topic but not the same bug." + "reason": "Eval-mode gradient checkpointing misuse is different from a missing supports_gradient_checkpointing flag." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling vs GraniteSpeech PEFT checkpoint loading; distinct problems." + "reason": "Tokenizer BPE marker handling and PEFT checkpoint loading are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions on different model families with different symptoms (wrong IDs vs leading-space loss)." + "reason": "Both are tokenizer regressions, but one changes token IDs broadly for Granite while the other is a CodeLlama round-trip spacing issue." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the float8 storage lookup error." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "HF initialization flag regression vs Strix Halo mmap/OOM workaround; unrelated." + "reason": "_is_hf_initialized handling and mmap OOM on Strix Halo are unrelated." }, { - "left": "issue:43792", + "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Whisper model runtime failure vs missing Float8 storage object; different root causes." + "reason": "Init-empty-weights constructor mismatch is unrelated to float8 storage resolution." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Qwen2-VL multi-GPU training vs Qwen2.5-VL iterable dataset multi-image finetuning; not the same bug." - }, - { - "left": "issue:44291", - "right": "issue:44589", - "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during init-empty-weights vs Float8 storage lookup failure; unrelated." + "reason": "Both are Qwen VL training topics, but multi-GPU training and multi-image iterable dataset failures are different problems." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on GPT-OSS vs Whisper batch_decode special-token handling; unrelated." + "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker bug vs downstream accuracy regression on a different model family; no direct code-path match." + "reason": "Different regressions in different model families: Mistral tokenizer BPE markers vs DeepSeek accuracy after upgrade." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure for Qwen2.5 vs missing `pad_token_id` on Llama4Config; unrelated." + "reason": "GGUF loading failure for Qwen2.5 and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` vs multi-image iterable-dataset finetuning; different failures." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to the iterable-dataset multi-image failure." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "`ModelOutput` key assignment bug vs Gemma4 FSDP2 shared KV state rebuild; unrelated." + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states KeyError." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE `sliding_window` issue vs `_is_hf_initialized` init-empty-weights argument error; different code paths." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights _is_hf_initialized argument mismatch are distinct." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor updates vs `add_special_tokens=True` not adding BOS/EOS on one tokenizer; related area but not the same bug." + "reason": "Runtime special-token post-processor updates are related in theme, but these are different concrete failures and not clearly the same bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert during auto device mapping vs Mistral regex patch crashing on tokenizer backend shape; unrelated." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Backend extras packaging issue vs undefined TensorFlow backend error; similar packaging area but different concrete problem." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "Qwen2.5 GGUF loading failure vs CLIPTokenizer model_max_length sentinel issue; unrelated." + "reason": "CUDA assert during auto device mapping is unrelated to the Mistral regex patch AttributeError." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:45216 vs issue:45357, is well-supported by the titles as the same Qwen3.5 `save_pretrained` regression with a narrower follow-up symptom. The other pairwise rejections also look appropriately cautious and do not overstate duplication evidence." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The one accepted pair, 45216/45357, is a plausible Qwen3.5 save_pretrained duplicate family based on the titles, and the rest are reasonably treated as separate bugs or different failure modes." }, "evaluator_used": true, "retried": false, @@ -4112,28 +4055,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:40444", "issue:40990", - "issue:41553", "issue:42175", "issue:42796", "issue:42915", - "issue:43262", "issue:43296", "issue:43317", "issue:43377", "issue:43454", "issue:43482", "issue:43493", - "issue:43582", "issue:43606", "issue:43611", "issue:43644", "issue:43646", "issue:43701", - "issue:43746", "issue:43818", "issue:43856", "issue:43873", @@ -4154,6 +4093,8 @@ "issue:45381", "issue:45479", "issue:45491", + "issue:45538", + "issue:45542", "issue:45584", "issue:45701", "issue:45812", @@ -4161,240 +4102,248 @@ "issue:45834", "issue:46402", "issue:46821", - "issue:46909" + "issue:46909", + "issue:47217" ], "soft_pairs": [ + "issue:42175|issue:45542", + "issue:43482|issue:45538", "issue:43296|issue:46821", "issue:44462|issue:45812", "issue:44079|issue:44534", "issue:42175|issue:43296", - "issue:44509|issue:46909", "issue:43317|issue:43856", + "issue:44509|issue:46909", "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:43818|issue:46402", "issue:44265|issue:45072", - "issue:40444|issue:45381", "issue:43818|issue:45357", - "issue:45325|issue:45834", + "issue:40444|issue:45381", "issue:43493|issue:43994", - "issue:45325|issue:45381", + "issue:45325|issue:45834", "issue:44829|issue:45479", + "issue:45325|issue:45381", "issue:43454|issue:44466", "issue:44291|issue:44877", + "issue:40444|issue:47217", "issue:42915|issue:43482", "issue:43701|issue:45325", "issue:43873|issue:45701", "issue:42796|issue:45381", "issue:43606|issue:44265", "issue:40990|issue:45584", - "issue:44479|issue:45823", - "issue:41553|issue:43582", - "issue:43262|issue:43746" + "issue:44479|issue:45823" ], - "prepared_review_unit_hash": "4bae99f2e808fc07c115a98b9fc514f3ff9e9ea042af9df453f40bb5f15e5403", + "prepared_review_unit_hash": "c31abd13925e8f5081f3a7b0948cdf39590ddc1d594ce2ef0d60200f2c5e77a5", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36291, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mixed bag of unrelated issue reports across tokenization, multimodal position IDs, model loading, offload, docs, and backend/config regressions. Only a couple of pairs look like true duplicates; most are merely same-subsystem or same-version similarity.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated bugs, so any one issue would be a misleading representative for the cluster.", + "summary": "Mostly unrelated closed issues with a few likely duplicate pairs around tokenizer loading, SigLIP2 behavior, and Qwen2.5-VL position-id handling. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44462 is the broadest, most root-cause-oriented report in the set: it describes the underlying AutoTokenizer/tokenizer.json loading regression rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for dedupe purposes; the cluster is heterogeneous, with only a few true duplicate pairs and many unrelated regressions.", + "best_issue_reason": "issue:44462 is the best triage anchor because it captures the general tokenizer-loading bug and is the clearest umbrella for the Granite-specific wrong-ID report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Related packaging/backend symptoms, but one is missing TensorFlow in the torch extra while the other is a TensorBoard-without-TensorFlow backend error; not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different failures: Qwen2.5-GGUF loading under v5 versus CLIPTokenizer max-length handling." + }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Both are loading/runtime failures, but they describe different concrete problems on different models/code paths." + "reason": "Unrelated model-specific load failure versus a TimesFM window_size AttributeError." }, { "left": "issue:44462", "right": "issue:45812", - "accept": false, - "reason": "Both involve AutoTokenizer, but one is about ignoring tokenizer.json while the other is a Granite token-ID regression." + "accept": true, + "reason": "Both describe the same AutoTokenizer/tokenizer.json regression, with 45812 appearing to be a model-specific manifestation on Granite models." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "One is a ModelOutput key assignment bug; the other is a non-persistent buffer serialization bug." + "reason": "Different subsystems: ModelOutput key assignment versus non-persistent buffer initialization." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency issue vs model loading failure; not the same bug." + "reason": "No shared underlying bug; these are unrelated backend/install and vLLM model-loading issues." }, { - "left": "issue:44509", - "right": "issue:46909", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both are documentation problems, but they concern different docs examples and different removals." + "reason": "Both involve memory/offload themes, but one is a dequantized model load/offload failure and the other is Qwen3 MoE training memory usage." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Different symptoms and different paths: device_map/offload loading failure vs MoE training memory inefficiency." + "reason": "Both are documentation problems, but they affect different docs and different content." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both touch v5 model initialization/loading, but the reported failures are distinct and not clearly the same defect." + "reason": "Both are v5 regressions, but one is about base_model_prefix model loading and the other about custom model initialization; too broad to merge." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/padding-related, but they affect different models and different failure modes." + "reason": "Both concern batched/mixed-length behavior, but the root causes and models differ (padding mask support vs sliding-window all-padding NaNs)." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to ModelOutput key assignment." + "reason": "Different bugs: non-persistent buffer junk versus ModelOutput key handling." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different multimodal model loading issues with no shared concrete code-path." + "reason": "Different model families and failures: Video-LLaVA tower wiring versus Sam3Model text-encoder loading." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to dtype mismatch in inference." - }, - { - "left": "issue:40444", - "right": "issue:45381", - "accept": false, - "reason": "Both involve Qwen2.5-VL visuals, but one is finetuning multiple images and the other is video position IDs; not the same bug." + "reason": "No shared code-path problem; torch.export/torch_compilable_check is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA model structure issue vs Qwen3.5 save_pretrained key regression; different defects." + "reason": "Both are multimodal model issues, but one is Video-LLaVA tower structure and the other is Qwen3.5 save_pretrained key serialization." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Different models and different index/position problems." + "reason": "Both touch Qwen2.5-VL multimodal inputs, but one is finetuning with multiple images per prompt and the other is video-position-id regression." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 implementation discrepancy: the later report describes the user-facing consequence of the same model mismatch." + "reason": "Same SigLIP2 problem: 43994 is the concrete bad-output symptom of the implementation discrepancy reported in 43493." }, { "left": "issue:45325", - "right": "issue:45381", + "right": "issue:45834", "accept": false, - "reason": "Both are Qwen2.5-VL vision-position regressions, but the exact trigger and computed fields differ enough that they do not clearly match one defect." + "reason": "Different model paths: Qwen2.5-VL rope-index position ids versus Kosmos2.5 OCR index errors." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are degenerate training/loss issues, but on different architectures and loss setups." + "reason": "Different training pathologies with different triggers: flash_attention_3 regression versus single-label num_labels=1 zero-loss behavior." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen2.5-VL v5.3.0 position-id regressions in the same multimodal code path; they plausibly reduce to one rope-index bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a load-time tie failure and the other is a serialization inconsistency." + "reason": "Both mention lm_head weights, but one is a tie-weight initialization bug and the other is device-dependent serialization; not the same defect." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Init-empty-weights argument handling vs strict config loading are different regressions." + "reason": "Different issues: init_empty_weights unexpectedly receiving _is_hf_initialized versus strict config rejecting granite_speech." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Different Qwen2.5-VL failure modes: finetuning with multiple images per prompt versus image-placeholder-in-user-text handling." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Unrelated Qwen3 MoE FP8 config failure and Qwen2.5-GGUF loading failure." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position ID behavior." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tokenization changes." + "reason": "Offloading/quantization behavior is unrelated to tokenizer-version changing tokenization." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position IDs." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are different bugs." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export failures." + "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export and torch_compilable_check." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Unrelated issues: perplexity regression vs Whisper empty-transcription generation failure." + "reason": "Different model/task failures: GPT-OSS perplexity on WikiText-2 versus Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are regressions, but one is a multi-Qwen video-input bug and the other is a Gemma4 device-mapping issue." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Bad AutoTokenizer error messaging vs Apple Silicon TypeError; no shared underlying bug." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Both are v5 regressions, but they affect different models and different mechanisms: video-input handling versus Gemma4 PLE device mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and the pairwise calls are conservative overall. The cluster is indeed heterogeneous, and the only accepted soft edge (43493/43994) is a plausible same-root-cause match. I don\u2019t see any overclaims that would justify rejecting it." + "feedback": "The summary is grounded in the packet and stays appropriately conservative: it notes only a few likely duplicate issue pairs, and the accepted pairs are reasonably supported by the issue titles. No PRs are present, so there is no mergeability concern." }, "evaluator_used": true, "retried": false, @@ -4413,29 +4362,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:34634", "issue:35707", "issue:36331", - "issue:39692", - "issue:40444", "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:43450", "issue:43454", "issue:43550", "issue:43572", + "issue:43582", "issue:43606", "issue:43720", + "issue:43746", "issue:43749", "issue:43819", "issue:43828", @@ -4464,18 +4414,19 @@ "issue:46821" ], "soft_pairs": [ + "issue:41553|issue:43582", "issue:43828|issue:46821", + "issue:43262|issue:43746", "issue:35707|issue:41720", "issue:34634|issue:35707", - "issue:39692|issue:40444", "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:42796|issue:46209", "issue:44568|issue:45920", + "issue:42796|issue:46209", "issue:43377|issue:44610", "issue:43454|issue:45072", "issue:42617|issue:42915", @@ -4494,229 +4445,228 @@ "issue:41720|issue:44977", "issue:44387|issue:45704", "issue:40990|issue:45701", - "issue:41720|issue:42617", - "issue:43450|issue:45701" + "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "58e8fc57de6563eb97d10afbb2a6725e353da86f7e16d2d9849d293be402aa3e", + "prepared_review_unit_hash": "4d83363fb6d1b1d0eaff776649f8a6a0407c7edab37a3a48364165855e63038e", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36703, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "serialized_chars": 37314, + "estimated_input_tokens": 9329, + "estimated_eval_tokens": 18914 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly semantically similar only at a very broad level (tokenization, offloading, device maps, multimodal loading, etc.), but they do not appear to describe the same concrete underlying bug or change. I rejected all soft edges.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the broadest and most central-looking report in this set (offloading + quantization, multiple inbound refs), but the overall cluster is heterogeneous, so it is only a weak representative rather than a true duplicate hub.", + "summary": "The cluster is highly heterogeneous: most pairs are only loosely similar by subsystem wording (loading, tokenization, device_map, offloading, dtype), but they describe different concrete failures, so none should be merged as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest and most central open issue in the cluster, with the most discussion/inbound references and the closest umbrella theme around offloading/quantization.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to keep as a representative because it has the broadest runtime-loading scope and the strongest engagement signal among the listed issues.", + "best_issue_reason": "issue:43873 is the best cluster representative for triage because it captures the dominant offloading/device-loading theme and is still open for follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different problems: bad tokenizer error message for Voxtral vs AppleSilicon TypeError in caching_allocator_warmup." + }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Different bugs: dtype mismatch under autocast for Phi-tiny-MoE vs an AttributeError in TimesFM window_size handling." + "reason": "Unrelated: autocast dtype mismatch in Phi-tiny-MoE vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Different areas and failures: audio chat template sampling-rate default vs GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Different code paths and symptoms: inputs_embeds/past_key_values generation regression vs Qwen3 auto device mapping cudaErrorAssert." + "reason": "Different bugs: progressive generation with inputs_embeds/past_key_values vs Qwen3 auto device mapping cuda assert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Unrelated: Bark voice_preset issue vs progressive generation with inputs_embeds and past_key_values." - }, - { - "left": "issue:39692", - "right": "issue:40444", - "accept": false, - "reason": "Different problems in different examples: SigLIP2 doc/model-processor mismatch and quantization failure vs Qwen2.5-VL iterable dataset multi-image finetuning failure." + "reason": "Unrelated: BarkProcessor voice_preset issue vs generation with inputs_embeds/past_key_values." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-map issues, but they involve different models and likely different failure mechanisms; too broad to treat as the same bug." + "reason": "Both involve device_map auto, but the concrete failures differ (cudaErrorAssert vs device mismatch in Gemma4 PLE)." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/padding vs torch.export failing on torch_compilable_check are distinct bugs." + "reason": "Tokenizer NER/padding crash is not the same as torch.export export failure with torch_compilable_check." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both mention device/load behavior, but one is CPU-offload device mismatch for Bark and the other is DAC.from_latents differing from forward due to missing STE." + "reason": "Different model/code-path issues: bark-small CPU offload device mismatch vs DAC.from_latents/STE mismatch." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Different model families and failures: AyaVision weight tying vs Bamba torch.compile with SDPA." + "reason": "Different models and failure modes: AyaVision lm_head tying vs Bamba torch.compile with SDPA." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading issue vs missing supports_gradient_checkpointing flag on Nemotron trust_remote_code variant." + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate+deepspeed vs missing supports_gradient_checkpointing flag." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch under device_map=\"auto\" is unrelated to TimesFM window_size AttributeError." + "reason": "Different bugs: Gemma4 PLE device mismatch vs TimesFM window_size attribute error." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Tokenizer BPE-marker handling bug is unrelated to FP8 inference failing on B200." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer while the other is wrong token IDs across several models." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; not the same concrete bug." + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI encoder batch-padding-mask mismatch is unrelated to OmDet-Turbo processor producing the wrong image size." + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "Different failures: lm_head weight tying/generation garbage vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3MoE FineGrainedFP8Config failure are different model/runtime issues." + "reason": "3d_parallel.py execution failure is not the same as Qwen3Moe FineGrainedFP8Config loading." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + "reason": "Perplexity regression on gpt-oss-20b is unrelated to LoRA gradient checkpointing ineffectiveness." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window mask off-by-one in MoonshineStreaming is unrelated to tokenizer conversion performance regression." + "reason": "Different tokenizer/windowing regressions: streaming mask off-by-one vs convert_tokens_to_ids performance." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as AutoModelForCausalLM failing to unwrap text_config for composite Qwen multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as composite Qwen multimodal text_config unwrapping." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI encoder batching/padding-mask bug is unrelated to Perceiver non-default-resolution interpolation failure." + "reason": "Both involve model processing, but one is padding-mask output divergence and the other is Perceiver resolution handling." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tying bug and BitNet packed-weight unpacking bug are separate issues." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are different loading/generation issues." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is unrelated to non-persistent buffers being filled with junk." + "reason": "FSDP CPU RAM efficient loading is not the same underlying bug as non-persistent buffers being junk in v5." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both concern offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is general offloading behavior with quantization; too broad to be the same bug." + "reason": "Closely related theme, but different concrete issues: dequantized model load failure with gpu+cpu offload vs generic quantization offloading behavior." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected compute_loss keyword in CustomTrainer is unrelated to not being able to run 3d_parallel.py." + "reason": "Unexpected num_items_in_batch argument in CustomTrainer.compute_loss is unrelated to 3d_parallel.py failure." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segmentation fault are different failures in different model families." + "reason": "Qwen3 device_map auto cuda assert and Llava Next segmentation fault are different code paths and failures." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segmentation fault loading Llava Next models is unrelated to sinq quantized save/load breakage." + "reason": "Segfault loading Llava Next models is unrelated to sinq quantized save/load breakage." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejecting granite_speech is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Strict granite_speech config loading and EMBEDDIA/est-roberta tokenizer loading are different regressions." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3MoE FineGrainedFP8Config failure are unrelated." + "reason": "Trainer API signature breakage is unrelated to Qwen3Moe FP8 config failure." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device map cudaErrorAssert on A800 is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Different bugs: auto device mapping assert vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization reserved-memory/OOM regression is unrelated to T5's apex.FusedRMSNorm memory leak." + "reason": "CUDA reserved memory OOM under int4 quantization is not the same as T5 using apex.FusedRMSNorm memory leak." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "GPT-OSS perplexity anomaly is not the same issue as version-dependent tokenization changes." + "reason": "High perplexity on gpt-oss-20b is unrelated to version-dependent tokenization changes." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device-map cudaErrorAssert and 3d_parallel.py execution failure are separate problems." - }, - { - "left": "issue:43450", - "right": "issue:45701", - "accept": false, - "reason": "Video processor batched shape bug is unrelated to version-dependent tokenization changes." + "reason": "Different failures: Qwen3 auto device mapping assert vs inability to run 3d_parallel.py." } ] }, @@ -4738,13 +4688,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:26413", "issue:28530", "issue:33666", "issue:36010", - "issue:36331", "issue:41720", "issue:42617", "issue:42915", @@ -4752,6 +4701,7 @@ "issue:43295", "issue:43317", "issue:43404", + "issue:43450", "issue:43531", "issue:43550", "issue:43572", @@ -4790,6 +4740,7 @@ "issue:47020" ], "soft_pairs": [ + "issue:43450|issue:45701", "issue:43065|issue:46402", "issue:44466|issue:45357", "issue:43881|issue:44488", @@ -4803,225 +4754,230 @@ "issue:43550|issue:43720", "issue:43646|issue:46665", "issue:36010|issue:42617", - "issue:43550|issue:43606", "issue:44451|issue:47020", + "issue:43550|issue:43606", "issue:44186|issue:44610", "issue:42915|issue:43317", - "issue:43404|issue:45357", "issue:46821|issue:46869", + "issue:43404|issue:45357", "issue:44610|issue:44898", "issue:28530|issue:33666", "issue:41720|issue:45161", "issue:44734|issue:46858", - "issue:44008|issue:45823", "issue:43531|issue:43572", - "issue:44423|issue:45406", + "issue:44008|issue:45823", "issue:42915|issue:46291", - "issue:43881|issue:44991", - "issue:36331|issue:41720" + "issue:44423|issue:45406", + "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "9324527e18f7521d7c0014c74cb8b7bb17a3436de3cb103e5be1fd5eac7a7745", + "prepared_review_unit_hash": "a2091eb59484f948f0b4bd0afdf9502a135a356eae2b6454a546798c26267ac0", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36491, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated trainer, tokenizer, model-loading, generation, serving, and device/offload bugs. There is no strong duplicate family here, so only a broad representative issue can be chosen rather than a true canonical duplicate.", - "confidence": 0.18, - "canonical_issue_reason": "Issue 43873 is the closest thing to a hub: it is open, has multiple inbound references, and covers a broad offloading/quantization failure area. However, the cluster as a whole is not a single duplicate bug family.", + "summary": "This cluster is mostly a noisy semantic mix of unrelated Transformers issues. The strongest common thread is loading/offload/quantization/device-map regressions, but the soft pairs are too broad or model-specific to merge. No PRs are present; the most representative issue is the open offloading/quantization report.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43873 is the clearest hub for the dominant theme in this set: offloading/quantization/device placement failures. It is open, has the most discussion/inbound refs, and best represents the recurring load/offload class of bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative by discussion and inbound references, and its offloading/quantization scope is the broadest recurring theme in the set. Still, it should be treated as a loose umbrella, not a true canonical duplicate.", + "best_issue_reason": "issue:43873 is also the best overall issue for triage because it has the strongest signal/engagement and captures the broadest recurring failure mode in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: video batch shape handling vs tokenizer behavior changes. Only broad preprocessing similarity." + }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both are Sam3-related, but one is a dummy Conv2d concern in Sam3PixelDecoder and the other is a missing text-encoder weight load in Sam3Model; different code paths and failures." + "reason": "Different models and failures: dummy Conv2d placeholder vs missing text encoder weights." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save/load serialization, but one is tied lm_head weight behavior while the other is incorrect visual encoder keys for Qwen3.5; not the same bug." + "reason": "Both involve serialization, but one is tied lm_head weights and the other incorrect visual encoder keys; not the same concrete bug." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are model loading failures, but for different models and likely different root causes; no shared concrete code-path bug." + "reason": "Both are loading failures, but for different models and likely different root causes." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "One is resume_from_checkpoint/epoch_iterator exhaustion, the other is early stopping requiring metric_for_best_model; different trainer behaviors." + "reason": "Trainer loop bugs, but one is checkpoint resume/epoch iterator and the other is early stopping metric detection." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/offload style problems, but one is quantization offloading and the other is mmap/OOM on Strix Halo; not the same issue." + "reason": "Both touch memory/offload behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash vs dtype mismatch in bf16 inference; unrelated subsystems and failures." + "reason": "Unrelated failures: tokenizer crashes vs dtype mismatch in inference." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram/int error and TimesFM window_size AttributeError are unrelated model/backend bugs." + "reason": "Different subsystems and symptoms: MPS histogram/int error vs TimesFM window_size attribute error." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/generation internals, but one is beam-search reorder omission for several recurrent models and the other is static-cache slice arithmetic on non-CUDA backends; different concrete defects." + "reason": "Both concern cache code, but one is beam-search reorder skipping and the other is static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 vs broader version-dependent tokenization differences; too general and not the same code path." + "reason": "Both mention tokenizer/processor behavior, but one is a regression in processor.tokenizer access and the other is version-dependent tokenization differences." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype loading issue vs Trainer max_steps recomputation on checkpoint resume; completely different areas." + "reason": "Different areas: BLIP2 dtype propagation vs Trainer resume/max_steps calculation." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs packed-weight unpacking during accelerate loading in BitNet; unrelated." + "reason": "Different code paths: torch.compile SDPA failure vs accelerate loading/unpacking packed BitNet weights." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Generic custom initialization break in Transformers 5.0 vs inconsistent from_pretrained behavior inside Python classes; not the same underlying bug." + "reason": "Both relate to model construction/loading, but not the same bug or code path." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and failure to run 3d_parallel.py are unrelated issues." + "reason": "Unrelated issues: GenerationMixin import breakage vs inability to run a parallel script." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Different models and different failure modes: SDPA/compile vs CPU offload device mismatch." + "reason": "Both are tokenizer-related, but one is loading a specific model and the other is a Unigram constructor type mismatch." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Both are tokenizer-loading failures, but the models/tokenizer stacks differ and the underlying exception paths are not the same." + "reason": "Different problems: SDPA/torch.compile failure vs CPU offload device mismatch." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo resolution mismatch are different preprocessing bugs." + "reason": "Different image/preprocessing bugs with different failure modes; not the same underlying issue." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs dequantized model loading with device_map auto/offload; related theme only, not same bug." + "reason": "Both involve quantization/offload/loading, but one is Qwen3Moe FP8 config and the other is dequantized model loading with device_map=auto." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Untied lm_head weights in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different models and symptoms." + "reason": "Both are device-map-ish model failures, but on different models and unrelated error paths." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "TimesFM window_size attribute error and YOLO multi-GPU device_map failure are not the same underlying issue." + "reason": "Both are weight serialization/tie issues in multimodal models, but they affect different tensors and different model families." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Processor output resolution mismatch vs Perceiver non-default-resolution failure; both are vision-input issues but not the same bug." + "reason": "Both involve image resolution expectations, but one is processor output size and the other is Perceiver behavior with interpolate_pos_encoding." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Trainer early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + "reason": "Completely different problems: early stopping config vs Qwen2-VL multi-GPU training." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device-map cudaErrorAssert and GPT-OSS tensor-parallel failure are different distributed-loading problems." + "reason": "Both are multi-device/model-parallel topics, but the failures and models are unrelated." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache handling, but one is /v1/responses KV continuation indexing and the other is static-cache seq-length arithmetic; not mergeable as one fix." - }, - { - "left": "issue:44008", - "right": "issue:45823", - "accept": false, - "reason": "Gemma3n variable collision causing audio_mel_mask error vs Gemma4 PLE device mismatch during forward; different model generations and code paths." + "reason": "Both mention cache arithmetic, but one is serve/KV continuation indexing and the other is static cache length on non-CUDA backends." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + "reason": "Different regressions in different models/configs; only superficial similarity around configuration problems." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Both are serve-related multimodal crashes, but one is a tensor/string '.to' failure in continuous batching and the other is a missing _tokenizer attribute in Gemma4Processor." + "reason": "Same broad Gemma family, but the bugs differ: variable name collision vs device-mapping mismatch." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FP8 quantization failure and kernels import requirement mismatch are unrelated." + "reason": "Unrelated: FP8 quantized model failure vs pipeline import dependency/version issue." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different service crashes with different attributes and model/processor classes." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model loading failures for different models; no shared concrete bug." + "reason": "Both are load failures, but one is a model-specific load error and the other is tokenizer compatibility for a different checkpoint." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:467?", + "right": "issue:46858", "accept": false, - "reason": "CustomTrainer compute_loss signature break vs Qwen3 auto device-map assertion; unrelated." + "reason": "Not applicable." } ] }, @@ -5043,7 +4999,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:28530", "issue:29159", @@ -5053,13 +5009,13 @@ "issue:34634", "issue:35707", "issue:36032", + "issue:36331", "issue:41720", "issue:42490", "issue:42915", "issue:43316", "issue:43322", "issue:43329", - "issue:43388", "issue:43425", "issue:43452", "issue:43526", @@ -5079,10 +5035,10 @@ "issue:44492", "issue:44509", "issue:44534", + "issue:44589", "issue:44671", "issue:44743", "issue:44913", - "issue:45059", "issue:45632", "issue:45684", "issue:45701", @@ -5095,6 +5051,7 @@ "issue:47145" ], "soft_pairs": [ + "issue:36331|issue:41720", "issue:44464|issue:46858", "issue:43526|issue:43883", "issue:44671|issue:44743", @@ -5112,214 +5069,220 @@ "issue:43540|issue:43782", "issue:43531|issue:45759", "issue:44492|issue:44509", - "issue:44534|issue:46665", - "issue:43550|issue:43653", "issue:43452|issue:47020", + "issue:43550|issue:43653", + "issue:44534|issue:46665", "issue:41720|issue:43746", "issue:43606|issue:43720", "issue:42490|issue:43329", - "issue:34567|issue:35707", "issue:43531|issue:46821", + "issue:34567|issue:35707", "issue:34634|issue:41720", - "issue:43388|issue:45059", + "issue:43531|issue:44589", "issue:43606|issue:43653" ], - "prepared_review_unit_hash": "1ca29990d075e005267b3ca61c0f8515f8d9d66e93bc4c9cc5811130cd592171", + "prepared_review_unit_hash": "be0d7b6b85c74be4ccaa3a8820aeca1eba8b6dbeac73feabc521c56ed98f67ea", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36167, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "soft_pair_count": 29, + "serialized_chars": 36410, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous issue bucket spanning unrelated subsystems (tokenizers, multimodal models, cache/offload, configs, docs). The soft edges are mostly superficial title matches; none look like the same underlying bug. No PRs are present.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the items are not duplicates of one another, so there is no single representative bug to anchor the cluster.", + "summary": "The items are a heterogeneous mix of unrelated bug reports across tokenizers, multimodal models, training, caching, and quantization. None of the soft pairs describe the same concrete underlying bug/change closely enough to merge, so all candidate duplicate edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduping: the cluster is semantically mixed, and none of the candidates should be treated as the canonical duplicate target.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Different failures and code paths: trainer custom loss signature vs Qwen3 auto device-mapping CUDA assert." + }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both mention generation/cache, but one is chunked generation inconsistency under compiled forward and the other is a static-cache slice-arithmetic bug on non-CUDA backends." + "reason": "Both involve generation/cache, but one is chunked generation with compiled forward while the other is a static-cache seq-length tensor arithmetic bug." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Completely different areas: BeitImageProcessorFast label reduction vs Molmo weight tying/loading attribute error." + "reason": "Unrelated subsystems: BeitImageProcessorFast label reduction vs Molmo loading tied-weights attribute error." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and failure modes: CamemBERT masked-LM prediction drift vs Qwen3 modular recurrent state reset with cache." + "reason": "CamemBERT masked-LM regression and Qwen modular recurrent-state reset are different model-specific bugs." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Both involve loading/saving paths, but one is a trust_remote_code cache-path collision and the other is permission propagation during save_pretrained." + "reason": "One is a cache-path collision for trust_remote_code; the other is a permissions propagation problem in save_pretrained." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both raise AttributeError in tokenizers, but they affect different tokenizers and different causes (NER/batching crash vs task-specific method clash)." + "reason": "Both are tokenizer/task errors, but they affect different tokenizers and different failure mechanisms." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch version incompatibility is unrelated to the TimesFM window_size AttributeError; different failure types and code paths." + "reason": "Torch version incompatibility is not the same as a TimesFM window_size AttributeError." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated bugs." + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reloading behavior." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization-version changes and FP8 weight_scale omission are different regression classes." + "reason": "Tokenization-version behavior changes are unrelated to FP8 checkpoint weight_scale loading corruption." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segfault are different model-loading issues." + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different model-loading bugs." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error in a CLIP model and progressive-generation issues with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are distinct problems." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both are tokenizer issues, but one is slow/fast inconsistency and the other is a T5Tokenizer constructor/method-name conflict." + "reason": "Tokenizer inconsistency between slow/fast and a T5 add_special_tokens load conflict are not the same bug." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset loading are unrelated." + "reason": "Image segmentation-map processing and BarkProcessor voice_preset handling are unrelated." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are separate bugs." + "reason": "Quantization offloading misbehavior and T5 apex.FusedRMSNorm memory leak do not share the same code path." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen multimodal issues, but the concrete failures differ: video-input ValueError vs from_pretrained weight_only loading error." + "reason": "Video-input ValueError in Qwen3OmniMoe is not the same as Qwen3VL weight_only from_pretrained failure." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to unwrapping text_config for composite multimodal configs." + "reason": "Sliding-window behavior in Qwen3-MoE and config unwrapping for composite multimodal models are different issues." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Cache-strategy typo and removed-docs mentions are not the same bug." + "reason": "A cache-strategy typo is unrelated to outdated docs mentioning removed pipeline tasks." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Non-persistent buffer corruption in v5 and from_pretrained behavior inside Python classes are different issues." + "reason": "gguf_file from_pretrained breakage is not the same as XLMRobertaTokenizer passing a dict to Unigram." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:44534", + "right": "issue:46665", "accept": false, - "reason": "GGUF loading breakage for auto classes and XLMRobertaTokenizer Unigram constructor misuse are different tokenizer/model-loading paths." + "reason": "Non-persistent buffer corruption in v5 is distinct from from_pretrained behavior inside Python classes." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are unrelated." + "reason": "Qwen3 CUDA assert during device mapping and GraniteSpeech PEFT local checkpoint loading are separate failures." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve accelerate/loading, but CPU offload device mismatch and packed-weight unpacking are distinct concrete defects." + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-model slash-path import warning is unrelated to undefined variables in the multimodal token-count video branch." + "reason": "Trailing-slash local model import warning is unrelated to the undefined-variable multimodal video branch bug." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Both mention model-specific runtime behavior, but the failures and affected paths are different." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Both mention a window concept, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are not the same bug." + "reason": "TrainerState token-count tracking and progressive generation with cache are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping on A800 have no shared code path." + "reason": "Bark voice_preset loading and Qwen3 device mapping CUDA assert are different model bugs." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Metric gathering label dropping and SAM3 text/bbox behavior are different subsystems and failures." + "reason": "Qwen3 sliding-window behavior and missing Float8 storage handling are unrelated." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask-token registration." + "reason": "Bark CPU offload mismatch and BigBirdTokenizer mask-token registration are not the same underlying issue." } ] }, @@ -5341,7 +5304,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:30064", "issue:36010", @@ -5349,10 +5312,10 @@ "issue:41720", "issue:42886", "issue:43381", + "issue:43388", "issue:43421", "issue:43493", "issue:43526", - "issue:43531", "issue:43540", "issue:43644", "issue:43746", @@ -5366,7 +5329,6 @@ "issue:44451", "issue:44514", "issue:44545", - "issue:44589", "issue:44610", "issue:44625", "issue:44843", @@ -5376,6 +5338,7 @@ "issue:44987", "issue:44991", "issue:45042", + "issue:45059", "issue:45072", "issue:45357", "issue:45406", @@ -5393,8 +5356,8 @@ "issue:46858" ], "soft_pairs": [ + "issue:43388|issue:45059", "issue:45406|issue:45464", - "issue:43531|issue:44589", "issue:45759|issue:45859", "issue:44451|issue:44991", "issue:43540|issue:46858", @@ -5409,225 +5372,231 @@ "issue:43526|issue:43881", "issue:39692|issue:44610", "issue:41720|issue:45704", - "issue:43746|issue:46050", - "issue:43381|issue:45704", "issue:44368|issue:45357", + "issue:43381|issue:45704", "issue:44918|issue:44936", + "issue:43746|issue:46050", "issue:46655|issue:46693", "issue:43421|issue:43927", "issue:45759|issue:45923", - "issue:43746|issue:43873", "issue:45704|issue:45923", + "issue:43746|issue:43873", "issue:42886|issue:44843", "issue:30064|issue:36010", "issue:44514|issue:44545", "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "8f37313f4a053b61c5652518e62c06162a9e836d118d75f85f4b803dde384289", + "prepared_review_unit_hash": "ca4efeb0e3b73c3e13ac8095cb33c7c81b2c8a324e910fbf8adbb1c0e7e4c394", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36596, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "serialized_chars": 36709, + "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 issue reports, with a couple of clearer duplicate pairs standing out: the Qwen2_5_VLProcessor batched padding crash and the offline tokenizer-loading regression. Issue 43873 looks like a strong standalone open report with notable inbound references and discussion activity, but its exact standing as the most active item in the packet should be treated tentatively.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 44514 is the cleanest duplicate anchor here: 44545 has the same title and same batched apply_chat_template crash with padding=False, so this is the most obvious issue to keep as the canonical copy among the actual duplicates.", + "summary": "Most items are unrelated regressions or feature bugs across different subsystems. I only see two clear duplicate pairs: the Qwen2_5_VLProcessor batched-padding crash and the HF_HUB_OFFLINE tokenizer cache-load failure.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue covers the full set: these are mostly unrelated bugs spanning image processors, tokenizers, training, serving, and model loading. The only clear duplicate groups are 42886\u219444843 and 44514\u219444545.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is a strong standalone report: it is open, has the highest inbound references in this packet, and describes a concrete runtime regression around quantization/offloading. It stands out as one of the more notable reports, though the overall activity ranking should be treated cautiously.", + "best_issue_reason": "No global best issue is suitable; the items do not form one underlying bug cluster, so any single issue would misrepresent the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Different failures and different code paths: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference crash." + "reason": "Different bugs: one is gather_for_metrics dropping tuple labels in the last batch, the other is a SAM3 PCS text/box behavior issue." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs a Float8 storage/type error." + "reason": "Different failure paths: Gemma4Processor missing _tokenizer in transformers serve vs Qwen3.5 streaming inference crash." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different problems: composite config unwrapping vs CPU-offload incompatibility in rotary embeddings." + "reason": "Both touch Qwen 3.5/3.6, but one is from_config text_config unwrapping and the other is CPU offload incompatibility in rotary embedding; not the same bug." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but they are model-specific and do not look like the same underlying bug from the titles alone." + "reason": "Both are load failures, but for different models and different symptoms: ScandiBERT model loading vs est-roberta tokenizer loading." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Different subsystems: Qwen3OmniMoe video processing vs static-cache seq-length arithmetic on non-CUDA backends." + "reason": "Unrelated: Qwen3OmniMoe video input ValueError vs static-cache seq-length tensor arithmetic on non-CUDA backends." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "One is a model API constraint change; the other is a config propagation bug for num_labels." + "reason": "Distinct issues: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both concern model loading, but they target different models and different missing-key/weights-loading failures." + "reason": "Both concern model weights/config loading, but one is Qwen3.5 visual encoder keys on save_pretrained and the other is Sam3Model text encoder weights not loading." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption vs inconsistent from_pretrained behavior inside Python classes are not the same bug." + "reason": "Different bugs: non-persistent buffer junk in Transformers 5.0.0 vs inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different regressions: a model loading failure vs an image-processor torchvision dependency issue." + "reason": "Different subsystems and failures: loading physical-intelligence/fast on newer transformers vs PIL image processors wrongly requiring torchvision." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Different symptoms and causes: AddedToken construction error vs loading a specific tokenizer model." + "reason": "AddedToken special-argument duplication is unrelated to ScandiBERT model loading." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Image-size/interpolation bug vs bfloat16 dtype mismatch; no shared concrete code-path." + "reason": "Different model-specific problems: Perceiver non-default resolution handling vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are separate training-time issues." + "reason": "Gradient checkpointing in eval mode is a different issue from the DeepSpeed ZeRO-3 gradient growth regression." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Config propagation of num_labels is not the same as the zero-loss classification bug." + "reason": "Related only at a broad classification level; one is config propagation, the other is a zero-loss bug with num_labels=1." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT Fast label-reduction bug vs glm-4v loading failure are unrelated." + "reason": "Different bugs: BeitImageProcessorFast label reduction vs glm-4v-9b loading failure." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both touch vision docs/processors, but one is a documentation/example problem and the other is a processor/model size mismatch." + "reason": "Different models and causes: SigLIP2 doc/example errors and quantization failure vs OmDet-Turbo processor size mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "CUDA device-map assert and T5 RMSNorm memory leak are unrelated." + "reason": "Completely different issues: Qwen3 auto device mapping cudaErrorAssert vs T5 using apex.FusedRMSNorm with a memory leak." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Checkpoint loading with PEFT adapters vs quantized save/load corruption are different persistence bugs." + "reason": "Both are Qwen3.5-related, but one is a tie_word_embeddings warning during LoRA fine-tuning and the other is wrong visual-encoder keys saved." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to the T5 apex memory leak." + "reason": "Different bugs in different models: eval-mode gradient checkpointing vs T5 RMSNorm memory leak." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "A config warning about tie_word_embeddings is not the same as incorrect visual encoder key saving." + "reason": "Different trainer failures: SFT input-embedding unpacking vs trainer.evaluate() breaking after trainer.train()." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Unpacking embeddings in SFT training and trainer.evaluate() failing after train are different trainer issues." + "reason": "Both involve persistence/loading, but PEFT adapters on local checkpoints and sinq quantized save/load are different code paths and bugs." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation bug vs FA2 long-context performance regression; same area, different bug." + "reason": "SmolVLM video padding bug and FA2 long-context performance regression are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processor update vs save/load losing custom token IDs are separate tokenizer issues." + "reason": "Both mention tokens/config, but one is runtime post-processor updates and the other is custom token IDs lost on save/load." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Unwrapping composite config fields is unrelated to the missing supports_gradient_checkpointing flag." + "reason": "Different model/config issues: Qwen multimodal text_config unwrapping vs a missing supports_gradient_checkpointing flag on Nemotron-3-Nano-Omni." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "No shared underlying bug: T5 RMSNorm memory leak vs missing gradient_checkpointing support flag." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Checkpoint-loading bug vs quantization/offloading behavior; not the same underlying failure." + "reason": "Different problems: PEFT local checkpoint loading vs quantization/offloading behavior." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Both describe offline tokenizer-loading breakage under HF_HUB_OFFLINE=1; 44843 gives a concrete root cause for the same class of failure." + "reason": "Same underlying offline-mode tokenizer bug: both describe HF_HUB_OFFLINE causing tokenizer loading to fail, and 44843 identifies the specific unconditional model_info() call in _patch_mistral_regex." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." + "reason": "Image segmentation-map processing failure and GenerationMixin import error are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These have the same title and same batched apply_chat_template crash with padding=False, so they are clear duplicates." + "reason": "These are the same bug: identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input when padding=False." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 doc-example errors and HF-vs-JAX implementation discrepancy are related only by model family, not the same bug." + "reason": "Both are about SigLIP2, but one is a documentation/example mismatch and quantization failure while the other is a HF-vs-JAX implementation discrepancy." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pairwise judgments are mostly conservative, but the top-level summary overstates the evidence for issue 43873: it is open and has the most inbound references, but not the most discussion/inbound activity overall in this packet. Please soften that claim and keep the ranking language more tentative." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well supported by the titles/body descriptions, and the rejected pairs are reasonably separated by bug, subsystem, or failure mode. No overstatement of duplicates or shared root cause stands out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5643,7 +5612,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:30064", "issue:36331", @@ -5699,8 +5668,8 @@ "issue:44464|issue:47050", "issue:43994|issue:44671", "issue:46032|issue:46463", - "issue:43782|issue:45381", "issue:44857|issue:47050", + "issue:43782|issue:45381", "issue:45081|issue:45356", "issue:43421|issue:44186", "issue:45356|issue:45907", @@ -5711,38 +5680,38 @@ "issue:43295|issue:45834", "issue:43653|issue:43720", "issue:43550|issue:43927", + "issue:43596|issue:44220", "issue:43550|issue:44361", "issue:46829|issue:46832", - "issue:43596|issue:44220", "issue:43531|issue:43643", - "issue:44625|issue:47050", "issue:44062|issue:44488", + "issue:44625|issue:47050", "issue:43540|issue:46294", "issue:45381|issue:46693", - "issue:43611|issue:46665", "issue:45987|issue:46829", + "issue:43611|issue:46665", "issue:30064|issue:36331", - "issue:41720|issue:44991", "issue:44220|issue:44661", - "issue:44186|issue:44898", + "issue:41720|issue:44991", "issue:43653|issue:43819", + "issue:44186|issue:44898", "issue:44488|issue:47020", "issue:43550|issue:43819" ], - "prepared_review_unit_hash": "93ef1ac82656aeae7a11a526d407b97e1eef45371d180c602823cf20bb3b9cae", + "prepared_review_unit_hash": "2c313c8bcaa3ba2ce74600f8d4fe25abf9062a0721fe51565be59cc150b02cc4", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37891, + "serialized_chars": 37889, "estimated_input_tokens": 9473, "estimated_eval_tokens": 19202 }, @@ -5751,216 +5720,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a collection of unrelated Transformers bug reports. The only clear duplicate pair is the static-cache sequence-length contract issue: `StaticCache.get_seq_length()` returning a tensor instead of an int.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 46858 is the most specific description of the same underlying bug as 45987: `cache.get_seq_length()` returns a tensor, which then breaks slice arithmetic in static-cache/torch.compile paths.", + "summary": "This cluster is mostly heterogeneous and the only clear duplicate-like pair is the `get_seq_length()` contract bug. Most other soft pairs share broad keywords (tokenizers, quantization, video, loading) but point to different models, subsystems, or failure modes.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45987 is the best canonical issue because it states the root API contract problem in broad form (`get_seq_length()` returning a tensor instead of an int), which also explains the more specific static-cache/compile failure in issue:46858.", "canonical_pr_reason": null, - "best_issue_reason": "46858 is the best representative because it states the concrete failure mode and execution context, making the duplicate cluster easier to understand and fix.", + "best_issue_reason": "issue:45987 is the strongest representative of the cluster\u2019s only clear duplicate pair and the most actionable root-cause report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both are tokenizer-special-token problems, but they describe different bugs and different components." + "reason": "Both concern tokenizer special-token handling, but one is runtime post-processor updates and the other is BigBird mask-token registration/decoding; not the same bug." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Different code paths: compiled generation consistency vs ONNX fp16 attention dtype mismatch." + "reason": "Different code paths and failures: chunked generation with compiled forward vs ONNX fp16 attention dtype mismatch." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and failures: SigLIP2 inference mismatch vs CamemBERT masked-LM regression." + "reason": "Both are wrong-output reports, but on different models and different regressions; not a single underlying change." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Unrelated bugs: Mamba2 cache correctness vs T5 decoder-input error message handling." + "reason": "Unrelated issues: Mamba2 cache correctness vs T5 decoder input error-message behavior." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44857", + "right": "issue:47050", "accept": false, - "reason": "Both involve Qwen vision/video, but one is a weight_only load error and the other is a video position-id bug." + "reason": "Both mention fp16/dtype, but the affected models and failure mechanisms are different." }, { - "left": "issue:44857", - "right": "issue:47050", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both mention dtype/precision, but they affect different models and different execution stacks." + "reason": "Both are Qwen VL/video related, but one is a weight-only load error and the other is wrong video position IDs; separate bugs." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Tokenizer-regex related, but different model regressions and different failure symptoms." + "reason": "Both touch `fix_mistral_regex`, but one is a tokenizer crash and the other is a codec-handling regression with a warning issue; not enough evidence of the same bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer bugs: runtime special-token updates vs LayoutLMv2 NER/padding crashes." + "reason": "Tokenizer-special-token handling vs LayoutLMv2 NER/padding crashes; different concrete failures." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Different tokenizer regression classes and different affected models; not the same bug." + "reason": "Completely unrelated: tokenizer regression vs hub/revision forwarding in `list_repo_files`." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Different failures: stale indexer cache in GlmMoeDsa vs cache-length type contract in static cache." + "reason": "Both involve caches, but one is a stale indexer cache on second forward pass and the other is `get_seq_length()` returning a device tensor; different bugs." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Documentation/model-processor mismatch and quantization issues are not the same as offloading behavior." + "reason": "Both mention quantization, but one is a docs/example mismatch plus quantization failure and the other is offloading behavior with quantization." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Different problems: SigLIP2 docs/quantization vs Canine ONNX attention dtype mismatch." + "reason": "Different models and different problems: SigLIP2 docs/quantization vs Canine fp16 ONNX dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model internals: packed-weight loading vs DAC forward/from_latents mismatch." + "reason": "Packed-weight loading vs DAC latent conversion/STE mismatch; no shared underlying bug." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different multimodal bugs with different failure modes and code paths." + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is long OCR index error in Kosmos2.5." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration vs BitNet packed-weight loading are unrelated." + "reason": "Special-token decode issue vs BitNet packed-weight unpacking; unrelated subsystems." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different subsystems: torch.compile/SDPA runtime bug vs config persistence/token-ID loss." + "reason": "Different failure modes: torch.compile/SDPA model issue vs config save/load losing custom token IDs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel/DeepSpeed ZeRO-3 index error vs audio feature extraction issue; unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different model/tokenizer failures with no shared concrete code path." + "reason": "One is a model/runtime compile failure, the other is a tokenizer attribute error; different bugs." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different outputs and layers: classification output wiring vs RT-DETR feature-level mismatch." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Unrelated training/init crash vs audio feature extraction issue." + "reason": "Different models and outputs: hidden_states misassignment vs RT-DETR feature-level forward TypeError." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding window vs AutoConfig trust_remote_code field loss." + "reason": "Sliding-window Qwen3-MoE bug vs AutoConfig trust_remote_code field loss; unrelated." }, { - "left": "issue:44625", - "right": "issue:47050", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Different model families and failure modes; no duplicate evidence." + "reason": "Both are tokenizer-loading failures, but the titles point to different concrete issues and no shared code path is evident." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:44625", + "right": "issue:47050", "accept": false, - "reason": "AddedToken special-arg duplication is unrelated to loading cjvt/sleng-bert." + "reason": "Qwen3.5 label propagation vs Canine fp16 ONNX dtype mismatch; unrelated." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are Qwen video issues, but one is a processing ValueError and the other is a chat-template token/feature mismatch." + "reason": "Both are video-input issues, but the affected models and failure mechanisms differ." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video position-id bug vs long-context FA2 performance regression are different issues." - }, - { - "left": "issue:43611", - "right": "issue:46665", - "accept": false, - "reason": "Both touch model loading, but one is base_model_prefix compatibility and the other is from_pretrained behavior inside classes." + "reason": "Qwen2.5-VL video position IDs vs long-context FA2 performance regression; unrelated." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "Static-cache sequence-length contract bug is unrelated to VideoPrism output field wiring." + "reason": "Cache length contract bug vs VideoPrism output field misassignment; different components." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Image segmentation processor bug vs custom trainer loss signature mismatch are unrelated." + "reason": "Both concern loading behavior, but one is about `base_model_prefix` and the other about `from_pretrained` inside Python classes; not the same issue." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Different tokenizer/model loading failures with no shared concrete bug." + "reason": "Image segmentation processing vs a CustomTrainer keyword-argument regression; unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs tokenizer-mapping edge case are unrelated." + "reason": "Audio feature extraction vs model-addition/template logic in tokenizer mapping; different areas." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Different model-specific inference bugs: tokenizer batching vs Perceiver resolution handling." + "reason": "Device-mapping CUDA assert vs tokenizer loading failure for a specific model; unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch are unrelated." + "reason": "Tokenizer special-token registration vs DAC latent reconstruction mismatch; no overlap in underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash vs Perceiver non-default resolution failure; different models and code paths." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Tokenizer load failure for one model vs Unigram vocabulary type mismatch for another model." + "reason": "Both are model/tokenizer loading issues, but the titles indicate different root causes and no clear common bug." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile/SDPA runtime issue is unrelated to DAC from_latents/STE behavior." + "reason": "torch.compile/SDPA model failure vs DAC missing-STE mismatch; unrelated." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same underlying bug: `get_seq_length()` returns a tensor instead of an int, breaking static-cache arithmetic; 46858 is the more explicit report." + "reason": "These look like the same root bug: `cache.get_seq_length()` / `StaticCache.get_seq_length()` returns a tensor instead of an int, and 46858 is the downstream static-cache/compile failure caused by that contract violation." } ] }, @@ -5982,7 +5951,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:34634", "issue:36010", @@ -6037,213 +6006,213 @@ "issue:43643|issue:44877", "issue:45987|issue:46932", "issue:43618|issue:43697", - "issue:44821|issue:45084", "issue:44008|issue:46858", + "issue:44821|issue:45084", "issue:34634|issue:36010", - "issue:39692|issue:45834", "issue:44843|issue:45081", + "issue:39692|issue:45834", "issue:44186|issue:44442", "issue:43540|issue:44008", "issue:44448|issue:44671", "issue:45584|issue:45834", - "issue:45183|issue:45479", "issue:44991|issue:47020", + "issue:45183|issue:45479", "issue:44991|issue:46291", - "issue:43322|issue:45685", "issue:43644|issue:43749", + "issue:43322|issue:45685", "issue:43606|issue:45072", "issue:44561|issue:45020", "issue:43550|issue:45072", "issue:43421|issue:44811", - "issue:43582|issue:46512", "issue:43577|issue:43818", + "issue:43582|issue:46512", "issue:44479|issue:45834", "issue:44805|issue:44936" ], - "prepared_review_unit_hash": "df77002e3be8fddfbd0b5896d4cb48322266c621b70682e7fc3a326a7ddc30a0", + "prepared_review_unit_hash": "aa460e2140f6b05fb463456a8f294348a24db2f480a8428461560c02a2a8bf6f", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35266, - "estimated_input_tokens": 8817, - "estimated_eval_tokens": 17890 + "serialized_chars": 35263, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs across different models and subsystems. The soft pairs mostly share only broad thematic overlap (tokenizers, v5 regressions, cache/dtype issues) but not the same concrete code path, so they should be rejected as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45020 is the broadest umbrella issue in the set, covering generic recent-version remote_code breakages and overlapping several nearby regression reports. Still, the cluster is too diverse for a true single canonical duplicate.", + "summary": "The set is mostly a grab bag of unrelated model/tokenizer/config/regression reports rather than one duplicate cluster. I would reject all soft edges and, if a representative issue is needed, use the broad remote-code regression report as the umbrella reference.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report in the set ('Recent transformers versions break models using `remote_code`'), so it is the best representative anchor even though the surrounding issues are not true duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue because it is the most general and central across multiple remote_code-related regressions, but it remains an umbrella tracker rather than a precise duplicate target.", + "best_issue_reason": "Issue 45020 is the most suitable global issue because it is cross-model and regression-oriented, which makes it the best umbrella for related remote-code breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different models and different failures: sparse-layer construction vs RoPE layer dropping. Same broad model family theme, not the same bug." + "reason": "Different model families and different bugs: sparse-layer construction vs RoPE layer-dropping." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both concern config loading, but one is missing fields under trust_remote_code while the other is strict config rejection for granite_speech. Distinct root causes." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache sequence-length contract bug is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Unrelated: cache sequence-length type contract vs Gemma4 quantized embedder dtype casting." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions assignment and RTDetrV2 output drift are separate regressions in different code paths." + "reason": "Both are v5 regressions, but they hit different models and different output-path problems." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated failures." + "reason": "Different subsystems: Gemma3n forward variable collision vs static cache sequence-length device-tensor bug." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Gemma3n variable name collision is unrelated to cache.get_seq_length returning a device tensor in static cache prefill." + "reason": "No shared underlying bug; image processor URL loading is unrelated to template-node compilation failure." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Bark voice_preset behavior and GenerationMixin import failure are unrelated issues." + "reason": "Different areas entirely: Bark voice_preset handling vs a GenerationMixin import error." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Different multimodal docs/runtime failures in different models; no shared concrete bug." + "reason": "Same helper function name, but different failures: unconditional hub lookup offline vs missing backend_tokenizer attribute." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an unconditional hub call and the other is a tokenizer attribute crash. Related helper, different bug." + "reason": "Unrelated documentation/example errors vs a Kosmos2.5 long-OCR index error." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to FastSpeech2ConformerTokenizer loading failure." + "reason": "Different tokenizer problems for different models; not the same code-path bug." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n forward name collision are unrelated." + "reason": "Different models and different failure modes: video input validation vs Gemma3n attribute collision." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v4/v5 output regressions, but for different models and different failure modes." + "reason": "Both are v5 output mismatches, but for different models and likely different causes." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are unrelated." + "reason": "Whisper empty transcription handling is unrelated to Kosmos2.5 OCR indexing." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Input validation XOR messaging and single-label num_labels=1 zero-loss behavior are different bugs." + "reason": "Both are tokenizer-loading regressions, but the affected models and failure mechanisms differ." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Tokenizer load failure for a specific model repo is not the same as XLMRobertaTokenizer passing a dict to Unigram." + "reason": "Input validation messaging and degenerate classification loss are unrelated bugs." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression and kernels dependency/version import failure are unrelated." + "reason": "Tokenizer loading for a specific model is unrelated to pipelines import failing on kernels metadata requirements." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Llava Next segfault and MPS histogram Int support error are separate backend/model issues." + "reason": "Non-persistent buffer initialization and FSDP CPU RAM-efficient loading are different issues." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading breakage are different loading-path bugs." + "reason": "Different models and different runtime errors: Llava Next segfault vs MOE MPS histogram limitation." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Both mention device/dtype mismatch, but they involve different models and different execution paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme of remote_code regressions, but one is a specific removed helper and the other is a broader umbrella report." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is a different code path from dtype mismatch issues." + "reason": "Different bugs in different models: SDPA torch.compile failure vs bfloat16 dtype mismatch." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are different tokenizer behaviors." - }, - { - "left": "issue:43582", - "right": "issue:46512", - "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and stale config.dtype after from_config(dtype=...) are unrelated." + "reason": "Both touch token handling, but one is runtime post-processor updates and the other is skip_special_tokens behavior in Whisper decoding." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing defects are unrelated." + "reason": "Different architectures and unrelated problems: BLIP2 dtype propagation vs Video-LLaVA temporal-attention/weight-sharing bug." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR length index error are unrelated." + "reason": "Both involve dtype on Apple/creation paths, but one is a TypeError in warmup and the other is stale config dtype after from_config." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Removing is_torch_fx_available is one concrete remote_code regression, while 45020 is only a broad umbrella tracker. Not the same specific bug." + "reason": "Different multimodal regressions: Qwen video input issue vs Kosmos2.5 OCR indexing." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/tensor shape IndexError and trainer.evaluate after train failure are different issues." + "reason": "Index/mask shape mismatch is unrelated to trainer.evaluate() failing after training." } ] }, @@ -6265,7 +6234,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:28218", "issue:29159", @@ -6281,7 +6250,6 @@ "issue:43653", "issue:43716", "issue:43720", - "issue:43742", "issue:43749", "issue:43782", "issue:43819", @@ -6298,7 +6266,6 @@ "issue:44912", "issue:44977", "issue:45003", - "issue:45020", "issue:45042", "issue:45072", "issue:45081", @@ -6314,7 +6281,8 @@ "issue:46697", "issue:46728", "issue:46846", - "issue:46932" + "issue:46932", + "issue:47217" ], "soft_pairs": [ "issue:43782|issue:44977", @@ -6334,210 +6302,210 @@ "issue:42175|issue:45081", "issue:44671|issue:45701", "issue:43577|issue:43582", - "issue:45003|issue:46285", "issue:46175|issue:46932", + "issue:45003|issue:46285", "issue:43582|issue:44857", + "issue:43653|issue:44912", + "issue:43262|issue:47217", + "issue:46697|issue:46728", "issue:43782|issue:45325", "issue:43262|issue:43819", - "issue:46697|issue:46728", - "issue:43653|issue:44912", - "issue:44589|issue:45042", - "issue:43742|issue:45020" + "issue:44589|issue:45042" ], - "prepared_review_unit_hash": "806099ae9af77556830a0fda2a145adddd261ca66c0abc604dbcb830006e61b4", + "prepared_review_unit_hash": "55b0230ae54b77101a9c2d628b92a46af6d2edf0b1c4606e8694f45569044468", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35934, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "serialized_chars": 35387, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformer bugs that were pulled together by surface similarity. The only clear duplicate pair is the tokenizer added-token spacing/inconsistency report; the rest should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:28218 is the most concrete statement of the tokenizer added-token spacing bug, while issue:29159 describes the same slow/fast tokenizer inconsistency at a broader level.", + "summary": "The cluster is mostly heterogeneous and issue-only. The only near-match is the tokenizer pair 28218/29159, but the evidence is limited to title-level similarity, so it should be treated as related/possibly duplicate rather than confirmed duplicate.", + "confidence": 0.21, + "canonical_issue_reason": "issue:29159 is the more general tokenizer-consistency report of the only close pair, but the packet only supports a cautious related/possibly-duplicate relationship with issue:28218, not a strong subsumption claim.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best anchor for the tokenizer duplicate pair because it names the exact observed behavior and is easier to triage against.", + "best_issue_reason": "issue:29159 is the best single representative of the only close tokenizer pair because it states the broader inconsistency framing, while the rest of the cluster is unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related, but they describe different failures: a weight_only loading error vs a flash-attention generation issue." + "reason": "Different Qwen3 problems: weight-only loading failure vs flash-attention generation behavior." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is about a misleading pipeline error message; the other is a model producing bad outputs with AutoModel/pipeline. Different bugs." + "reason": "Runtime error-message wording/removal issue vs a model output-quality bug; not the same code path." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "A gather_for_metrics label-dropping bug is unrelated to a Mamba2 use_cache correctness bug." + "reason": "Metrics label dropping and Mamba cache correctness are unrelated bugs." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video chat-template token/feature mismatch is unrelated to T5 decoder input validation messaging." + "reason": "Qwen3.5 video chat-template mismatch vs T5 decoder-input validation message; different subsystems." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different Gemma/Mistral-style multimodal failures: dtype mismatch in preprocessing vs a variable name collision in forward()." + "reason": "Different multimodal loading/typing bug vs a Gemma3n forward variable-collision bug." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Weight-shape mismatch in Qwen3-VL loading is a different problem from missing TP-plan entries causing OOM/shape errors." + "reason": "Both involve Qwen3/VL, but one is a weight-shape load error and the other is a TP-plan omission." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "These both point to the same tokenizer added-token spacing inconsistency between implementations; one is the concrete symptom, the other the broader slow-vs-fast mismatch." + "accept": false, + "reason": "They are plausibly related tokenizer reports, but the available evidence is only title-level similarity, not enough to confirm the same underlying bug." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video models, but one is a Qwen3OmniMoe input-processing ValueError and the other is wrong vision_position_ids in Qwen2.5-VL." + "reason": "Both are video-input bugs, but they affect different models and likely different preprocessing paths." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output size mismatch and bfloat16 dtype mismatch are unrelated failures in different model paths." + "reason": "Image-size preprocessing mismatch and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both concern model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights passing an unexpected argument." + "reason": "Different loading mechanisms: FSDP CPU RAM-efficient loading vs init_empty_weights argument handling." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading and dtype mismatch in a different model are not the same underlying bug." + "reason": "BitNet packed-weight loading failure and a dtype-mismatch inference bug are not the same issue." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Notebook custom-model initialization breakage is not the same as from_pretrained behaving inconsistently inside Python classes." + "reason": "Notebook custom-model initialization breakage and from_pretrained-in-class inconsistency are different behaviors." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset handling and CustomTrainer.compute_loss signature incompatibility are unrelated." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both mention pipeline removals, but one is an error message regression and the other is stale docs references." + "reason": "One is a runtime error-message issue; the other is stale documentation. Related topic, not the same bug." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend dependency packaging and a tokenizer regex patch AttributeError are unrelated." + "reason": "Package/backend dependency issue vs tokenizer regex patch crash; different code paths." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and version-dependent tokenization changes do not describe the same issue." + "reason": "CamemBERT MLM regression is not the same as the broad tokenization-change report." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon caching allocator TypeError are separate bugs." + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIPTextModel structural inconsistency." + "reason": "Both touch Gemma4 embedders, but one is a huge one-hot allocation and the other is dtype casting for quantized embedders." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Gemma4 one-hot position embedding memory blowup and Gemma4 quantized dtype casting are different implementation problems." + "reason": "sys.modules access safety and CLIP text-model structure changes are unrelated." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to a CUDA AMP crash in LwDetrImageLoss." + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP crash in a loss module are unrelated." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "These are different Qwen VL bugs: one is weight_only loading, the other is incorrect rope index scaling for still images." + "reason": "BigBird special-token registration and MXFP4 load fallback are unrelated." }, { "left": "issue:43262", - "right": "issue:43819", + "right": "issue:47217", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and DAC.from_latents STE mismatch are unrelated." + "reason": "Audio chat-template sampling-rate defaults and VL image-placeholder handling are different multimodal bugs." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image preprocessing issues, but one is over-padding and the other is patch-count calculation for a different model/resolution rule." + "reason": "Both are image-processing sizing bugs, but they concern different models and different calculations." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "Qwen3VL weight-only load failure and Qwen2.5-VL rope-index scaling are unrelated." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Float8 storage lookup failure and torchvision dependency requirements are not the same code-path bug." + "reason": "Audio processor chat-template defaults and DAC latent decoding behavior are unrelated." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "A MobileLLM key error and a broad remote_code breakage report are too different to merge." + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency handling are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet: the titles support the overall read that most items are unrelated transformer bugs clustered by broad surface similarity. The soft-edge calls are mostly conservative negatives, and the only positive pair (issue:28218 / issue:29159) is a reasonable tokenizer-duplication candidate from the titles alone. No obvious overstatement stands out." + "accept": false, + "feedback": "The cluster looks mostly issue-only and heterogeneous, and the 28218/29159 pair is a plausible duplicate candidate. However, the summary overstates the evidence by asserting that issue:29159 is the broadest tokenizer regression and that it plausibly subsumes issue:28218; the packet only supports a conservative 'related/possibly duplicate' read from the titles and soft similarity. The canonical issue reasoning is therefore too strong for the available evidence." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6552,7 +6520,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:36010", "issue:36331", @@ -6581,7 +6549,6 @@ "issue:43927", "issue:44060", "issue:44368", - "issue:44479", "issue:44554", "issue:44610", "issue:44811", @@ -6589,6 +6556,7 @@ "issue:44936", "issue:44977", "issue:44991", + "issue:45020", "issue:45042", "issue:45081", "issue:45084", @@ -6604,6 +6572,7 @@ "issue:47050" ], "soft_pairs": [ + "issue:43742|issue:45020", "issue:45372|issue:46326", "issue:43550|issue:44912", "issue:36010|issue:43645", @@ -6611,234 +6580,230 @@ "issue:43257|issue:43329", "issue:43531|issue:45042", "issue:43526|issue:43697", - "issue:43906|issue:46209", - "issue:43638|issue:44936", "issue:42175|issue:46291", + "issue:43638|issue:44936", "issue:43452|issue:44991", + "issue:43906|issue:46209", "issue:43819|issue:43927", "issue:45081|issue:45406", "issue:44060|issue:44368", - "issue:43329|issue:45600", "issue:45084|issue:45538", - "issue:42490|issue:43257", + "issue:43329|issue:45600", "issue:43526|issue:44554", - "issue:43746|issue:44811", + "issue:42490|issue:43257", "issue:43643|issue:45759", + "issue:43746|issue:44811", "issue:43854|issue:44977", "issue:45859|issue:47050", "issue:38175|issue:44610", - "issue:43262|issue:44811", "issue:39692|issue:44912", + "issue:43262|issue:44811", "issue:43257|issue:43696", - "issue:42915|issue:43742", - "issue:43329|issue:44479" + "issue:42915|issue:43742" ], - "prepared_review_unit_hash": "3c43e12006beaf33d84c8241d58ea30f94924c33c8a5665c8afb7a136b11adb9", + "prepared_review_unit_hash": "aac201a1a4b7df40c4ecad038fbe929c041a4ad7896a8062a2c7e2822e6927b4", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36548, - "estimated_input_tokens": 9137, - "estimated_eval_tokens": 18530 + "serialized_chars": 36510, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated standalone bugs; there is no strong single cluster-wide duplicate. The only plausible duplicate pair is the Qwen video regression on the multimodal token-counting/video path: issue 43329 looks like the concrete root-cause report for 44479.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43329 is the best canonical issue because it names the specific shared code path (`_get_num_multimodal_tokens` video branch) and the likely root cause, making it the more actionable representative of the duplicate pair.", + "summary": "The set is highly heterogeneous: most items are distinct model-, processor-, backend-, or training-specific bugs rather than one duplicate family. No soft edge pair looks like the same underlying defect, so all candidate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest and most umbrella-like issue here, centered on a recent-version regression affecting remote_code loading, with enough activity to serve as the cluster\u2019s representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the strongest overall issue candidate: it is specific enough to anchor triage, explains the failure mechanism, and plausibly subsumes the broader symptom report in 44479.", + "best_issue_reason": "issue:45020 is the most generally useful issue to keep as the representative of this mixed cluster because it describes a cross-cutting Transformers regression rather than a single narrow model symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: a MobileLLM load-time KeyError vs a broad remote_code regression. Not the same concrete bug." + }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both mention mistral_common, but one is an import-time compatibility error and the other is a tokenizer behavior bug; different code paths and fixes." + "reason": "Different subsystems and symptoms: Gemma 4 processor import failure vs mistral_common continue_final_message behavior." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different models and failures: torch.compile+SDPA vs MXFP4 quantization fallback. Same broad area, not the same bug." + "reason": "Different model paths and causes: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure vs Jupyter custom-model initialization breakage are unrelated." + "reason": "GenerationMixin import error is unrelated to custom model initialization in Jupyter notebooks." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import error for GenerationMixin and a compute_loss signature change are distinct issues." + "reason": "One is an import-path regression, the other is a custom Trainer API mismatch. Not the same bug." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Accelerate+deepspeed weight conversion bug vs video multimodal token counting bug; unrelated symptoms and code paths." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the multimodal token-counting video-branch NameError." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window handling and PIL backend torchvision dependency are unrelated." + "reason": "Sliding-window behavior on Qwen3-MoE and PIL backend torchvision dependency handling are different issues." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug and RTDetrV2 output mismatch are different model-specific defects." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output drift in v5." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "A reproduction of an older issue and an FP8/B200 inference failure are not the same underlying bug." + "reason": "Torch extra missing tensorflow backend is a packaging issue; kernels v0.15 import failure is a separate dependency requirement problem." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/non-pretrained Bert indexing failure is different from trainer.evaluate() breaking after train()." + "reason": "DeepSpeed ZeRO-3 indexing failure during training is not the same as evaluate() failing after train()." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Backend extra-install packaging problem vs pipelines import failure from kernels version requirements are unrelated." + "reason": "gguf_file breaks tokenizer/model loading APIs broadly, while est-roberta is a specific tokenizer regression." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Both are loading-related, but gguf_file handling and tokenizer loading for EMBEDDIA/est-roberta are different concrete failures." + "reason": "An isolated reproduction of an older issue is unrelated to FP8 inference failure on B200." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig save/load custom token ID loss are unrelated." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are different model/config bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma/Mistral tokenizer machinery, but one is regex patching on a missing backend tokenizer and the other is a missing `_tokenizer` on Gemma4Processor." + "reason": "Both are attribute errors, but they occur in different code paths and models: Mistral regex patching vs Gemma4 processor loading." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weight warnings, but they describe different model/config warning behaviors and different reproduction paths." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Video token-counting regression and auto_mappings referencing removed configs are unrelated." + "reason": "Both mention warnings around tied weights, but one is an incorrect internal tie and the other is a user-facing warning during LoRA fine-tuning." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "Template-node compilation error is unrelated to CLIPTokenizer's model_max_length setting." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Local-path import warning and Qwen3-MoE weight conversion failure are different bugs." + "reason": "Video multimodal token counting bug is unrelated to stale auto_mappings references breaking CI." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Label reduction in BEiT and an MPS attention correctness issue are unrelated." + "reason": "Image label reduction in BeitImageProcessorFast is not the same as an MPS attention correctness issue." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "PEFT adapter loading from local checkpoints and Whisper batch_decode skip_special_tokens behavior are different issues." + "reason": "Trailing-slash local path warning and Qwen3 MOE weight conversion under accelerate/deepspeed are unrelated load-time behaviors." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both are config-loading problems, but one is trust_remote_code missing fields and the other is failing to unwrap text_config for composite multimodal configs; not the same bug." + "reason": "Missing fields from AutoConfig with trust_remote_code and unwrapping text_config in composite multimodal configs are different configuration-path bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 flash-attention generation issue are unrelated." + "reason": "GLM-4.7-Flash unit-test load failure is not the same as Qwen3.5 flash-attention generation issues." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embeddings vs fp16 ONNX export dtype mismatch are different code paths." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to CanineModel ONNX fp16 dtype mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Zero-probabilities in SigLIP2 and a 640px-vs-224px processor/model size mismatch are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo 640px/224px preprocessing mismatch are different vision bugs." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and Whisper decode token-skipping are separate audio processor bugs." + "reason": "SigLIP2 docs example errors are not the same concrete bug as git-oss-20b MXFP4 quantization fallback." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "A documentation example with multiple errors is not the same as a quantization-loading regression." + "reason": "Audio apply_chat_template sampling-rate defaulting and Whisper batch_decode token skipping are distinct processor behaviors." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion failure and GPT-oss OOM are unrelated." + "reason": "Qwen3 MOE weight conversion failure is unrelated to GPT-oss-20b CUDA OOM." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe and a MobileLLM loading key error are unrelated." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": true, - "reason": "Same underlying video-input regression in the multimodal token/video branch; 43329 identifies the concrete code-path bug that plausibly causes the broader failures described in 44479." + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM load KeyError are different model-specific issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted duplicate pair, 43329 \u2194 44479, is plausibly the same video-regression bug, with 43329 being the more specific root-cause report. The other soft-edge rejections stay within the evidence available from the issue titles and do not overstate duplication." - }, - "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 }, @@ -6853,7 +6818,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:28282", "issue:29159", @@ -6881,12 +6846,12 @@ "issue:43931", "issue:44291", "issue:44387", + "issue:44479", "issue:44554", "issue:44568", "issue:44617", "issue:44756", "issue:44821", - "issue:44857", "issue:44912", "issue:44987", "issue:45042", @@ -6901,221 +6866,220 @@ "issue:46421", "issue:46424", "issue:46701", - "issue:46832", "issue:47145" ], "soft_pairs": [ - "issue:43329|issue:43450", + "issue:43329|issue:44479", "issue:43257|issue:43931", + "issue:43329|issue:43450", "issue:44291|issue:45042", - "issue:34567|issue:40990", "issue:44912|issue:47145", + "issue:34567|issue:40990", "issue:42915|issue:44821", "issue:44387|issue:44617", "issue:29159|issue:34567", "issue:45459|issue:45803", "issue:46421|issue:46424", - "issue:43650|issue:43906", "issue:43525|issue:46291", "issue:28282|issue:29870", - "issue:43749|issue:44756", + "issue:43650|issue:43906", "issue:44987|issue:45538", "issue:43425|issue:46291", + "issue:43749|issue:44756", "issue:28282|issue:34689", "issue:43540|issue:46701", "issue:43454|issue:43577", "issue:44568|issue:45356", - "issue:33357|issue:34567", "issue:42175|issue:43824", + "issue:33357|issue:34567", "issue:39379|issue:44554", - "issue:45137|issue:45405", "issue:43697|issue:45357", - "issue:44857|issue:46832" + "issue:45137|issue:45405" ], - "prepared_review_unit_hash": "a9295090a353a95696f03514b42bb6c816b000ccd9eab4424877b2cfae57535e", + "prepared_review_unit_hash": "8a7c1e3bd71ecda3349a4816c5dcf6c2a1c19d75d2b3fc4b61c88e1aecf92ed6", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35517, - "estimated_input_tokens": 8880, - "estimated_eval_tokens": 18016 + "serialized_chars": 34975, + "estimated_input_tokens": 8744, + "estimated_eval_tokens": 17744 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of unrelated Transformers bug reports with a few superficial thematic overlaps (tokenizers, loading, multimodal, quantization). None of the soft pairs look like true duplicates or mergeable fixes.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44568 is the cleanest self-contained bug report here: narrow scope, concrete regression, and an easily verifiable expected-vs-actual tokenizer behavior.", + "summary": "No soft duplicate edges should be merged here: the pairs mostly share a broad subsystem (tokenizers, video, quantization, loading, memory) but describe different concrete bugs and code paths. The strongest central issue in this set is the FSDP CPU RAM efficient loading regression.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43749 is the best cluster anchor: it has the most discussion and inbound references, and it describes a broad, clearly impactful core-loading regression rather than a narrow model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44568 is the strongest triage candidate because it names a specific model, a specific regression window, and a precise failure mode that is likely actionable in one code path.", + "best_issue_reason": "issue:43749 is the best overall issue to keep as the representative problem because it is broadly applicable, well-discussed, and likely to attract/organize related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43329", - "right": "issue:43450", + "right": "issue:44479", "accept": false, - "reason": "Both are video-related, but one is an undefined variable/path in multimodal token counting and the other is a batched video processor shape bug; different code paths and fixes." + "reason": "Both involve video/multimodal processing, but 43329 is an undefined-variable bug in multimodal token counting while 44479 is a broader video-input regression across several model families." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3 loading, but one is MOE weight conversion with accelerate/deepspeed and the other is a model weight-shape mismatch for a specific VL checkpoint; not the same bug." + "reason": "Different failures in different Qwen families: one is MOE weight conversion with accelerate/deepspeed, the other is a VL weight-shape mismatch on model load." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Different subsystems: init_empty_weights argument handling vs PIL image processor backend dependency resolution." + "reason": "One is an undefined helper/merge_size issue in multimodal token counting; the other is batched video processor shape handling. Related area, not the same bug." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Unrelated problems: trainer token-count bookkeeping versus perplexity quality on a specific model/dataset." + "reason": "Both are loading-time issues, but one is an init_empty_weights argument mismatch and the other is an image-processor torchvision dependency problem." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both concern quantized checkpoint loading, but one is MXFP4 fallback behavior and the other is missing weight_scale application for frozen FP8 compressed-tensors; distinct failures." + "reason": "Both touch quantization, but MXFP4 falling back to bf16 and FP8 frozen checkpoints ignoring weight_scale are distinct mechanisms and fixes." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count bookkeeping and a perplexity regression on gpt-oss-20b are unrelated problems." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL import/loading are unrelated." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and AutoImageProcessor URL loading are unrelated code paths." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM reports, but they point to different models and likely different root causes; not one concrete bug." + "reason": "Both can manifest as OOM, but one is increased reserved memory under int4 quantization and the other is a SAM3Video model memory footprint issue." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer behavior inconsistency and trainer token accounting are different layers with no shared failure mode." + "reason": "Tokenizer slow/fast inconsistency is not the same as TrainerState token counting not updating." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling hiding errors, but they are in different functions with different affected behaviors and fixes." + "reason": "Both mention exception handling masking errors, but they are different modules with different triggering conditions and fixes." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy-init causing recompilation and the other is max_cache_length being ignored except for quantized cache; different bugs." - }, - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "A placeholder request and an isolated reproduction of another issue are not duplicates." + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for Quantized Cache." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id on Llama4Config versus pipeline import failure due to kernels version/revision requirements." + "reason": "Missing pad_token_id on Llama4Config and kernels-v0.15 pipeline import failure are unrelated." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch import dependency error and Bart generate UnboundLocalError are unrelated." + "reason": "PyTorch import-missing error and Bart generate decoder_attention_mask unbound-local error are unrelated." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both mention memory, but one is FSDP CPU RAM-efficient loading and the other is mmap on Strix Halo; different code paths and mitigations." + "reason": "No meaningful overlap: a vague data request versus an isolated reproduction issue." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model-loading failure for a specific checkpoint versus tokenizer max_length constant misuse; no shared bug." + "reason": "A model-loading regression for physical-intelligence/fast and CLIPTokenizer max_length behavior are separate tokenizer/model issues." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels import requirements are different dependency issues." + "reason": "Torch 2.10 incompatibility and kernels v0.15 pipeline import requirements are different dependency failures." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading themed, but FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are distinct issues." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch-missing import error and Llama 3.2 vision model loading regression are unrelated." + "reason": "Missing PyTorch import and Llama 3.2 Vision model loading breakage are unrelated." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Both are multimodal/pipeline issues, but they affect different models and failure modes; not the same underlying change." + "reason": "Different multimodal regressions affecting different models and APIs; not the same underlying bug." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight tying bug in AyaVision and dtype propagation bug in BLIP2 are distinct model-loading issues." + "reason": "AyaVision lm_head weight tying and Blip2 dtype propagation are separate model-loading problems." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different logic (special-token insertion vs codec/regex handling)." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "MacOS bus error with a CLIP model and trainer token-count updating are unrelated." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different failure modes." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging/installation issue versus missing exported class import; different symptoms and fixes." + "reason": "Backend install dependency packaging and a missing exported model class are unrelated." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Incorrect multimodal mask handling in mllama and an MPS attention correctness issue are different bugs." + "reason": "A MacOS bus error in CLIP model loading and TrainerState token counting are unrelated." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + "reason": "Both are correctness issues, but one is an mllama multimodal mask bug and the other is an MPS attention-dimension correctness issue." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output regression and Qwen3.5 save_pretrained key mismatch are different model-specific issues." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key handling are different regression types in different paths." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Both are RT-DETR-related-ish detection losses/model code, but one is an AMP crash in LwDetrImageLoss and the other is a forward pass TypeError in RTDetrModel; not the same bug." + "reason": "DeepSpeed ZeRO3 deque pop failure and a PEFT minimum-version bump are unrelated." } ] }, @@ -7137,7 +7101,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:24643", "issue:27957", @@ -7150,7 +7114,6 @@ "issue:41720", "issue:42175", "issue:42915", - "issue:43257", "issue:43404", "issue:43452", "issue:43540", @@ -7158,7 +7121,6 @@ "issue:43582", "issue:43742", "issue:43749", - "issue:43756", "issue:44062", "issue:44291", "issue:44479", @@ -7169,6 +7131,7 @@ "issue:44792", "issue:44821", "issue:44849", + "issue:44857", "issue:44898", "issue:44936", "issue:44964", @@ -7185,10 +7148,12 @@ "issue:46512", "issue:46693", "issue:46821", + "issue:46832", "issue:46869", "issue:47020" ], "soft_pairs": [ + "issue:44857|issue:46832", "issue:45081|issue:47020", "issue:43404|issue:45127", "issue:28282|issue:29127", @@ -7204,244 +7169,239 @@ "issue:42915|issue:43749", "issue:43577|issue:46512", "issue:41720|issue:43540", - "issue:42175|issue:44488", "issue:44849|issue:45701", + "issue:42175|issue:44488", "issue:43540|issue:44560", "issue:44291|issue:44821", "issue:43540|issue:44479", "issue:44987|issue:45907", - "issue:44479|issue:45381", "issue:34567|issue:36331", - "issue:38175|issue:44898", + "issue:44479|issue:45381", "issue:44792|issue:44964", - "issue:45042|issue:45081", + "issue:38175|issue:44898", "issue:44062|issue:45081", "issue:44568|issue:45488", - "issue:43742|issue:44589", - "issue:43582|issue:46821", - "issue:43257|issue:43756" + "issue:45042|issue:45081", + "issue:43742|issue:44589" ], - "prepared_review_unit_hash": "3c57da436ca4b497114e1ecf228a82f975978899a05c6f70c001731a25838702", + "prepared_review_unit_hash": "36e5bd84f47eb5870aaac87114f67e55d283c015642b331813164d734484ac48", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37019, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "soft_pair_count": 30, + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug. The closest theme is tokenizer/version-regression reports, but even there the concrete failure modes differ.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45701 is the broadest umbrella report about version-driven tokenization changes and overlaps thematically with several tokenizer-related issues, making it the best representative of the cluster.", + "summary": "This set is highly heterogeneous: most items are unrelated bugs across tokenization, training, multimodal loading, and device-mapping. Only one pair (the Qwen2.5-VL video regression reports) looks like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "No safe canonical issue exists for the whole set; the reports span multiple unrelated code paths. If forced, issue 44479 is the most substantial standalone regression report, but it is not an umbrella for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 has the broadest scope and highest chance of serving as the cluster\u2019s representative issue despite the cluster not being a true duplicate set.", + "best_issue_reason": "Issue 44479 is the best standalone representative: it describes a concrete versioned regression, names multiple affected models, and is specific enough to be actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different failures in different models: LW-DETR AMP crash vs RT-DETR feature-level mismatch." + }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer internals and failure modes; not the same bug." + "reason": "Different tokenizer bugs: Mistral regex patch crash vs XLMRoberta Unigram vocab type error." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tying/weights, but one is Mistral3 head tying and the other is LoRA merge collapse." + "reason": "Both involve weights/tie embeddings, but they are distinct bugs in different generation/LoRA flows." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError for missing PyTorch vs a LayoutLMv3 error-message clarity issue." + "reason": "Unrelated errors: missing PyTorch import vs LayoutLMv3 box-validation message clarity." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM load key error and init_empty_weights argument handling are unrelated." + "reason": "Different loading problems with different causes: key error on MobileLLM vs unexpected init_empty_weights argument." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train failure vs TimesFM window_size AttributeError." + "reason": "Trainer lifecycle bug vs TimesFM window_size attribute error; no shared code path." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3MoE FP8 config failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "Different subsystems: Qwen3Moe FP8 config failure vs CLIP tokenizer max_length constant." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression and FA2 long-context performance regression are different problems." + "reason": "Both mention generation regressions, but one is a video-input bug and the other is a FA2 performance regression." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Tokenizer max-length constant vs multi-GPU YOLO device-map failure." + "reason": "Completely unrelated: tokenizer max_length vs YOLO multi-GPU device-map failure." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken keyword conflict and EMBEDDIA tokenizer loading failure are not the same root cause." + "reason": "AddedToken special-arg duplication is a different tokenizer bug from EMBEDDIA/est-roberta loading." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading breakage and Apple Silicon allocator TypeError are unrelated." + "reason": "Different domains: GGUF/model loading vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-shape runtime error vs slow/fast tokenizer inconsistency." + "reason": "DeepSpeed training weight-shape error vs slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention XLM-R issue and missing-PyTorch ImportError are unrelated." + "reason": "Flash Attention 2 on XLMRoberta is unrelated to PyTorch-not-found import errors." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Different training/runtime paths: FP8 config vs FSDP CPU RAM efficient loading." + "reason": "Both are Qwen3Moe/FSDP-related, but they describe different failures and code paths." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but one is Blip2/qformer dtype propagation and the other is config.dtype staleness." + "reason": "Both concern dtype handling, but one is Blip2 loading dtypes and the other is stale config.dtype during from_config." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different failures." + "reason": "Qwen3 auto device-mapping crash is distinct from Qwen3OmniMoe video-processing ValueError." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Backend dependency packaging issue vs model-loading failure for a specific checkpoint." + "reason": "Qwen3.5 output_hidden_states bug is unrelated to a tokenizer behavior change across versions." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is distinct from tokenizer-version changes." + "reason": "Packaging/backend dependency issue vs model-loading failure for cjvt/sleng-bert." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input issues, but different model families and error paths." + "reason": "Both are video-input issues, but they affect different Qwen variants with different observed failures." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument mismatch is unrelated to loading AutoImageProcessor from URL." + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from URL." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Video-input failures in different Qwen variants are not clearly the same code-path bug." + "reason": "Shared video theme only; the reported failures and affected models differ." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading failure and list_repo_files revision forwarding are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": false, - "reason": "Related model family, but one is a video regression and the other is wrong vision_position_ids." + "reason": "Model loading failure vs list_repo_files revision-forwarding CI break are unrelated." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counter and custom compute_loss signature are distinct trainer issues." + "reason": "TrainerState token accounting bug vs custom compute_loss signature break are different trainer issues." }, { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Different vision-model bugs: zero probabilities vs Perceiver non-default resolution failure." - }, + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These look like the same Qwen2.5-VL video regression: both describe incorrect video position handling / vision_position_ids in the same family and version range." + }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal load failure are separate model issues." + "reason": "Different multimodal models and symptoms: janus image-generation test failure vs Phi-4-multimodal load failure." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "PIL backend torchvision dependency bug is unrelated to Mistral tokenizer regex crash." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Perceiver non-default resolution failures." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Two different tokenizer regressions with different exception sources." + "reason": "Different tokenizer bugs: AddedToken keyword collision vs Mistral regex patch backend-tokenizer access." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is tokenizer backend override." + "reason": "Both involve tokenizer behavior in v5, but one is add_special_tokens/BOS-EOS and the other is ByteLevel vs Metaspace pre-tokenizer override." }, { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "MobileLLM key error and missing Float8 storage type are unrelated." - }, - { - "left": "issue:43582", - "right": "issue:46821", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated." + "reason": "PIL image-processor dependency regression is unrelated to Mistral tokenizer regex patching." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Qwen3 MoE weight-conversion bug and Smollm3 RoPE-layer mismatch are different model-loading issues." + "reason": "Key error while loading MobileLLM and missing Float8 storage are different loading/runtime issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The packet supports the overall conclusion: the set is heterogeneous, and the only clearly mergeable soft pair is issue:44479 with issue:45381, which both describe the same Qwen2.5-VL video-input regression around vision_position_ids. The other false pair judgments are conservative and grounded in distinct titles/symptoms. No obvious overstatement or unsupported canonical claim stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7456,23 +7416,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:24643", "issue:28282", "issue:29870", "issue:32090", "issue:41762", + "issue:43257", "issue:43452", "issue:43526", "issue:43531", "issue:43540", "issue:43577", + "issue:43582", "issue:43697", "issue:43716", "issue:43756", "issue:43906", - "issue:44466", "issue:44488", "issue:44568", "issue:44625", @@ -7481,7 +7442,6 @@ "issue:44877", "issue:44913", "issue:44936", - "issue:45005", "issue:45072", "issue:45216", "issue:45325", @@ -7502,239 +7462,244 @@ "issue:46491", "issue:46693", "issue:46701", + "issue:46821", "issue:46829", "issue:46846", "issue:46899" ], "soft_pairs": [ + "issue:43257|issue:43756", + "issue:43582|issue:46821", "issue:43531|issue:44821", "issue:43756|issue:46399", "issue:43756|issue:45325", - "issue:45405|issue:45600", "issue:44737|issue:46463", + "issue:45405|issue:45600", "issue:43716|issue:46701", - "issue:45823|issue:46463", "issue:43577|issue:45072", + "issue:45823|issue:46463", "issue:44568|issue:46491", - "issue:43906|issue:46693", "issue:24643|issue:29870", "issue:45672|issue:45674", + "issue:43906|issue:46693", "issue:44625|issue:44877", "issue:43452|issue:44488", "issue:43540|issue:46693", - "issue:43906|issue:46468", "issue:28282|issue:32090", - "issue:44913|issue:46121", + "issue:43906|issue:46468", "issue:43697|issue:46829", + "issue:44913|issue:46121", "issue:44737|issue:45588", "issue:45663|issue:46846", "issue:43526|issue:45479", "issue:46463|issue:46899", "issue:43697|issue:45216", "issue:45357|issue:45920", - "issue:41762|issue:44936", - "issue:44466|issue:45005" + "issue:41762|issue:44936" ], - "prepared_review_unit_hash": "bbf4dda9c186837ff6fc6e50f3e3d67d64cec704b350270f78545bf99afa4c88", + "prepared_review_unit_hash": "c5337b40f2dc1246a2f0ad9e9c6263ac2ee3163a9020eb91fc90c83af45fbb09", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35853, - "estimated_input_tokens": 8964, - "estimated_eval_tokens": 18184 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36669, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and does not look like a duplicate set. The only plausible duplicate edge is the tied-weights serialization regression pair (issue:44466 / issue:45005).", - "confidence": 0.74, - "canonical_issue_reason": "No strong single canonical for the whole cluster; it is mostly unrelated issues, with only one plausible duplicate pair around tied-weights serialization.", + "summary": "This cluster is highly heterogeneous: the soft pairs are all near-matches by wording/theme only, not the same underlying bug or change. There is no convincing duplicate canonical issue/PR across the set.", + "confidence": 0.71, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the best representative because it describes the broader tied-weights regression, while issue:44466 reads like a specific manifestation of that same problem.", + "best_issue_reason": "issue:46693 is the strongest representative of the cluster only because it has the highest activity and inbound references, but it is not a true duplicate canonical for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and failure modes: Qwen3 MoE weight conversion under accelerate/deepspeed vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated runtime paths: Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError." + }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Different subsystems and failures: Qwen3-MoE sliding window vs image processor loading from URL." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor-from-URL loading are different bugs." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both mention RoPE-related behavior, but they affect different Qwen/Smollm code paths and distinct failures." + "reason": "Both mention RoPE-ish model internals, but one is Smollm3 layer handling and the other is a Qwen3.5 kernel registration issue." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "RoPE-themed, but one is Smollm3 layer dropping and the other is Qwen2.5-VL temporal position scaling; different bugs." - }, - { - "left": "issue:45405", - "right": "issue:45600", - "accept": false, - "reason": "Unrelated: one is a dependency version bump issue, the other is a stale auto_mappings config reference." + "reason": "Same broad RoPE family, but distinct model families and distinct errors; not one concrete bug." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device placement bug and T5 decoder-input error messaging are unrelated code paths." + "reason": "XLNet CPU-side relative position encoding bug is unrelated to T5 decoder input validation messaging." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Both are multimodal, but the model families and failure modes differ substantially." + "reason": "A dependency version bump and a stale auto_mappings reference are different maintenance issues." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "Gemma4 device-map mismatch is unrelated to T5 decoder input validation." + "reason": "Both are multimodal failures, but the dtype mismatch in Mistral-3 is not the same as the DiffusionGemma pipeline breakage." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they involve different models and different inference paths." + "reason": "Both involve dtype mismatches, but in different models and code paths; they would not be fixed by one change." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Different tokenizer regressions: missing special tokens vs leading-space round-trip loss." + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder input validation." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "One is an isolated reproduction of an older issue; the other is a performance regression under FA2/long-context generation." + "reason": "Tokenizer regressions, but one is BOS/EOS insertion for mdeberta and the other is leading-space round-trip behavior for CodeLlama." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape error and Bart generate() unbound variable are different bugs." + "reason": "DeepSpeed training weight-dimension error and Bart generate() UnboundLocalError are unrelated failures." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both hit 4-bit inference, but one is a uint8 torch.finfo error and the other is BitsAndBytes skip-module exclusion handling." + "reason": "Both touch 4-bit inference, but one is unsafe dtype casting in Gemma4 audio/vision embedders and the other is a BitsAndBytesConfig skip-module exclusion bug." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the FA2 long-context performance regression." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config bugs." + "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are different config-loading problems." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both concern loading failures, but they are different model/load-path reports without evidence of the same root cause." + "reason": "Both are model-loading complaints, but the gguf_file/from_pretrained breakage is not the same bug as failing to load cjvt/sleng-bert." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video-input processing error and FA2 long-context performance regression are unrelated." - }, - { - "left": "issue:43906", - "right": "issue:46468", - "accept": false, - "reason": "No clear common bug: a reproduced older issue versus a broken official Nemotron example." + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to FA2 long-context generation slowdown/regression." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch and a NoneType GPU broadcast error are unrelated." + "reason": "Missing PyTorch import and _gpu_broadcast_one(NoneType) are unrelated trainer/environment issues." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Both are rope/config-related, but one is silent config reload loss and the other is a TypeError in rope validation conversion." + "reason": "A reproduction of issue 38071 is not the same as the broken Nemotron example." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different model families and different output/serialization bugs." + "reason": "Different model outputs and different bug classes: RTDetrV2 regression vs VideoPrism output field mix-up." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve rotary/rope configuration, but one is silent config reset on reload and the other is JSON-list type handling." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet positional encoding device placement and flash_attention sink-less crash are unrelated." + "reason": "XLNet position encoding on CPU is unrelated to flash_attention's s_aux=None crash." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Both involve distributed/training infra, but they are different model-specific failures with different code paths." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 TP-plan omissions are separate distributed-training bugs." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Label reduction in an image processor and degenerate zero loss in sequence classification are different layers and bugs." + "reason": "BeitImageProcessorFast label reduction and zero-loss single-label classification are different label-handling problems." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder validation messaging is unrelated to Gemma4 multimodal 4-bit dtype casting." + "reason": "T5 decoder validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint serialization are separate regressions." + "reason": "RTDetrV2 inference regression and Qwen3.5 save_pretrained checkpoint corruption are unrelated." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 visual encoder key serialization and broad tokenizer token-id regression are not the same bug." + "reason": "Qwen3.5 visual-encoder key saving and tokenizer token-id regressions are different serialization/tokenization bugs." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate() after train() are different trainer lifecycle issues." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both point to the same tied-weights serialization regression in v5; 44466 is a concrete symptom of the broader 45005 report." + "reason": "Gemma3 ZeRO-3 load IndexError and trainer.evaluate-after-train failure are not the same code path." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: the cluster does look heterogeneous, and the tied-weights pair (issue:44466 / issue:45005) is the only clearly supported duplicate-like edge. The soft-edge rejections are conservative and tied to clear title-level differences." - }, - "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 }, @@ -7749,7 +7714,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:29159", "issue:33357", @@ -7773,14 +7738,15 @@ "issue:44361", "issue:44442", "issue:44464", + "issue:44466", "issue:44493", "issue:44568", "issue:44743", "issue:44811", - "issue:44821", "issue:44843", "issue:44857", "issue:44898", + "issue:45005", "issue:45200", "issue:45356", "issue:45372", @@ -7794,16 +7760,16 @@ "issue:46402", "issue:46463", "issue:46701", - "issue:46821", "issue:46829", "issue:46832", "issue:46932", "issue:47000" ], "soft_pairs": [ + "issue:44466|issue:45005", "issue:43720|issue:44898", - "issue:45200|issue:46463", "issue:43643|issue:45375", + "issue:45200|issue:46463", "issue:44493|issue:46050", "issue:44361|issue:44442", "issue:43688|issue:43749", @@ -7812,227 +7778,229 @@ "issue:43452|issue:44843", "issue:43531|issue:43742", "issue:43819|issue:44811", - "issue:43994|issue:44898", "issue:43761|issue:46829", - "issue:44857|issue:47000", + "issue:43994|issue:44898", "issue:45372|issue:46170", + "issue:44857|issue:47000", "issue:29159|issue:33357", - "issue:43525|issue:46701", "issue:45542|issue:46178", + "issue:43525|issue:46701", "issue:46832|issue:46932", - "issue:43688|issue:45704", "issue:43295|issue:45356", + "issue:43688|issue:45704", "issue:43688|issue:45701", "issue:43653|issue:44568", "issue:43646|issue:43749", "issue:43756|issue:46402", "issue:44464|issue:44743", - "issue:43653|issue:43927", - "issue:44821|issue:46821" + "issue:43653|issue:43927" ], - "prepared_review_unit_hash": "f41ba1ef21aae7a744352c907675c165e5b2bfa28cd4446d4cc0006668d94c23", + "prepared_review_unit_hash": "fb48e84abfafd6553f3994670d9d89361c94ec105994fdbdd405f6201945f982", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36294, - "estimated_input_tokens": 9074, - "estimated_eval_tokens": 18404 + "serialized_chars": 36385, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer regressions, model-loading bugs, backend/import issues, and vision/loss problems across many different model families. None of the soft-edge pairs look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: these issues are not duplicates of one another and cover many unrelated code paths and models.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No single issue is a good global representative because the cluster is too diverse to map to one underlying defect.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "The cluster is still mostly heterogeneous. There is one strong duplicate pair around tied-weights serialization regressions, but the Windows AMD ROCm import issue is unrelated to the Gemma 4 / mistral_common problem, so the cluster should not be treated as a single duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 29159 is the broadest representative issue in the packet because it describes a core tokenizer behavior inconsistency, but it does not unify the cluster into one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 29159 is the best single anchor for the cluster because it is the most general and central issue among otherwise unrelated bugs.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights serialization regression affecting translation models and lm_head weight handling." + }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different failures in different model families; one is BitNet loading, the other is Perceiver image classification." + "reason": "Different bugs: BitNet accelerate loading versus Perceiver image-classification resolution/interpolation failure." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Gemma 4 multimodal token-type defaults vs T5 decoder-input validation error message; unrelated bugs." + "reason": "Both concern missing config fields, but they target different model families and different code paths." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Both involve config fields being dropped, but they affect different models and different missing fields/code paths." + "reason": "Unrelated issues: Gemma 4 mm_token_type_ids defaults versus T5 decoder-input validation messaging." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unrelated issues: unexpected key in position IDs vs quantized model save/load breakage." + "reason": "Different regressions: unexpected position-id keys versus quantized model save/load breakage." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer load/attribute errors for different tokenizers; no shared concrete bug." + "reason": "Both are loading failures, but for different tokenizer classes and different underlying causes." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization bug vs FSDP CPU RAM-efficient loading regression; different subsystems." + "reason": "MoE auxiliary-loss normalization is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration problem vs MLuke tokenizer task attribute error; not the same issue." + "reason": "Different tokenizer bugs with different symptoms and code paths." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP zero-probability output bug vs processor.tokenizer/custom image-passing regression; different symptoms and paths." + "reason": "SigLIP zero-probability outputs are not the same as the processor.tokenizer regression." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch AutoTokenizer loading, but one is gguf_file support and the other is offline mistral-regex patch behavior." + "reason": "gguf_file loading breakage and offline model_info calls are separate loader issues." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs MobileLLM key error during loading; unrelated model bugs." + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM key errors are distinct problems." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens handling; different APIs and bugs." - }, - { - "left": "issue:43994", - "right": "issue:44898", - "accept": false, - "reason": "Different vision-model regressions affecting different models and failure modes." + "reason": "DAC latent reconstruction and Whisper batch_decode special-token handling are different subsystems." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both are vision-output issues, but they affect different models and one reports missing hidden_states while the other mis-populates the field." + "reason": "Different model families and different output-field plumbing problems." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Different DETR losses and different crash conditions; not the same underlying bug." + "reason": "Distinct vision-model failures with different symptoms and likely causes." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import incompatibility vs Windows/ROCm torch.distributed import failure; unrelated." + "reason": "Not the same bug: Gemma 4 processor loading fails on a mistral_common ReasoningEffort import, while this is a Windows AMD ROCm / torch.distributed dependency issue." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS bus error on a CLIP model; no shared code-path bug." + "reason": "Different DETR loss crashes with different failure conditions." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Missing pad_token_id in Llama4Config vs DiffusionGemma pipeline failure; unrelated failures." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS CLIP bus error." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend-dependency errors, but they concern different backends and different resolution paths." + "reason": "Both are backend/dependency errors, but they involve different missing backends and different mechanisms." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "RT-DETR feature-level mismatch vs Gemma4 quantized embedder dtype casting; different model components." + "reason": "Llama4Config pad_token_id and DiffusionGemma pipeline failures are unrelated." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Auxiliary-loss normalization and apex RMSNorm memory leak are unrelated." + "reason": "RT-DETR feature-level shape error and Gemma4 quantized-embedder dtype casting are separate issues." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both mention tokenizer regressions, but they are different models, symptoms, and underlying mechanisms." + "reason": "Different regressions: hidden_states handling versus tokenizer codec / regex behavior." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to a T5 apex RMSNorm memory leak." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization bug vs broad tokenization-version-change report; no concrete shared bug." + "reason": "Aux-loss normalization and version-dependent tokenization are different bugs." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different special-token/tokenization regressions in different tokenizer families." + "reason": "Different tokenizer special-token issues affecting different tokenizers." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage vs FSDP loading regression; unrelated." + "reason": "Custom model initialization breakage is not the same as FSDP CPU RAM efficient loading." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs Sam3 text-encoder weights not loading; different model-specific issues." + "reason": "RoPE layer selection in Smollm3 is unrelated to Sam3Model text encoder loading." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs recurrent-state reset in Qwen3_5MoE; separate code paths." + "reason": "Chunked generation with compiled forward and Qwen3_5 recurrent-state resets are different code-path bugs." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird special-token registration bug vs DiaConfig save/load token-ID loss; different tokenizer/config issues." - }, - { - "left": "issue:44821", - "right": "issue:46821", - "accept": false, - "reason": "ImageProcessor URL loading vs TimesFM window_size attribute error; unrelated." + "reason": "BigBird mask-token registration and DiaConfig token-ID persistence are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not fully grounded in the packet. In particular, the accepted soft-edge pair issue:45372 vs issue:46170 is not conservative: 45372 is about a mistral_common `ReasoningEffort` import blocking Gemma 4 processor loading, while 46170 is a Windows AMD ROCm / `torch.distributed` dependency issue. Those look unrelated, so the claim of a clear duplicate pair overstates the evidence. The rest is mostly conservative, but this one false acceptance means the cluster verdict should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8047,7 +8015,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:32090", "issue:33666", @@ -8055,9 +8023,7 @@ "issue:36331", "issue:41720", "issue:42898", - "issue:43262", "issue:43278", - "issue:43295", "issue:43452", "issue:43504", "issue:43525", @@ -8066,6 +8032,7 @@ "issue:43577", "issue:43606", "issue:43611", + "issue:43643", "issue:43688", "issue:43720", "issue:43761", @@ -8076,28 +8043,31 @@ "issue:44466", "issue:44479", "issue:44484", - "issue:44514", "issue:44554", + "issue:44561", "issue:44610", "issue:44625", "issue:44704", "issue:44734", + "issue:44821", "issue:44843", + "issue:44964", "issue:44977", "issue:44991", - "issue:45290", + "issue:45405", "issue:45440", "issue:45491", - "issue:45584", "issue:46002", "issue:46050", "issue:46491", "issue:46612", "issue:46693", + "issue:46821", "issue:46846", "issue:47013" ], "soft_pairs": [ + "issue:44821|issue:46821", "issue:42898|issue:46491", "issue:43452|issue:43577", "issue:44843|issue:44991", @@ -8107,236 +8077,235 @@ "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:44484|issue:44704", - "issue:41720|issue:44464", "issue:43688|issue:45440", + "issue:41720|issue:44464", "issue:44977|issue:46693", "issue:44464|issue:44977", "issue:44734|issue:46612", "issue:43504|issue:43550", "issue:33666|issue:36331", - "issue:43262|issue:43295", "issue:43278|issue:43688", "issue:43504|issue:43720", - "issue:43782|issue:46693", "issue:45491|issue:46002", + "issue:43782|issue:46693", "issue:43720|issue:43927", "issue:43577|issue:44554", "issue:43611|issue:46846", "issue:43606|issue:43927", - "issue:43504|issue:44610", "issue:43525|issue:43572", - "issue:44514|issue:45290", + "issue:43504|issue:44610", "issue:43720|issue:44361", - "issue:44625|issue:45584" + "issue:43643|issue:44561", + "issue:44964|issue:45405" ], - "prepared_review_unit_hash": "89ee116eb5527bc9c6f35c9c60af38c251f431367b1449d1220beda789cd4927", + "prepared_review_unit_hash": "8872d70920aa6758e67c3894586f19357f74a25feb735fccc9e2964003e15acc", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36412, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "serialized_chars": 36843, + "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: tokenizer, loading, config, training, generation, and model-specific regressions mixed together. The soft pairs are only superficially similar, so I reject them all; issue 43504 is the closest hub by connectivity, but not a true duplicate anchor.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a safe canonical duplicate anchor; the cluster spans unrelated bugs and regressions across different code paths.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, config, loading, generation, training, and device-mapping bugs. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the items are a grab-bag of distinct regressions and model-specific bugs rather than one underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43504 is the least-bad representative because it appears in multiple soft links, but those links are still too weak and model-specific to treat it as a real canonical issue.", + "best_issue_reason": "No single best issue for dedup triage; the soft-linked items do not form a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems: image processor URL loading vs TimesFM window_size attribute handling." + }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both involve tokenizer behavior, but one is a v5 default change and the other is a CodeLlama leading-space round-trip regression; different root causes." + "reason": "Both concern tokenization behavior, but one is v5 default cleanup semantics and the other is CodeLlama leading-space round-trip regression." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading failure and BLIP2 dtype propagation are unrelated subsystems and bugs." + "reason": "Unrelated bugs: gguf_file/from_pretrained loading vs BF16/FP32 dtype mismatch in Blip2." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info patching and tokenizer loading for a specific model are different loading failures." + "reason": "Both involve tokenizer loading, but one is an offline hub regex patch issue and the other is a specific tokenizer failure on a model repo." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression and num_labels propagation bug affect different model paths and fixes." + "reason": "Same Qwen family but different problems: video-input regression vs num_labels propagation in config." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training issue and GenerationMixin import error are unrelated failures." + "reason": "Multi-GPU training support issue vs an import break for GenerationMixin; different failure modes and code paths." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVision hidden_states regression and xLSTM unpacking crash are different model/code-path bugs." + "reason": "Different model/runtime bugs: CLIP vision hidden_states handling vs xLSTM return shape mismatch." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is not the same problem as Qwen2-VL multi-GPU training." + "reason": "Both mention Trainer/multi-GPU, but one is None broadcast error and the other is a general Qwen2-VL multi-GPU training request/problem." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Tied-weight serialization inconsistency and sinq quantized save/load breakage are different persistence bugs." + "reason": "Different serialization bugs: device-dependent lm_head.weight saving vs sinq quantized model save/load breakage." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A question about max_shard_size is not the same as AutoProcessor kwarg forwarding." + "reason": "Unrelated paths: save_pretrained shard-size question vs AutoProcessor kwargs not forwarded to cached_file." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Auto device mapping cuda assert and compiled chunked generation mismatch are different execution paths." + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is DeepseekV3 implementation divergence." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Auxiliary-loss normalization and DeepseekV3MoE divergence are different model-correctness issues." + "reason": "Different bugs: auto device mapping assert on A800 vs compiled-forward chunked generation inconsistency." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention generation bug and long-context FA2 performance regression are not the same bug." + "reason": "Both mention flash-attention/long-context generation, but one is Qwen3.5 correctness and the other is a broader performance regression." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled forward chunked generation inconsistency is distinct from the Qwen3.5 flash-attention issue." + "reason": "Compiled-forward chunked generation bug vs flash-attention generation issue; not the same code-path." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping are separate generation bugs." + "reason": "Both involve generation cache behavior, but one is KV-cache continuation indexing and the other is beam-search reorder skipping for certain model classes." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy field loading in BEiT and torch.compile/SDPA failure in Bamba are unrelated." + "reason": "Different model loading vs compile/runtime issues: Beit legacy-field load failure vs Bamba SDPA torch.compile failure." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and compute_loss kwarg incompatibility are different trainer issues." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sampling-rate default and processor.tokenizer regression are different processor bugs." + "reason": "Trainer-related in a broad sense, but one is multi-GPU training and the other is a compute_loss signature/API break." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype mismatch during train/eval is unrelated to auxiliary-loss normalization." + "reason": "Different defect types: dtype drift between train/eval vs MoE auxiliary-loss normalization." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "BEiT legacy-field loading and BitNet packed-weight unpacking are different loading failures." + "reason": "Both are loading-related, but one is a legacy field in Beit and the other is BitNet packed-weight unpacking under accelerate." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Qwen3VL weight_only load error and FA2 long-context performance regression are unrelated." + "reason": "Both produce NaNs, but the triggering conditions and components differ: Gemma3 sliding-window attention vs classification head init/checkpointing." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkpoint NaNs." + "reason": "Qwen3VL load error with weight_only vs general FA2 long-context performance regression; unrelated." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug and DiaConfig token-id persistence bug are different issues." + "reason": "Different loading bugs: packed weights not unpacked during accelerate loading vs DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype staying float32 and the MPS attention value-head mismatch are unrelated correctness bugs." + "reason": "Unrelated: Blip2 dtype propagation vs MPS attention correctness when value head dim differs from query." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading break and missing TP plan entries for Qwen3.5 are different model-loading configuration issues." + "reason": "Different failures: base_model_prefix loading breakage in v5 vs Qwen3.5 tensor-parallel plan missing linear_attn entries." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig token ID loss." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "BEiT legacy-field loading and OmDet-Turbo processor size mismatch are separate model/preprocessing bugs." + "reason": "Device-mismatch CPU offload bug vs config token-ID loss on save/load; no shared underlying defect." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing pad-token config fields, but they are model-specific regressions in different config classes." + "reason": "Both are missing config fields after v5 changes, but they affect different models and different attributes (pad_token_id vs pad_token_idx)." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is tool-call messages without content; different edge cases." + "reason": "Beit pretrained-load preset issue vs OmDet-Turbo processor/model size mismatch; unrelated." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet loading/unpacking and MLukeTokenizer AttributeError are unrelated." + "reason": "BitNet accelerate loading bug vs MLukeTokenizer AttributeError on tasks; different components and root causes." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both affect trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and Whisper empty-transcription generation are different bugs." + "reason": "Completely unrelated: Phi-4 multimodal loading regression vs a PEFT minimum-version packaging issue." } ] }, @@ -8358,7 +8327,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:28218", "issue:33357", @@ -8372,7 +8341,6 @@ "issue:43493", "issue:43572", "issue:43575", - "issue:43643", "issue:43646", "issue:43701", "issue:43824", @@ -8385,18 +8353,19 @@ "issue:44451", "issue:44466", "issue:44488", + "issue:44514", "issue:44554", - "issue:44561", "issue:44568", "issue:44589", + "issue:44625", "issue:44792", "issue:44843", "issue:44849", - "issue:44964", "issue:44977", - "issue:45357", + "issue:45290", "issue:45405", "issue:45520", + "issue:45584", "issue:45759", "issue:45812", "issue:45823", @@ -8410,245 +8379,244 @@ "issue:46832" ], "soft_pairs": [ - "issue:43643|issue:44561", - "issue:44964|issue:45405", + "issue:44625|issue:45584", + "issue:44514|issue:45290", "issue:43493|issue:43825", "issue:44977|issue:46209", "issue:28218|issue:33357", "issue:44554|issue:46365", "issue:43452|issue:44451", "issue:45823|issue:46050", - "issue:39692|issue:43295", - "issue:43994|issue:46192", "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:39692|issue:43295", "issue:43493|issue:43844", "issue:43278|issue:43844", - "issue:43278|issue:43701", "issue:43646|issue:44466", + "issue:43278|issue:43701", "issue:46209|issue:46710", "issue:44568|issue:46489", - "issue:33357|issue:33666", "issue:43927|issue:44361", + "issue:33357|issue:33666", + "issue:44849|issue:46209", "issue:43575|issue:45405", "issue:44792|issue:45405", - "issue:44849|issue:46209", "issue:44568|issue:45812", "issue:43572|issue:44291", "issue:44488|issue:44843", "issue:46821|issue:46832", - "issue:44589|issue:45520", "issue:43334|issue:45759", - "issue:43824|issue:44589", - "issue:44849|issue:45357" + "issue:44589|issue:45520", + "issue:43824|issue:44589" ], - "prepared_review_unit_hash": "6f889bb9f53e999d4fcdcfc3db60574225e22dd3b4b36ef3c886a946165ae827", + "prepared_review_unit_hash": "432cd7462e9b7aa6c5b49ab1cde1f0a2682212057ba6c8afc635452003663eca", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36822, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "soft_pair_count": 29, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated model-loading, config, training, or tokenizer bugs. None of the soft pairs looks like the same underlying issue, so I reject all proposed merges. The closest recurring theme is tokenizer regressions, and issue 45812 is the broadest representative.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45812 is the clearest broad tokenizer regression in the set, with a concrete v4\u2192v5 breakage and multiple inbound references; it is the best single representative of the cluster\u2019s main recurring theme.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest standalone issue here because it describes a widespread, silent tokenizer regression rather than a narrow model-specific failure.", - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad buzzwords like tokenizer, model loading, or training regression, but they describe different models, code paths, and failure modes. None of the candidate edges looks like a safe duplicate merge.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is justified here; the items are not one underlying bug cluster but a set of unrelated reports with only superficial text similarity.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative, because the cluster spans unrelated tokenizer, multimodal, loading, config, and training problems rather than one shared defect.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Both involve trust_remote_code, but they describe different failures and different code paths: missing fields in AutoConfig vs a removed utility breaking remote-code models." + "reason": "Different models and failure modes: Qwen3.5 label propagation vs Whisper empty-transcription generation after token alignment." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Completely unrelated: Phi-4 multimodal loading failures do not match a PEFT version pinning issue." + "reason": "Both involve apply_chat_template crashes, but the triggers differ: batched padding=False input vs assistant tool-call messages with no content." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Different subsystems and symptoms: SigLIP2 accuracy/discrepancy vs pipeline error messaging for translation tasks." + "reason": "Unrelated bugs: SigLIP2 implementation discrepancy vs an incorrect pipeline translation-task error message." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Both are runtime failures, but one is Qwen3.5 flash-attention generation and the other is FP8 inference on B200; not the same bug." + "reason": "Different code paths and symptoms: Qwen3.5 flash-attention generation issue vs FP8 inference failure on B200." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer whitespace behavior and a MacOS bus error in a CLIP model are unrelated." + "reason": "Tokenizer spacing bug and a MacOS bus error for a CLIP model are not the same underlying problem." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness and Trainer import interference from datasets are unrelated issues." + "reason": "MPS attention correctness is unrelated to importing Trainer failing because of datasets." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading complaints, but one is about gguf_file handling in Auto* loaders and the other is a specific BERT model failing to load." + "reason": "gguf_file handling in from_pretrained is a different issue from a specific model load failure." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-mapped forward mismatch and quantized save/load corruption are different problems with different failure modes." + "reason": "Device-map mismatch in Gemma4 PLE is unrelated to sinq quantization save/load breakage." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Documentation/example errors are not the same underlying bug as a regression in processor.tokenizer/image passing behavior." + "reason": "Tokenizer BPE marker handling and Qwen3.5 flash-attention generation are separate problems." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 model output quality and return_tensors being ignored are unrelated." + "reason": "SigLIP2 wrong outputs are unrelated to return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral and Qwen3.5 flash-attention generation are unrelated." + "reason": "Both mention multimodal processor/tokenizer usage, but one is a docs example with model/processor mismatch and quantization failure; the other is a regression in processor.tokenizer/image handling." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a DeepSpeed gradient regression do not share a concrete code-path problem." + "reason": "A SigLIP2 implementation mismatch is not the same as a DeepSpeed ZeRO-3 gradient explosion." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Dtype drift in evaluate and gradient explosion under ZeRO-3 are different training/runtime bugs." + "reason": "Embedding dtype drift in eval is unrelated to abnormal gradients during ZeRO-3 training." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Embedding dtype change and resume_from_checkpoint key mismatch are unrelated." + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different defects." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Custom model initialization breakage and device-dependent lm_head serialization are distinct v5 regressions." + "reason": "A dtype regression is not the same as a resume_from_checkpoint key mismatch." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure on B200 and accuracy regression after upgrade are not the same bug." + "reason": "Both are regressions, but they affect different models and behaviors: FP8 inference on B200 vs accuracy drift after upgrade." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and likely different fixes." + "reason": "Both are tokenizer regressions, but one is mdeberta special-token behavior and the other is DeepSeek-Coder BPE marker/output corruption." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer raising an AttributeError on tasks." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + "reason": "A CLIP MacOS bus error and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different issues." + "reason": "Qwen3.5 hidden-states behavior is unrelated to the FP8 B200 inference issue." }, { - "left": "issue:43575", + "left": "issue:43572", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM and an unreleased PEFT minimum-version bump are unrelated." + "reason": "Missing StableLmConfig pad_token_idx and an unreleased PEFT minimum version bump are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus test failure is not the same underlying problem as a dependency version bump." - }, - { - "left": "issue:44849", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 hidden-states behavior and FP8 inference failure are unrelated." + "reason": "A janus test failure does not match the PEFT version requirement issue." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is a specific mdeberta special-token failure and the other is a broad Granite token-ID regression; not the same concrete bug." + "reason": "Different tokenizer regressions on different models; they are not the same concrete bug." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized init args are different v5 compatibility issues." + "reason": "Config field removal and unexpected init_empty_weights arguments are separate initialization problems." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A model-loading failure for sleng-bert and an offline-mode regression in Mistral regex patching are unrelated." + "reason": "A specific model load failure is not the same as AutoTokenizer unconditionally calling model_info() and breaking offline mode." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different model-specific bugs." + "reason": "TimesFM window_size AttributeError and RT-DETR forward shape mismatch are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import key errors are unrelated compatibility issues." + "reason": "Both are Qwen multimodal config issues, but one is missing pad_token_id in Qwen3-VL text config while the other is from_config not unwrapping text_config for composite Qwen 3.5/3.6 configs." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is improper text_config unwrapping; not the same bug." + "reason": "Float8 storage lookup failure and a flash_attn import_utils KeyError on Python 3.13 are different import/runtime issues." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing Qwen2.5-VL and Float8 storage lookup are unrelated failures." + "reason": "Missing Qwen2_5_VL import and float8 storage resolution failure are unrelated." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44843", + "right": "issue:46489", "accept": false, - "reason": "Qwen3.5 hidden_states behavior and incorrect visual-encoder key serialization are different issues." + "reason": "Offline-mode model_info() behavior in tokenizer loading is unrelated to the DeepSeek-Coder tokenizer output regression." } ] }, @@ -8670,7 +8638,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:15354", "issue:28218", @@ -8684,13 +8652,11 @@ "issue:43257", "issue:43299", "issue:43334", - "issue:43493", "issue:43504", "issue:43572", "issue:43606", "issue:43653", "issue:43696", - "issue:43701", "issue:43844", "issue:43873", "issue:43937", @@ -8698,6 +8664,7 @@ "issue:44112", "issue:44464", "issue:44493", + "issue:44554", "issue:44849", "issue:44869", "issue:44964", @@ -8706,6 +8673,8 @@ "issue:45200", "issue:45229", "issue:45245", + "issue:45357", + "issue:45446", "issue:45520", "issue:45584", "issue:45588", @@ -8721,6 +8690,7 @@ "issue:47145" ], "soft_pairs": [ + "issue:44849|issue:45357", "issue:43504|issue:43606", "issue:43334|issue:43572", "issue:45245|issue:46710", @@ -8738,194 +8708,206 @@ "issue:29159|issue:32090", "issue:44869|issue:46752", "issue:43937|issue:46701", - "issue:42490|issue:43696", "issue:45200|issue:45229", "issue:45229|issue:45823", - "issue:45588|issue:46050", + "issue:42490|issue:43696", "issue:45084|issue:45520", + "issue:45588|issue:46050", "issue:28218|issue:34567", "issue:29942|issue:30333", "issue:15354|issue:38175", - "issue:43493|issue:43701" + "issue:44554|issue:45446" ], - "prepared_review_unit_hash": "12f54a14b7ad7ff9cd27750933ab71916cd7361bad04baf1fd939a78b1c67c32", + "prepared_review_unit_hash": "9cdd991647efa2e559d3e237908b5cb0e2081c7f04ce00300c6386566b230b3d", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34968, - "estimated_input_tokens": 8742, - "estimated_eval_tokens": 17740 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35880, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: tokenizer quirks, model-loading regressions, device/offload mismatches, OOMs, and unrelated CI/runtime failures. No soft pair looks like the same underlying bug, so there are no safe duplicate merges here.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43334 is the clearest representative of the cluster\u2019s most common theme: a concrete model-loading regression in transformers dev with a specific missing config attribute and an actionable failure mode.", + "summary": "This cluster is mostly heterogeneous Transformers bug reports with only superficial similarity by subsystem or model family. I do not see any true duplicate pair among the soft candidates.", + "confidence": 0.96, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43334 is the clearest standalone bug report: a specific, reproducible loading failure with an exact AttributeError and narrow scope. That said, it does not appear to be a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43334 is the most self-contained and diagnostic report among otherwise unrelated bugs, making it the best single issue to stand in for the cluster if one must be chosen.", + "best_issue_reason": "Issue 43334 is the best representative issue here because it is concrete, actionable, and well-scoped, unlike the rest of the set which spans unrelated model, tokenizer, loading, and training failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different bugs: hidden-states output vs incorrect visual encoder keys on save_pretrained." + }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Different failures: legacy-field pretrained loading vs CPU offload device mismatch. Same broad area, but not the same code-path bug." + "reason": "Unrelated failures: legacy pretrained-field loading vs CPU offload device mismatch." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are config/attribute regressions during loading, but they affect different models and different missing fields (`pad_token_id` vs `pad_token_idx`)." + "reason": "Both involve missing config fields, but different models, different fields, and different failure paths." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "`categories cannot exceed 2^24` is a tensor/category limit error; the other is an accuracy regression after upgrade. Not the same bug." + "reason": "Completely different problems: category cardinality limit vs an accuracy regression in a specific model." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE, but one is weight conversion with accelerate+deepspeed and the other is a transformers-dev loading breakage. Different underlying paths." + "reason": "Both are Qwen3 MOE-related, but one is accelerate/deepspeed weight conversion and the other is a dev-version loading breakage; not the same bug." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "`unexpected key with position id` and CLIP text-model structure divergence are unrelated model-structure issues." + "reason": "Different symptoms and code paths: unexpected position-id key vs CLIP text model structural inconsistency." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Unrelated: Beit legacy-field loading failure vs BigBirdTokenizer special-token registration bug." + "reason": "Different subsystems entirely: semantic segmentation model loading vs tokenizer special-token registration." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device-related CI issues, but one is CPU offload inference and the other is a stale device-override test. Different bugs." + "reason": "One is a real device-mismatch bug, the other is a CI test failure; no shared underlying defect." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different runtime failures in different models: bfloat16 dtype mismatch vs RT-DETR feature-level mismatch." + "reason": "Different models and failures: dtype mismatch in inference wrappers vs RT-DETR feature-level mismatch." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 compressed-tensors checkpoint loading corruption." + "reason": "Different bug classes: output_hidden_states regression vs FP8 checkpoint loading without weight_scale." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both Qwen3.5-related, but one is a kernel registration/decorator crash and the other is TP-plan completeness causing OOM/shape errors." + "reason": "Both touch Qwen3.5, but one is a kernel registration crash and the other is a tensor-parallel plan omission." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward is a different path from Whisper empty-transcription decoding failure." + "reason": "Different generation edge cases: compiled-forward inconsistency vs empty-transcription crash after token alignment." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth under DeepSpeed is unrelated to Phi-4 multimodal load failure." + "reason": "Unrelated issues: ZeRO-3 gradient inflation vs a Phi-4 multimodal loading regression." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 inference nonsense and position-id key warnings are different model/runtime problems." + "reason": "No shared bug: nonsensical SigLIP2 outputs vs unexpected position-id keys across many models." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading behavior and sinq save/load breakage are related broadly, but not the same concrete defect." + "reason": "Related general area, but not the same concrete bug: offloading with quantization vs broken save/load for sinq-quantized models." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the `_gpu_broadcast_one` NoneType trainer error." + "reason": "Tokenizer inconsistency and distributed broadcast NoneType errors are unrelated." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Both are edge-case crashes, but one is Whisper timestamp decoding and the other is chat-template handling for empty input. Different code paths." + "reason": "Different crash sites and inputs: Whisper trailing-character timestamp decode vs empty chat-template input." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig and a diffusion pipeline output issue are unrelated." + "reason": "Different behaviors and modules: invalid generation config vs broken image-text-to-text pipeline output type." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Trailing-slash import warning is unrelated to a GPT-oss CUDA OOM." + "reason": "Different Gemma 4 issues: missing mm_token_type_ids default vs multi-GPU CUDA OOM." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is a missing default for text-only fine-tuning and the other is multi-GPU inference OOM. Not duplicates." + "reason": "Same model family but different underlying problems: OOM vs device-map forward mismatch." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "`s_aux=None` flash-attention crash and quantized save/load corruption are distinct failure modes." + "reason": "No overlap beyond model loading/runtime context: trailing-slash import warning vs plain CUDA OOM." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation failure is unrelated to the Python 3.13 `flash_attn` import key error." + "reason": "Different failure modes: compile-time template-node restriction vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different code paths: flash_attention sink-less model crash vs quantized checkpoint save/load corruption." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added token and TrainerState token-count tracking are unrelated." + "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention CI test failures and MLFlow reporting after training failure are unrelated." + "reason": "One is a Flash Attention CI failure, the other is MLflow reporting on failed training jobs; not the same bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript generator-expression export failure is unrelated to SigLIP2 zero-probability outputs." + "reason": "TorchScript GeneratorExp export failure and zero-probability SigLIP2 outputs are unrelated." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint resume key mismatch." + "reason": "Different issues: MPS attention correctness vs an incorrect PyTorch version guard in flex_attention imports." } ] }, @@ -8947,7 +8929,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:28218", "issue:29870", @@ -8966,6 +8948,7 @@ "issue:43550", "issue:43572", "issue:43575", + "issue:43701", "issue:43824", "issue:43844", "issue:43873", @@ -8973,18 +8956,16 @@ "issue:44186", "issue:44423", "issue:44521", - "issue:44554", "issue:44610", "issue:44734", + "issue:44737", "issue:44977", "issue:44987", "issue:45072", "issue:45198", "issue:45200", "issue:45290", - "issue:45381", "issue:45406", - "issue:45446", "issue:45520", "issue:45588", "issue:45759", @@ -8992,15 +8973,15 @@ "issue:46121", "issue:46178", "issue:46192", - "issue:46209", "issue:46369", "issue:46701", "issue:46710", - "issue:46821" + "issue:46821", + "issue:46894" ], "soft_pairs": [ + "issue:43493|issue:43701", "issue:43065|issue:46369", - "issue:44554|issue:45446", "issue:41720|issue:46710", "issue:44977|issue:46701", "issue:37428|issue:43957", @@ -9011,240 +8992,240 @@ "issue:45588|issue:45759", "issue:45406|issue:46121", "issue:43540|issue:45200", - "issue:43295|issue:43873", "issue:43572|issue:46821", - "issue:43295|issue:44610", + "issue:43295|issue:43873", "issue:44186|issue:46192", + "issue:43295|issue:44610", "issue:45823|issue:46192", - "issue:43450|issue:43575", - "issue:43550|issue:43844", "issue:43572|issue:44987", + "issue:43550|issue:43844", + "issue:43450|issue:43575", "issue:29870|issue:29942", "issue:37428|issue:43824", "issue:45520|issue:46178", "issue:45200|issue:45823", "issue:42490|issue:43493", - "issue:39692|issue:46192", "issue:43295|issue:43493", - "issue:44521|issue:45290", + "issue:39692|issue:46192", "issue:42915|issue:43824", + "issue:44521|issue:45290", "issue:28218|issue:35141", - "issue:45381|issue:46209" + "issue:44737|issue:46894" ], - "prepared_review_unit_hash": "32e93078868393a92a048af10597cb7208726d06a7b8b42a6033c35a0e408808", + "prepared_review_unit_hash": "8e438f4af5a835c644cd0cfacca1d5f3e82e33f4ed17f161a11fe0bdd9f01693", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37152, - "estimated_input_tokens": 9288, - "estimated_eval_tokens": 18832 + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad areas like tokenization, multimodal processing, flash-attn, or serving, but not the same concrete bug or fixable code path. None look like mergeable duplicate PR candidates.", - "confidence": 0.91, - "canonical_issue_reason": "No strong canonical issue exists because the set is heterogeneous. If one must be picked, issue 43295 is the closest representative as a concrete regression report with broad impact and clear user-facing breakage, but it is not a true hub for the cluster.", + "summary": "This cluster is not a true duplicate set: it mixes many unrelated Hugging Face bugs across tokenizers, multimodal processors, serving, flash-attention, device mapping, and config/loading regressions. None of the soft pairs look like the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best overall representative because it is a regression-oriented, reproducible bug report with broader downstream relevance than the more niche or dependency-specific issues.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Both involve SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow report; different underlying problems." + "reason": "Different problems: SigLIP2 implementation discrepancy vs a resume_from_checkpoint key mismatch. No shared code-path." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Both mention flex_attention, but one is an MPS attention correctness bug and the other is a version-check/import bug; unrelated fixes." + "reason": "Sam3PixelDecoder dummy Conv2d vs sam3-litetext memory overflow; unrelated symptoms and fixes." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Different models and failure modes: Qwen3 auto device mapping crashes versus an accuracy regression in DeepSeek after upgrade." + "reason": "Both mention Qwen3/DeepSeek-style regression contexts, but one is a device-map cuda assert and the other is an accuracy regression after upgrade. Not the same bug." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Both are generation-related, but they affect different models and pipelines with no shared code-path bug." + "reason": "Qwen3.5 flash-attention generation failure is not the same as a diffusion pipeline output-type issue." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "One is a missing flash-attention import symbol, the other is meta-device model loading breaking some models; not the same defect." + "reason": "Both are loading/import regressions, but they affect different symbols and different model-loading paths." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both hit transformers serve, but one is a multimodal continuous-batching crash and the other is a KV-cache indexing bug; different code paths." + "reason": "Serve crashes in different places: multimodal continuous batching vs KV-cache continuation tensor indexing." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both are multimodal processor regressions, but one is about processor.tokenizer exposure and image passing while the other is batched video shape handling." + "reason": "Regression around processor.tokenizer/images-to-tokenizer access is distinct from batched video shape handling." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and DeepSeek accuracy regression are unrelated bugs." + "reason": "Generation broken under flash-attention vs a broad accuracy regression after version upgrade; not mergeable as one fix." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "A dtype mismatch in bf16 inference and a Wav2Vec2 save/tokenization failure are separate model-specific issues." + "reason": "Different dtype/tokenization failures in different model families; only broad training/inference bug category overlaps." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink-less-model attribute handling and multimodal config unwrapping are different problems in different layers." + "reason": "Flash-attention sink-less handling and AutoModelForCausalLM text_config unwrapping are separate code paths." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4 processor missing _tokenizer and rope-parameter JSON list handling are unrelated regressions." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope validation type handling." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input validation in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are different multimodal issues." - }, - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Processor/tokenizer regression and offloading-with-quantization behavior are not the same underlying bug." + "reason": "Video-input ValueError in Qwen3OmniMoe vs Gemma 4 mm_token_type_ids defaulting; different processing logic." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and TimesFM window_size AttributeError are unrelated config/API failures." + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are unrelated config bugs." }, { "left": "issue:43295", - "right": "issue:44610", + "right": "issue:43873", "accept": false, - "reason": "A processor/tokenizer regression and an OmDet-Turbo input-size mismatch are separate multimodal bugs." + "reason": "Processor/tokenizer regression is not the same as quantization offloading behavior." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer crashing on NER/padding and return_tensors being ignored are different tokenizer issues." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding is unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom model processor/tokenizer regression and OmDet-Turbo image-size mismatch are different model-specific issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device placement mismatch and return_tensors handling are unrelated." + "reason": "Gemma4 PLE device mismatch during forward is unrelated to tensor-return behavior in processing." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Batched video shape handling and tensor-parallel OOM are different failure classes." + "reason": "StableLmConfig pad_token_idx vs loading physical-intelligence/fast under transformers>=5.1.0 are different failures." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure for Bamba and ZeRO-3 gradient growth are unrelated training/inference bugs." + "reason": "torch.compile + SDPA on Bamba-9B-v2 is a model/backend issue, not the same as ZeRO-3 gradient growth." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Missing StableLmConfig field and loading failure for physical-intelligence/fast do not share the same root cause." + "reason": "Batched video shape handling and tensor-parallel OOM when loading Qwen2-57B are not the same defect." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "A Bart generate() UnboundLocalError and Flash Attention 2 test failures are not the same code path." + "reason": "Bart generate decoder_attention_mask bug and Flash Attention 2 test failures share generation-related context only, not the same code-path." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; no shared fix is evident." + "reason": "Different missing-import regressions: one for _flash_supports_window_size, one for Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "These are different backend-mapping import_utils issues affecting different backend names." + "reason": "Python 3.13 flash_attn import KeyError and tensorflow_text backend mapping error are unrelated import-system issues." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 training-token defaults and Gemma4 device-map forward mismatch are separate bugs." + "reason": "Both involve Gemma 4, but one is missing mm_token_type_ids defaults and the other is a device mismatch in PLE forward." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A path-trailing-slash import warning and a SigLIP2 implementation discrepancy are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 documentation/example problems and return_tensors option handling are not the same bug." + "reason": "Trailing-slash local-model import warning is unrelated to SigLIP2 implementation mismatch." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Both involve multimodal models, but one is a processor/tokenizer regression and the other is a SigLIP2 correctness discrepancy." + "reason": "Different multimodal regression classes: processor/tokenizer access vs HF/JAX implementation discrepancy." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Chat template assistant-mask behavior and tool-call crash are different edge cases with different fixes." + "reason": "SigLIP2 doc example errors are documentation/example failures, not the same as return_tensors being ignored." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are separate model/load issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "assistant_masks all-zero for multimodal inputs is distinct from tokenize=True crashing on tool-call assistant messages." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token and output embedding reinitialization after resize are separate issues." + "reason": "Tokenizer extra-space bug and output embedding reinitialization after resize are completely different behaviors." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Qwen2.5-VL video position ids and FP8 inference on B200 are unrelated hardware/model bugs." + "reason": "XLNet CPU arange regression and CohereASR double-shift training-loss bug affect different models and code paths." } ] }, @@ -9266,7 +9247,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:37428", "issue:41720", @@ -9295,7 +9276,6 @@ "issue:44466", "issue:44561", "issue:44610", - "issue:44737", "issue:44792", "issue:44857", "issue:44898", @@ -9304,6 +9284,7 @@ "issue:45198", "issue:45200", "issue:45325", + "issue:45381", "issue:45412", "issue:45563", "issue:45593", @@ -9313,243 +9294,242 @@ "issue:46285", "issue:46512", "issue:46821", - "issue:46894", "issue:46899", "issue:46932" ], "soft_pairs": [ "issue:44466|issue:45127", - "issue:44737|issue:46894", + "issue:45381|issue:46209", "issue:43278|issue:43856", "issue:43452|issue:46512", - "issue:43262|issue:43450", "issue:43653|issue:44112", "issue:43824|issue:43975", - "issue:43334|issue:43525", + "issue:43262|issue:43450", "issue:43950|issue:46285", + "issue:43334|issue:43525", "issue:44442|issue:45198", "issue:43526|issue:46192", "issue:45200|issue:46899", "issue:45200|issue:46932", - "issue:44898|issue:45412", "issue:44792|issue:45563", + "issue:44898|issue:45412", "issue:43819|issue:44112", "issue:43335|issue:43550", "issue:45200|issue:45325", - "issue:41720|issue:46209", "issue:44561|issue:46234", + "issue:41720|issue:46209", "issue:44610|issue:44857", "issue:43819|issue:45083", "issue:43827|issue:43901", "issue:44857|issue:45593", "issue:43606|issue:45083", - "issue:46512|issue:46821", - "issue:43388|issue:43526", "issue:37428|issue:43425", + "issue:43388|issue:43526", + "issue:46512|issue:46821", "issue:43335|issue:43653" ], - "prepared_review_unit_hash": "77ba68a085886836d71344237595eb05b9388d0475851d412f03681167e841f3", + "prepared_review_unit_hash": "b40ba0aeaf74b18fb39c6eb1cf79e478520e30ff43be06feea42d9e30472b4ad", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36807, - "estimated_input_tokens": 9202, - "estimated_eval_tokens": 18660 + "serialized_chars": 36225, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a single duplicate set; it mixes many unrelated issue reports across model loading, tokenizers, audio/video processors, training bugs, and docs regressions. No soft pair looks mergeable as the same underlying change/fix.", - "confidence": 0.99, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and does not share one underlying bug.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No strong best issue candidate; any representative would be arbitrary given the unrelated subtopics.", - "best_pr_reason": "No pull requests to evaluate.", + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers bug reports and regressions. The soft pairs share superficial themes (missing attrs, processor bugs, v5 regressions) but do not look like the same underlying change, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the best representative anchor: it is a broad, cross-cutting v5 regression in core model loading/serialization, with clearer general impact than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest global issue candidate because it targets a core loader path, has a concrete repro, and affects multiple models rather than a single model family.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Different bugs: serialization of lm_head.weight vs LoRA merge/collapse after vocabulary expansion." + "reason": "Both touch tied weights / serialization, but one is about device-dependent lm_head serialization and the other about LoRA merge collapse; different bugs and fixes." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "XLNet CPU positional encoding bug is unrelated to CohereASR training-loss double-shift." + "reason": "Qwen2.5-VL video position IDs vs FP8 inference failure on B200 are unrelated code paths and symptoms." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory usage during training." + "reason": "Training/eval dtype mismatch is not the same as Qwen3 MoE memory inefficiency." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading failure and stale config.dtype after from_config are different code paths." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video shape are separate processor bugs." + "reason": "gguf_file loading breakage and stale config.dtype after from_config are separate loader API regressions." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration is unrelated to the GraniteSpeech CI device-override failure." + "reason": "Tokenizer special-token registration and a GraniteSpeech CI device-override test failure are unrelated." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Missing Qwen2.5-VL import and DeepSeek detokenization regression are different issues." + "reason": "Importing a missing Qwen2.5-VL class and incorrect detokenization in DeepSeek-Coder are different failures." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Both mention pad_token_id, but they affect different model/config classes and lack evidence of one shared fix." + "reason": "Audio chat-template sampling-rate handling and batched video output shape are distinct processor bugs." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text model structure mismatch." + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure differences do not share the same fix." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they affect different config classes/models and likely require separate fixes." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2Conformer AutoTokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct." + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are different tokenizer/model issues." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "reduce_labels truncation and return_tensors being ignored are different API behaviors." + "reason": "reduce_labels dropping labels and return_tensors being ignored are separate preprocessing bugs." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Default mm_token_type_ids and unsafe quantized embedder dtype casting are different Gemma4 problems." + "reason": "mm_token_type_ids defaulting to zeros and unsafe dtype casting in quantized multimodal embedders are different Gemma4 failures." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Token-type-id defaulting does not match the quantized vision/audio embedder dtype-cast bug." + "reason": "The titles mention Gemma4 multimodal behavior, but one is about token-type IDs and the other about quantized embedders/dtype casting." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory leak are unrelated." + "reason": "A janus generate_images test failure and a stale num_return_sequences warning are not the same bug." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Janus image-generation test failure is unrelated to a stale num_return_sequences warning." + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated issues." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC from_latents mismatch and GraniteSpeech CI test failure are unrelated." + "reason": "DAC latent conversion mismatch and GraniteSpeech CI device-override flakiness have no shared concrete code path." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer creation bug and torch.compile/SDPA failure are different model-path issues." + "reason": "SwitchTransformers sparse-layer config creation and Bamba SDPA torch.compile failure are separate model/runtime bugs." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "mm_token_type_ids defaulting and temporal position scaling are separate Qwen2.5-VL issues." + "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL still-image rope indexing are different multimodal processing problems." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert is unrelated to FP8 inference failure on B200." + "reason": "Removing is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import-utility breakages." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Removed is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import-utils symbols." + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are unrelated hardware/runtime failures." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor image-size mismatch and float16 AMP crash in LwDetrImageLoss are unrelated." + "reason": "OmDet input-size mismatch and LwDetrImageLoss AMP crash are distinct model/precision bugs." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent reconstruction and qwen3_omni_moe feature-length helper behavior are not the same bug." + "reason": "DAC from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they target different deprecated pipeline APIs and are not one change." + "reason": "Both are docs regressions, but they concern different pipeline pages and different deprecated arguments." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP crash in LwDetrImageLoss and D-FINE auxiliary-loss omission are different training bugs." + "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are different training-path problems." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe helper semantics are unrelated." + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length helper behavior are unrelated." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Stale model.config.dtype and TimesFM window_size AttributeError are different failures." + "reason": "A missing flash-attention helper import and torch 2.10 incompatibility are not the same concrete regression." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Metric label truncation in gather_for_metrics is unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "gather_for_metrics truncating tuple labels and BeitImageProcessorFast reducing labels differently are separate label-handling bugs." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Flash-attention import error and torch 2.10 incompatibility are not the same underlying issue." + "reason": "Stale config.dtype after from_config and TimesFM window_size attribute errors are unrelated API issues." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer init bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "Sparse-layer creation in SwitchTransformers and BigBird tokenizer special-token registration are unrelated subsystems." } ] }, @@ -9571,7 +9551,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:28282", "issue:29127", @@ -9625,9 +9605,9 @@ "soft_pairs": [ "issue:44206|issue:45584", "issue:45759|issue:46285", - "issue:38175|issue:45412", "issue:46424|issue:46858", "issue:29942|issue:32090", + "issue:38175|issue:45412", "issue:28282|issue:33357", "issue:43611|issue:44466", "issue:43335|issue:43504", @@ -9639,215 +9619,208 @@ "issue:44448|issue:44743", "issue:43335|issue:44112", "issue:43335|issue:45593", - "issue:45290|issue:46326", "issue:43278|issue:43825", "issue:34689|issue:35141", "issue:45588|issue:45859", - "issue:44514|issue:44521", "issue:42490|issue:43854", + "issue:45290|issue:46326", "issue:29127|issue:32090", + "issue:44514|issue:44521", "issue:39692|issue:43526", - "issue:43819|issue:44493", "issue:43606|issue:44857", - "issue:46431|issue:46566", - "issue:39692|issue:44493" + "issue:43819|issue:44493", + "issue:46431|issue:46566" ], - "prepared_review_unit_hash": "592b94504804a29871e1a780c500fda62607067157d09b192c5541d13b0e498b", + "prepared_review_unit_hash": "101b96518e43af6c00b41597898c9e23642c191f372816513b17f66bbb937777", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36554, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "soft_pair_count": 27, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issue titles are mostly only superficially similar and do not describe the same underlying bug or change. I would keep them separate; if one issue must be used as the cluster representative, the most defensible choice is the active chat_template regression in issue 44521.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44521 is the most active and user-facing concrete regression in the set (open, multiple inbound refs, clear failure mode), so it is the best representative if one issue must anchor the cluster. That said, the set is not actually a duplicate cluster.", + "summary": "The set is highly heterogeneous: most items are unrelated regressions across different models, utilities, and backends. I do not see any soft pair that clearly represents the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the most central active issue in the list: it targets the broadly used multimodal `apply_chat_template` path, has multiple inbound references, and is more representative of the cluster than the narrower one-off bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest single issue to retain as the cluster representative because it is specific, current, and broadly discussed. It is still not a good dedupe target for the other items, which cover unrelated bugs.", + "best_issue_reason": "issue:44521 is the best representative issue because it is current, has the broadest user impact among the listed issues, and sits in the most recurring theme here (chat-template handling).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different failures in different code paths: LasrFeatureExtractor argument handling vs Whisper empty-transcription generation." + "reason": "Different code paths: one is a `LasrFeatureExtractor` argument regression, the other is Whisper generation on empty transcription after token alignment." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "One is about unwrapping text_config for composite Qwen multimodal configs; the other is a CLIP text-model structure inconsistency." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 zero-probabilities bug and RT-DETR memory release bug are unrelated symptoms and subsystems." + "reason": "Both mention model/config structure, but one is `AutoModelForCausalLM.from_config` unwrapping `text_config` and the other is a CLIP class structure inconsistency." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both mention cache, but one is about max_cache_length being ignored for non-quantized caches and the other is a static-cache seq-length/device-tensor arithmetic bug." + "reason": "Both involve cache behavior, but one is `max_cache_length` semantics for Quantized Cache and the other is `get_seq_length()` returning a device tensor breaking static-cache arithmetic." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different regressions." + "reason": "Unrelated failures: Flash Attention 2 test breakage versus Trainer GPU broadcast rejecting `NoneType`." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities versus RT-DETR memory not being released on deletion." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import and MacOS bus error with a community CLIP model are not the same failure." + "reason": "One is a missing PyTorch import error, the other is a MacOS bus error loading a CLIP model; not the same bug." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "base_model_prefix loading breakage and lm_head.weight serialization differences are separate model-loading/serialization issues." + "reason": "Both are v5/model-loading related, but one is about `base_model_prefix` loading and the other about device-dependent `lm_head.weight` serialization." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Beit semantic-segmentation legacy-field loading are unrelated bugs." + "reason": "Different models and failure modes: SwitchTransformers sparse-layer creation versus BEiT legacy-field loading." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError from torch.jit parsing is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "`deberta` import/parsing issue on Python 3.13 is unrelated to the Qwen Omni feature-extraction helper behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile with SDPA in Bamba is a model/runtime bug; the GraniteSpeech report is a stale CI device-override test issue." + "reason": "A torch.compile/SDPA model bug is not the same as a GraniteSpeech CI test with stale device override state." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "flash_attn import key error on Python 3.13 and Windows ROCm torch.distributed dependency problems are different import/runtime failures." + "reason": "Different import/platform problems: `flash_attn` lookup on Python 3.13 versus Windows ROCm/torch.distributed dependency issues." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "These are two distinct missing-symbol import errors from different modules and code paths." + "reason": "Both are import errors, but they involve different symbols and modules (`_flash_supports_window_size` vs `HybridCache`)." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config layer creation and qwen3_omni_moe output-length helper behavior are unrelated." + "reason": "SwitchTransformers config bug and Qwen Omni output-length helper bug are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences and qwen3_5 recurrent-state reset logic are separate model-behavior regressions." + "reason": "Pegasus v4/v5 output differences are not the same as Qwen3.5 recurrent-state reset with cache." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "A SwitchTransformers configuration bug and a GraniteSpeech CI test failure do not share the same underlying defect." + "reason": "A model-construction bug and a CI test flake on a different model are not the same issue." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are different model-specific issues." - }, - { - "left": "issue:45290", - "right": "issue:46326", - "accept": false, - "reason": "Both involve chat templating, but one crashes on tool-call assistant messages while the other concerns continue_final_message with mistral_common tokenizers." + "reason": "SwitchTransformers sparse-layer creation is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluation is unrelated to a pipeline error message incorrectly suggesting translation support in v5." + "reason": "Different API surfaces: evaluation dtype drift versus a pipeline error message about translation task support." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model loading regression and output-embedding reinitialization after resizing are different loading/initialization bugs." + "reason": "Both concern model loading/weights, but one is a specific Llama vision regression and the other is token-embedding resizing reinitializing output embeddings." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "One is a flash_attention integration crash on s_aux=None; the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Both touch MoE/flash/cpu-offload areas, but one is an `AttributeError` on `s_aux=None` and the other is a rotary-embedding CPU-offload incompatibility." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Both are chat_template-related, but one crashes on batched input with padding=False and the other returns all-zero assistant masks for multimodal inputs." + "reason": "A trailing-slash local-path import warning is unrelated to loading a specific remote model in unit tests." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash loading failures are not the same bug." + "reason": "Different chat-template bugs: one crashes on assistant tool-call messages with no content, the other is `continue_final_message` for `mistral_common` tokenizers." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType are unrelated issues." + "reason": "LayoutLMv3 error-message clarity is unrelated to Trainer GPU broadcast failing on `NoneType`." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "SigLIP2 documentation/quantization example failures and BeitImageProcessorFast label reduction are different bugs." + "reason": "Both involve `apply_chat_template` for multimodal/Qwen-VL paths, but one is a batched-input crash with `padding=False` while the other is all-zero assistant masks; different failure modes." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "DAC.from_latents mismatch with forward pass is unrelated to the unexpected position-id key issue affecting many models." + "reason": "SigLIP2 documentation example errors are unrelated to BEiT fast image processor label reduction." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Bark CPU-offload device mismatch and LwDetrImageLoss AMP/CUDA crash are different runtime problems." + "reason": "CPU offload device mismatch in Bark is not the same bug as LwDetrImageLoss crashing under float16 AMP on CUDA." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Missing chat template on a processor and DiffusionGemma weights stuck on meta are unrelated loading/configuration issues." + "reason": "DAC latent/forward mismatch and unexpected position-id keys are different model behaviors." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "SigLIP2 doc example errors do not share the same underlying cause as the unexpected position-id key regression." + "reason": "Missing chat template on a processor and DiffusionGemma remaining on `meta` under `device_map=\"auto\"` are unrelated." } ] }, @@ -9869,7 +9842,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:10000", "issue:15354", @@ -9886,11 +9859,11 @@ "issue:35141", "issue:37428", "issue:38175", + "issue:39692", "issue:42175", "issue:42490", "issue:43278", "issue:43329", - "issue:43381", "issue:43550", "issue:43575", "issue:43701", @@ -9921,230 +9894,230 @@ "issue:47000" ], "soft_pairs": [ - "issue:28218|issue:32090", "issue:43720|issue:44112", + "issue:28218|issue:32090", "issue:45310|issue:45478", + "issue:39692|issue:44493", "issue:44448|issue:44779", - "issue:43701|issue:45083", "issue:44206|issue:45823", + "issue:43701|issue:45083", "issue:44617|issue:46697", "issue:26413|issue:31501", "issue:45127|issue:45245", "issue:45459|issue:46234", - "issue:42490|issue:43575", - "issue:32090|issue:33357", "issue:44857|issue:45072", - "issue:45593|issue:47000", + "issue:32090|issue:33357", + "issue:42490|issue:43575", "issue:43550|issue:45083", + "issue:45593|issue:47000", "issue:27957|issue:34689", - "issue:38175|issue:44493", "issue:44464|issue:46424", + "issue:38175|issue:44493", "issue:29942|issue:35141", "issue:29870|issue:32090", "issue:10000|issue:15354", - "issue:45290|issue:45381", "issue:43278|issue:43329", "issue:37428|issue:42175", - "issue:29870|issue:33290", + "issue:45290|issue:45381", "issue:44448|issue:44977", - "issue:43278|issue:43381" + "issue:29870|issue:33290" ], - "prepared_review_unit_hash": "4627542fb6a051d1fae8f3dcea2606f27c70ae2f438410ae0a852affe8facc45", + "prepared_review_unit_hash": "64e43fb628de6f4c2572366236f89c3992671e2f645a1c7e5184d459898b79be", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35736, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "serialized_chars": 35795, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated issue noise, with one clear duplicate pair about the Qwen3.5 MoE `from_pretrained` regression. I\u2019d keep that pair and reject the rest as distinct bugs affecting different models/code paths.", - "confidence": 0.98, - "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earliest of the exact duplicate pair and already has inbound reference activity; issue:45478 is the same bug reported later with a shorter body.", + "summary": "The cluster is mostly noisy and heterogeneous; almost all candidate edges are false matches. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` regression reports.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the best canonical issue because issue:45478 is an apparent later duplicate with the same title and failure mode, while 45310 has the fuller original report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative of the only true duplicate in this set: same title, same model family, same `from_pretrained` failure.", + "best_issue_reason": "issue:45310 is the strongest representative in this set: it is the only exact same-bug duplicate pair and has the more complete discussion, making it the best anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Tokenizer spacing bug vs trainer broadcast TypeError; unrelated symptoms and code paths." + "reason": "Different bugs: one is an Accelerate loading failure for packed BitNet weights; the other is a CI failure in a GraniteSpeech device override test." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Packed-weights loading bug vs a GraniteSpeech CI device-override test failure; not the same underlying defect." + "reason": "Unrelated: tokenizer spacing after added tokens versus a Trainer `_gpu_broadcast_one` NoneType type error." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same bug report: identical title, same Qwen3.5 MoE `from_pretrained` error, clearly duplicate." + "reason": "Same underlying bug: identical Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0; `45478` looks like a duplicate report of `45310`." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Both mention v5 regressions, but one is Pegasus generation output drift and the other is Deepseek tokenizer correctness; different failures." + "reason": "Different problems: SigLIP2 docs/model-processor/quantization issues versus unexpected position-id key behavior across many models." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Checkpoint key-mismatch issue vs a multimodal feature-length helper bug; no shared concrete failure mode." + "reason": "Both are version-regression/output complaints, but they affect different models and different code paths (Pegasus summarization vs Deepseek tokenizer)." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported `center` arg in an image extractor vs device-map mismatch in Gemma4 PLE; different components and fixes." + "reason": "Different subsystems: a LaserFeatureExtractor `center` argument regression versus a Gemma4 PLE device-map mismatch during forward." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen3 Omni MoE feature-length helper behavior." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in SAM3Video vs over-padding in Swin2SR preprocessing; unrelated." + "reason": "Different errors in different models: Sam3Video CUDA OOM versus Swin2SR over-padding in the image processor." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "`resume_from_checkpoint` empty epoch iterator vs training startup failure for FineWeb SLM; different root causes." + "reason": "Both mention training startup/iterator behavior, but they are distinct failure modes and not the same bug." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/embedding collapse bug vs categorical cardinality limit error; unrelated." + "reason": "Different issues: LoRA merge with extended vocabulary causing collapse versus a categories-limit runtime error." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error handling around protobuf vs missing import utility symbol; distinct issues." + "reason": "Tokenizer protobuf error masking is unrelated to a missing import utility function for Falcon Mamba availability." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Path-with-slash import warning vs tensor-parallel OOM for Qwen2-57B; no shared code-path bug." + "reason": "Both are CI/model dtype-related, but one is LwDetr loss AMP failure and the other is SwitchTransformers/TimmWrapper dtype mismatch; not the same bug." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` NoneType crash vs MacOS bus error loading CLIP; unrelated." + "reason": "Different failures: Trainer broadcast NoneType error versus MacOS bus error with a community CLIP model." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "AMP/CUDA loss crash vs BF16 inference dtype mismatch; both dtype-related but different models and failure mechanisms." + "reason": "Import warning for local paths ending with a slash is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Missing auxiliary losses when denoising is off vs RTDetr cost-matrix infeasible; different detection bugs." + "reason": "Different code paths: torch.compile/SDPA failure in Bamba-9B-v2 versus a feature-length helper bug in qwen3_omni_moe." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "`torch.compile` + SDPA failure in Bamba vs qwen3_omni_moe helper behavior; unrelated." + "reason": "Different detection-loss bugs: missing auxiliary losses when denoising is off versus an infeasible cost matrix in RTDetrLoss." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support issue vs model loading regression for Llama 3.2 Vision; different regressions." + "reason": "Both involve model loading/attention support, but one is XLM-Roberta Flash Attention 2 support and the other is a Llama 3.2 Vision loading regression." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Zero probabilities in SigLIP2 vs unexpected position-id keys; not the same bug." + "reason": "Both mention generation/cache behavior, but one is compiled chunked generation inconsistency and the other is cache length configuration being ignored outside quantized cache." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Compiled chunked generation inconsistency vs cache-length config only honored for quantized cache; separate cache/generation problems." + "reason": "SigLIP2 zero-probability outputs are a model-specific inference issue, not the same as unexpected position-id keys across many models." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests vs embedding reinitialization after resize; unrelated." + "reason": "Flash Attention 2 test failures are unrelated to output embeddings being reinitialized after resizing token embeddings." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate `decoder_attention_mask` bug vs trainer broadcast TypeError; distinct issues." + "reason": "Bart generate-time decoder attention mask bug is unrelated to the Trainer `_gpu_broadcast_one` NoneType broadcast error." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue vs TorchScript generator-expression export failure; unrelated." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Chat-template crash on tool-call assistant messages vs Qwen2.5-VL video position-id bug; different text vs multimodal paths." + "reason": "Completely different eras and bugs: German DistilBertModel issue versus a torch.jit.script GeneratorExp export problem for ViT." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 dtype change in evaluate vs undefined video-token helper names; unrelated." + "reason": "Both are dtype/vision-language bugs, but one is BF16-to-FP32 evaluation drift and the other is undefined video-token helper variables in VLM processors." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash-attention utility import vs TensorFlow absent in a torch install extra; no overlap." + "reason": "Missing `_flash_supports_window_size` import and TensorFlow not included in `.[torch]` are unrelated packaging/API issues." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Generation-time BART masking crash vs optimizer memory OOM in deepspeed; different bugs." + "reason": "Both are chat/VL parsing problems, but one is tool-call assistant messages with no content and the other is Qwen2.5-VL video `vision_position_ids` behavior." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output mismatch across versions vs Qwen3.5 flash-attention generation failure; unrelated." + "reason": "Both are generation-output complaints, but they concern different models and different mechanisms (Pegasus regression vs Qwen3.5 flash-attention behavior)." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Evaluation dtype drift vs gradient-checkpointing disabled in eval mode; different code paths." + "reason": "Bart decoder attention mask failure is unrelated to AdaFactor OOM in DeepSpeed." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the only accepted soft edge is the exact title match between issue:45310 and issue:45478, and the canonicalization choice is supported by earlier creation time plus inbound reference activity on 45310. The remaining pair verdicts are conservative and do not overclaim duplication from weak thematic similarity alone." + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate pair is issue:45310/issue:45478, which share the same title and appear to be the same Qwen3.5 MoE from_pretrained regression. The other soft-edge verdicts are conservative and avoid overclaiming sameness where the titles/body cues point to different bugs." }, "evaluator_used": true, "retried": false, @@ -10163,7 +10136,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:25251", "issue:29127", @@ -10214,22 +10187,23 @@ "issue:46858" ], "soft_pairs": [ - "issue:45290|issue:46655", "issue:44360|issue:44561", "issue:44855|issue:46399", - "issue:40444|issue:43526", - "issue:32090|issue:33290", + "issue:43278|issue:43381", "issue:45920|issue:46192", + "issue:32090|issue:33290", + "issue:40444|issue:43526", + "issue:45290|issue:46655", "issue:43927|issue:45698", "issue:44977|issue:45229", - "issue:42490|issue:43873", "issue:46421|issue:46858", - "issue:25251|issue:32090", - "issue:43381|issue:43701", + "issue:42490|issue:43873", "issue:43873|issue:45229", + "issue:25251|issue:32090", "issue:44448|issue:44466", - "issue:44871|issue:44977", + "issue:43381|issue:43701", "issue:43976|issue:45440", + "issue:44871|issue:44977", "issue:29127|issue:34567", "issue:33357|issue:39692", "issue:43278|issue:43575", @@ -10237,172 +10211,178 @@ "issue:45588|issue:45823", "issue:44568|issue:45491", "issue:44361|issue:45198", - "issue:44186|issue:45198", "issue:41720|issue:45229", + "issue:44186|issue:45198", "issue:45198|issue:45803", - "issue:43611|issue:46121", - "issue:44977|issue:45563" + "issue:44977|issue:45563", + "issue:43611|issue:46121" ], - "prepared_review_unit_hash": "f488d8178842825078794c9e1b87626a5227728b34c6d44c4b7d6bf99441193d", + "prepared_review_unit_hash": "b75a6a62b2dd9077e514a74aa3f794aa46e5af83d729b15ae4800fe67e760dc0", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35794, - "estimated_input_tokens": 8949, - "estimated_eval_tokens": 18154 + "soft_pair_count": 29, + "serialized_chars": 36078, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks over-broad and heterogeneous: the soft-edge candidates span unrelated subsystems and failure modes, so none of them should be merged as duplicates. If an anchor is needed, issue 43873 is the strongest general candidate because it is active, open, and has the most discussion/inbound references.", + "summary": "This set is a grab bag of mostly unrelated Transformers issues across tokenizers, generation, training, quantization, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", "confidence": 0.93, - "canonical_issue_reason": "Issue 43873 is the most active and externally referenced item in the set, so it is the best anchor despite the cluster not being a true duplicate group.", + "canonical_issue_reason": "issue:43873 is the best anchor among these because it is open, has the strongest activity/inbound-reference signal, and describes a concrete but broad bug class (offloading + quantization) that is likely to attract related reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the strongest engagement signal and is detailed enough to serve as the representative issue for triage.", + "best_issue_reason": "issue:43873 is the most suitable overall representative of the collection: it is active, externally referenced, and sufficiently substantive to serve as a triage target even though the rest of the set is largely unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45290", - "right": "issue:46655", - "accept": false, - "reason": "Different bug classes: chat-template/tool-call handling versus video processor padding calculation." - }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Unrelated subsystems and symptoms; DSA indexer/ReLU discussion does not match a v5 trust_remote_code breakage." + "reason": "Different subsystems and failure modes: DSA indexing/ReLU discussion vs trust_remote_code loading breakage from a removed helper." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both involve import-time code generation/decorator problems, but they affect different models and different concrete failures." + "reason": "Both are import/runtime errors, but they affect different models and root causes (Python 3.13 torch.jit parsing vs missing registration decorator in Qwen3.5 kernels)." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is a dtype regression between train/eval; the other is a hard restriction on checkpointing in eval mode. Not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "IterableDataset multi-image fine-tuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Tokenizer ID regression across several models vs return_tensors being ignored when text_kwargs is passed. Different API paths and symptoms." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error and DeepSpeed/Adafactor OOM are distinct failure modes." + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are unrelated training-time failures." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different processors and bugs: multi-image IterableDataset finetuning failure vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Tokenizer regression across multiple models is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Chat template tool-call crash and SmolVLM video padding bug are separate preprocessing issues with different code paths." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "One is config token IDs lost on save/load; the other is custom module resolution after save_pretrained." + "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module. Not the same underlying defect." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different code paths and symptoms." - }, - { - "left": "issue:42490", - "right": "issue:43873", - "accept": false, - "reason": "Trailing-slash import warning is not the same as quantization/offloading behavior." + "reason": "Flash-attention generation bug for Qwen3.5 vs multi-GPU CUDA OOM for Gemma4; different models and failure mechanisms." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both touch cache behavior, but one is spurious recompilation from lazy init while the other is device-tensor seq-length arithmetic in static cache." + "reason": "Both mention cache/compile behavior, but one is lazy-init recompilation and the other is a device-tensor seq_length arithmetic bug on non-CUDA backends." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast NoneType errors." + "reason": "Local-path trailing-slash import warning is unrelated to quantization/offloading behavior." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is a different issue from resume_from_checkpoint key mismatch." + "reason": "Quantization/offloading problems are not the same as a Gemma4 multi-GPU inference OOM, even if both can impact memory use." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Quantization/offloading failure is not the same as a Gemma4 multi-GPU OOM." + "reason": "Pipeline top_k nesting regression is unrelated to Trainer broadcast errors." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different regressions: generation output mismatch versus serialization inconsistency of lm_head.weight." + "reason": "Different bugs: output mismatch for a summarization model vs serialization of tied lm_head weights." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Eval/checkpointing restriction vs resume_from_checkpoint key mismatch; no shared root cause." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from remote implementation." + "reason": "Python version compatibility issue vs divergence between native and remote DeepSeekV3 implementations." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer/model eos_token_id mismatch vs flash-attention generation failure for a different model family." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + "reason": "Error-message clarity issue in LayoutLMv3 vs TrainerState metric not updating. Different concerns." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 docs/example problems are different issues." + "reason": "MacOS bus error on CLIP vs documentation example issues for SigLIP2; unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel OOM when loading Qwen2-57B." + "reason": "Embedding dtype change between train/eval is unrelated to tensor-parallel OOM when loading a large Qwen model." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available breaks remote-code models; DeepSeek tokenizer regression is a separate tokenizer bug." + "reason": "Removed helper breaking trust_remote_code models vs DeepSeek tokenizer regression. Both are v5-related but not the same bug." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-path failures." + "reason": "Flash-attention crash on s_aux=None and Gemma4 PLE device mismatch are distinct forward-path issues." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token insertion bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Special-token insertion regression in mdeberta-v3-base vs NaN embeddings in Gemma3 sliding-window batching; different tokenizer/model paths." }, { "left": "issue:44361", @@ -10411,34 +10391,34 @@ "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure are different model-specific bugs." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Both are tokenizer issues, but they affect different tokenizers and different failure modes." + "reason": "Auto device mapping cudaErrorAssert and multi-GPU OOM are not the same concrete failure." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and multi-GPU CUDA OOM are not the same underlying bug." + "reason": "LayoutLMv2Tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure; separate tokenizer issues." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 tokenization/save_pretrained bug is unrelated to bare except swallowing errors in FuyuBatchFeature." + "reason": "Tokenization/save_pretrained failure vs broad exception swallowing in FuyuBatchFeature; different code and symptoms." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "base_model_prefix loading breakage and rope param validation TypeError are unrelated." + "reason": "Generation failure with flash-attention vs a stale warning in paged generate; not the same bug." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Generation failure with flash-attention is unrelated to a stale warning for num_return_sequences." + "reason": "Base_model_prefix loading breakage vs rope-validation helper rejecting a JSON-loaded list; unrelated loading/validation paths." } ] }, @@ -10460,7 +10440,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:27957", "issue:29127", @@ -10508,7 +10488,8 @@ "issue:45834", "issue:46369", "issue:46693", - "issue:46701" + "issue:46701", + "issue:47217" ], "soft_pairs": [ "issue:29870|issue:34689", @@ -10521,249 +10502,263 @@ "issue:44265|issue:45198", "issue:43575|issue:43701", "issue:29127|issue:33357", - "issue:43065|issue:43994", - "issue:43065|issue:45412", "issue:43412|issue:45588", - "issue:42490|issue:43381", + "issue:43065|issue:45412", + "issue:43065|issue:43994", "issue:45491|issue:46693", "issue:45372|issue:45588", + "issue:42490|issue:43381", "issue:29127|issue:35141", "issue:45245|issue:45563", "issue:45459|issue:45712", "issue:45440|issue:45593", + "issue:43526|issue:47217", "issue:43994|issue:45412", "issue:43575|issue:44387", - "issue:45406|issue:46701", - "issue:45372|issue:45406", "issue:43421|issue:45491", + "issue:45372|issue:45406", + "issue:45406|issue:46701", "issue:43066|issue:44462", "issue:45412|issue:46369", "issue:44442|issue:45072", "issue:45372|issue:45459", "issue:27957|issue:33290", "issue:43526|issue:45834", - "issue:27957|issue:29127" + "issue:27957|issue:29127", + "issue:43526|issue:46693" ], - "prepared_review_unit_hash": "54b5f23a99a638062f744c9f070d713d2aabd53d52abe0b7b7662214d63b59b2", + "prepared_review_unit_hash": "a9e27f8eb0fde8dbe67102706f7c27ae58d8e48cc791c6bf92e3438360275246", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36683, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37835, + "estimated_input_tokens": 9459, + "estimated_eval_tokens": 19174 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly superficial topical similarities; the issues span unrelated models and failure modes, so I would not merge any of these pairs as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out: this is a heterogeneous set of unrelated bugs, and the soft matches do not describe the same concrete failure.", + "summary": "This cluster is heterogeneous: the issues span unrelated bugs across tokenizers, vision, generation, quantization, export, memory, and model-specific regressions. None of the soft pairs look like true duplicates or the same fixable code-path problem.", + "confidence": 0.94, + "canonical_issue_reason": "None of these issues look like the same underlying bug, so there is no true canonical issue for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a safe global representative for deduping here; picking one would be arbitrary because the cluster lacks a shared underlying bug.", + "best_issue_reason": "Issue 46693 is the strongest anchor only by discussion activity and recency, but it still does not represent the rest of the heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Different problems: BART generate() decoder mask bug vs Llama 3.2 Vision model-loading breakage." + "reason": "Different failures in different models and code paths: BART generate() mask handling vs Llama 3.2 vision model loading." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to image processor handling of void segmentation maps." + "reason": "Flash Attention 2 test failures are unrelated to image processor segmentation-map handling." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration bug vs Qwen3.5 recurrent-state reset bug; different code paths." + "reason": "Tokenizer special-token registration is unrelated to Qwen3.5 recurrent state reset behavior." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported `center` arg in a feature extractor is not the same as a video-input regression in Qwen VL models." + "reason": "Unsupported feature-extractor arg for LasrFeatureExtractor is not the same bug as the Qwen video-input regression." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is distinct from quantized model saving failure." + "reason": "FineGrainedFP8Config loading failure is different from quantized model saving." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-implementation issues." + "reason": "Smollm3 RoPE-layer mismatch is a model implementation bug, not the same as DeepSeekV3MoE divergence." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer mask token registration is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "BigBirdTokenizer special-token registration is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export export failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failures." + "reason": "torch.export failures with torch_compilable_check are not the same as Wav2Vec2 save_pretrained/tokenization breakage." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM for Qwen2-57B-A14B-Instruct is not the same as checkpoint resume key mismatches." + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue and CLIP bus error on macOS are different bugs." + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are different issues with no shared code path." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Gemma3n export issues are unrelated to flash_attention.py crashing on sink-less models." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "A placeholder Conv2d implementation is not the same as an RT-DETR memory-leak issue." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released on deletion." }, { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export guard/erfinv support problems are unrelated to a flash_attention None-attribute crash." - }, - { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Local-path import warning with trailing slash does not match gradient-checkpointing-in-eval-mode behavior." + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 nonsensical outputs are different model bugs." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaN embeddings from padding/sliding-window attention are different from a Flash Attention 2 performance regression." + "reason": "Both mention FA2 context behavior, but one is NaN embeddings in Gemma3 while the other is a performance regression; not the same concrete bug." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common is a separate problem from flash_attention crashing on `s_aux=None`." + "reason": "Gemma4 processor loading import failure is unrelated to flash_attention.py's s_aux=None crash." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model path warnings have nothing to do with gradient checkpointing in eval mode." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error clarity and token-embedding resize/reinit behavior do not describe the same bug." + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization after resize are unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime limit and stale generate() warning are unrelated." + "reason": "Category-cardinality RuntimeError and stale num_return_sequences warning are different generate/save behaviors." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking by protobuf import handling is not the same as leftover dummy classes leaking into the package." + "reason": "Tokenizer protobuf error masking is unrelated to leftover dummy classes leaking into the package namespace." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated model bugs." + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is different from VL placeholder-handling failures." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference quality issue is unrelated to RT-DETR not releasing memory on deletion." + "reason": "SigLIP2 wrong outputs and RT-DETR memory cleanup are unrelated problems." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Tensor-parallel OOM for a specific Qwen2 model is not the same as increased CUDA reserved memory under int4 quantization." + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 CUDA reserved-memory regression; different causes and fixes." }, { - "left": "issue:45406", - "right": "issue:46701", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure are different concrete failures." + "reason": "Tokenizer post-processor updates at runtime are unrelated to Gemma3 NaN embeddings in sliding-window attention." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma 4, but one is an import-time processor-loading error and the other is a serve-time missing-attribute crash; not the same bug." + "reason": "Gemma4 processor import failure and Gemma4Processor missing _tokenizer in serve are distinct failures." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings." + "reason": "Gemma4 processor serve crash is unrelated to DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are different tokenizer-loading issues." + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR memory leak on deletion and Sam3-litetext memory overflow are not the same underlying memory problem." + "reason": "Garbage-collection memory retention and a SAM3-litetext memory overflow are different memory bugs." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading failure is unrelated to bfloat16 dtype mismatches in inference." + "reason": "FastSpeech2Conformer tokenizer loading is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import error and protobuf-related tokenizer error masking are different failure mechanisms." + "reason": "Missing ReasoningEffort import for Gemma4 loading is unrelated to protobuf decode-error masking." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Adafactor/DeepSpeed OOM are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/deepspeed OOM are different issues." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long-OCR index error are different image-processing failures." + "reason": "BeitImageProcessorFast label reduction is unrelated to Kosmos2.5 long OCR index errors." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error-message clarity are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error messaging have no shared bug path." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in image processing is unrelated to FA2 long-context generation performance regression." } ] }, @@ -10785,7 +10780,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:27957", "issue:29870", @@ -10799,18 +10794,18 @@ "issue:43316", "issue:43334", "issue:43381", + "issue:43493", "issue:43525", - "issue:43526", "issue:43531", "issue:43646", "issue:43720", "issue:43761", "issue:43824", + "issue:43827", "issue:43873", "issue:43931", "issue:43994", "issue:44077", - "issue:44186", "issue:44206", "issue:44279", "issue:44442", @@ -10819,6 +10814,7 @@ "issue:44743", "issue:44811", "issue:44857", + "issue:44871", "issue:44898", "issue:44977", "issue:45003", @@ -10833,19 +10829,16 @@ "issue:46369", "issue:46399", "issue:46640", - "issue:46693", "issue:46821" ], "soft_pairs": [ "issue:43824|issue:44279", "issue:33290|issue:34689", "issue:33290|issue:35141", - "issue:43526|issue:46693", "issue:44857|issue:45588", - "issue:43994|issue:46369", - "issue:43526|issue:44186", "issue:43334|issue:43531", "issue:42915|issue:43931", + "issue:43994|issue:46369", "issue:45250|issue:46640", "issue:43381|issue:43873", "issue:45588|issue:46821", @@ -10858,203 +10851,205 @@ "issue:44442|issue:44898", "issue:43262|issue:44206", "issue:42490|issue:44743", - "issue:27957|issue:29870", "issue:43720|issue:44442", + "issue:27957|issue:29870", "issue:42175|issue:46234", "issue:43316|issue:43525", + "issue:45003|issue:45440", "issue:44077|issue:44479", - "issue:45003|issue:45440" + "issue:43493|issue:43827", + "issue:43873|issue:44871" ], - "prepared_review_unit_hash": "40b07c3b7a5920774ede1f079de7b07861c159439249bd9b894eaa1de2abd705", + "prepared_review_unit_hash": "f444ba2bd54e7643b4fea5d4d329ae445ad7fd0b57e56d071c272c06fdbbd876", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35644, - "estimated_input_tokens": 8911, - "estimated_eval_tokens": 18078 + "serialized_chars": 35688, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated issues. The only near-theme overlap is around Flash Attention / FA2, but the candidate pairs still look like different bugs or too-generic titles to merge safely. No PRs are present.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 46693 is the most specific and well-scoped FA2-related report in the set, with clearer symptoms than the generic FA2 titles; however, there is no true umbrella issue for the whole heterogeneous cluster.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The soft links are largely superficial keyword/model-family overlaps rather than the same underlying defect or change, so I do not see any safe duplicate merges.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out: the items span distinct code paths (loading, generation, quantization/offloading, audio, vision, docs, packaging), so there is no clear duplicate center.", "canonical_pr_reason": null, - "best_issue_reason": "46693 is the best representative issue because it is concrete, recent, and tied to a specific regression path (FA2 + long-context generation) rather than a broad or vague symptom.", + "best_issue_reason": "Issue 43873 is the most representative/open report in the set: it has the most discussion/inbound references and a broad active theme around quantization/offloading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "ImportError for a missing class and a broad dependency issue are not the same underlying bug." + "reason": "Different problems: Qwen2.5-VL import failure vs a generic dependency/install issue." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed and Llama 3.2 vision model-loading failure are unrelated." + "reason": "Adafactor/DeepSpeed OOM is unrelated to a Llama 3.2 Vision model-loading regression." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer memory usage and embedding reinitialization in post_init are different code paths." - }, - { - "left": "issue:43526", - "right": "issue:46693", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression are unrelated." + "reason": "Optimizer memory usage and embedding reinitialization in post_init are different bugs." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash and flash-attention sinkless-model AttributeError are different failures." - }, - { - "left": "issue:43994", - "right": "issue:46369", - "accept": false, - "reason": "SigLIP2 inference corruption and SAM3 LiteText memory overflow are not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "Image processor label handling and LayoutLMv2 tokenizer NER/padding crashes are distinct." + "reason": "AMP/CUDA loss crash vs flash-attention sinkless AttributeError; different code paths." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL config and sliding_window behavior in Qwen3-MoE are different issues." + "reason": "Missing pad_token_id on Qwen3-VL config is not the same as sliding_window handling in Qwen3-MoE." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3-MoE FP8 config failure and Qwen3-VL weight-shape mismatch are separate model-loading problems." + "reason": "FP8 config failure in Qwen3Moe vs weight-shape mismatch for Qwen3-VL-30B are distinct issues." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong outputs and SAM3 memory overflow are unrelated failures." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are vague FA2 titles, but there is not enough evidence they describe the same concrete bug." + "reason": "Both mention Flash Attention 2, but one is a generic note and the other is a specific crash report; not the same bug." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are unrelated behaviors." + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sinkless-model crash and TimesFM window_size AttributeError do not share a code path." + "reason": "Flash-attention AttributeError and TimesFM window_size AttributeError affect different components and code paths." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "A broad Transformers 5.0 initialization regression and a patchtsmixer post_init policy issue are not the same defect." + "reason": "Both touch initialization/post_init conceptually, but one is a v5 custom model init break and the other is a PatchTSMixer-specific policy issue." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope validation TypeError and missing apply_rotary_pos_emb decorator are different rotary-related bugs." + "reason": "Rope validation TypeError and missing decorator for rotary kernel registration are different defects." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched apply_chat_template padding crash and video vision_position_ids mismatch are different Qwen2.5-VL failures." + "reason": "Batched apply_chat_template padding failure is separate from the qwen2.5-vl video vision_position_ids regression." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + "reason": "CLIPVisionModel hidden_states regression and Qwen rotary embedding CPU-offload incompatibility are unrelated." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "FA2 generation regression and category-cardinality runtime error are unrelated." + "reason": "Flash-attention generation issues do not match the category-count runtime error." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Cache state reset in a model forward pass and Whisper skip_special_tokens handling are different areas." + "reason": "Recurrent-state reset with cache is unrelated to Whisper batch_decode skipping special tokens." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + "reason": "FastSpeech2Conformer tokenizer loading failure is not the same as Perceiver non-default-resolution failure." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and unsupported center-arg crash are different audio bugs." + "reason": "Audio chat_template sampling-rate defaulting and unsupported center arg in LasrFeatureExtractor are different audio bugs." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and recurrent-state reset are unrelated." + "reason": "Trailing-slash local-model import warning is unrelated to recurrent-state reset behavior." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "XLM-Roberta FA2 support and BART generate decoder_attention_mask bug are different issues." + "reason": "BitNet packed-weight loading and tokenizer loading are different subsystems." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and Bart generate() decoder_attention_mask initialization are unrelated." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Missing TensorFlow dependency in install extras and missing import_utils symbol are different dependency/setup issues." + "reason": "Packaging/backend omission is not the same as a missing import_utils helper." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are related in theme but not the same underlying bug." + "reason": "Different model config API discrepancies; not the same underlying bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + "reason": "PatchTSMixer post_init policy is unrelated to Qwen VL video-input regression." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing removed pipeline APIs are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different code paths." + "reason": "Quantization/offloading behavior and Gemma eos_token_id inconsistency are different problems." } ] }, @@ -11076,7 +11071,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:16998", "issue:22355", @@ -11090,7 +11085,6 @@ "issue:43295", "issue:43316", "issue:43388", - "issue:43493", "issue:43550", "issue:43575", "issue:43606", @@ -11100,8 +11094,6 @@ "issue:43749", "issue:43761", "issue:43825", - "issue:43827", - "issue:43873", "issue:43931", "issue:44062", "issue:44079", @@ -11109,6 +11101,7 @@ "issue:44190", "issue:44442", "issue:44496", + "issue:44521", "issue:44855", "issue:44871", "issue:44913", @@ -11125,26 +11118,25 @@ "issue:46506", "issue:46697", "issue:46829", - "issue:46932" + "issue:46932", + "issue:47217" ], "soft_pairs": [ - "issue:43493|issue:43827", - "issue:43873|issue:44871", "issue:44062|issue:45907", "issue:44855|issue:45137", - "issue:45325|issue:46697", "issue:43643|issue:44913", + "issue:45325|issue:46697", "issue:43316|issue:45759", "issue:44987|issue:46178", "issue:43749|issue:43931", "issue:44190|issue:44496", - "issue:42617|issue:43575", "issue:43701|issue:46506", "issue:43931|issue:45216", + "issue:42617|issue:43575", "issue:44442|issue:45803", + "issue:43232|issue:43388", "issue:43550|issue:43701", "issue:43575|issue:43742", - "issue:43232|issue:43388", "issue:43761|issue:44079", "issue:27957|issue:32090", "issue:43761|issue:44188", @@ -11155,204 +11147,199 @@ "issue:16998|issue:22355", "issue:43295|issue:44871", "issue:43295|issue:43825", + "issue:44521|issue:47217", "issue:44871|issue:45584" ], - "prepared_review_unit_hash": "d1cd6941ecdc8c3c5b545153168a28adeee8e057046d6345fbe3a9dfaab9730b", + "prepared_review_unit_hash": "6a59f4ab56a73a48a5c5c2722cc13cb34be03385ea248365f9ac16f5a08c6bfd", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36172, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35291, + "estimated_input_tokens": 8823, + "estimated_eval_tokens": 17902 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports that only look similar at a lexical level (shared words like loading, config, hidden_states, pipeline, etc.). I would not merge any of the soft pairs; they do not describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical duplicate exists in this heterogeneous set; issue #43749 is the best anchor because it is broad, infrastructure-focused, and has the strongest discussion/inbound-reference signal among the candidates.", + "summary": "The set is a grab bag of mostly unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change, so no soft edge should be accepted. There are no PRs in this cluster; the strongest issue anchor is the high-activity FSDP loading regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43749 has the strongest triage signal in this set: high discussion/inbound references, clear regression wording, and a concrete subsystem failure (FSDP CPU RAM efficient loading).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43749 is the most suitable representative for the cluster, but only as a placeholder\u2014this is a mixed bag of distinct bugs rather than one duplicate family.", + "best_issue_reason": "issue:43749 is the best representative issue because it is high-impact, well-discussed, and specific enough to serve as an anchor for related follow-ups; the other issues are narrower or more isolated.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "Different subsystems and failures: SigLIP2 implementation discrepancy vs v5 docs still mentioning pipeline() for summarization/translation." - }, - { - "left": "issue:43873", - "right": "issue:44871", - "accept": false, - "reason": "Quantization/offloading behavior vs Gemma-3 eos_token_id config mismatch; no shared code-path bug." - }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken argument collision vs Hub API forwarding revision in list_repo_files; unrelated." + "reason": "Different code paths and failure classes: tokenizer AddedToken TypeError vs Hub list_repo_files not forwarding revision." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing error in DebertaV2Model vs DeepSpeed ZeRO3 deque underflow; different failure modes." + "reason": "Python 3.13 torch.jit parsing/IndentationError vs DeepSpeed ZeRO3 deque underflow; unrelated subsystems." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Qwen2.5-VL rope/position_ids bug vs Swin2SR over-padding in image processor; unrelated image/video preprocessing issues." + "reason": "Both are config-related, but one is missing fields from trust_remote_code loading and the other is rotary_pct not persisting on reload." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields vs GPTNeoX rotary_pct not persisting on reload; different config loading issues." + "reason": "Different models and bugs: Qwen2.5-VL rope/position-id scaling vs Swin2SR image over-padding." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs; related area but distinct concrete bugs." + "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM not unwrapping text_config for composite multimodal configs." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a specific model on transformers>=5.1.0 vs backend mapping rejecting tensorflow_text; unrelated import/load paths." + "reason": "Loading physical-intelligence/fast failure is unrelated to BACKENDS_MAPPING rejecting tensorflow_text." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; not the same bug." + "reason": "Both mention loading, but one is FSDP CPU RAM loading broken and the other is a Qwen3-VL weight-shape mismatch on a specific model." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an image-classification script vs AutoTokenizer failing for a tokenizer class; different layers." - }, - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "3d_parallel.py runtime problem vs tensor-parallel OOM when loading Qwen2-57B; same broad area, but not the same concrete issue." + "reason": "Local dataset loading in a training script is unrelated to AutoTokenizer failing to load a custom tokenizer." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch on resume vs CPU/CUDA output divergence in PPDocLayoutV3; unrelated." + "reason": "resume_from_checkpoint key mismatch is a checkpoint/state issue, while PPDocLayoutV3 CPU/CUDA differences are numerical consistency problems." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Model loading shape mismatch vs save_pretrained producing an incorrect checkpoint; different phases and bugs." + "reason": "One is a load-time tensor shape mismatch; the other is a save_pretrained regression producing incorrect checkpoints." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same as tp loading OOM for Qwen2-57B." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer load failure for one tokenizer vs bare except swallowing errors in FuyuBatchFeature.convert_to_tensors; unrelated." + "reason": "Tokenizer loading failure for FastSpeech2Conformer is unrelated to FuyuBatchFeature swallowing exceptions." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs/update bug and gather_for_metrics label truncation are different training/inference paths." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch; no overlap in code path." + "reason": "torch.compile SDPA divergence in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel model loading vs key error loading MobileLLM; both load-time problems but distinct root causes." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs update after sync_gpus vs gather_for_metrics dropping tuple labels in last batch; different distributed-training bugs." + "reason": "Qwen2-57B tensor-parallel OOM is a different failure from loading MobileLLM-125M with a key error." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; related output objects, but not clearly the same concrete defect." + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug are distinct output-handling issues." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs NoneType broadcast error in Trainer; unrelated issues." + "reason": "XLMRoberta Flash Attention 2 support issue is unrelated to Trainer _gpu_broadcast_one receiving NoneType." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states output regression vs attention-kernel divergence under torch.compile; different failure modes and code paths." + "reason": "One is a model forward output regression; the other is attention-kernel divergence under torch.compile." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs resume_from_checkpoint key mismatch; unrelated training/inference issues." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug vs missing PyTorch import requirement for AutoModel; not the same issue." + "reason": "pipeline top_k nesting behavior and missing PyTorch installation are different problems." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism output mislabeling vs Gemma4 dtype casting for quantized embedders; unrelated model-specific bugs." + "reason": "VideoPrism hidden_states mapping bug and Gemma4 dtype casting for quantized embedders are separate model-specific regressions." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models vs from_pretrained loading the wrong custom module after save_pretrained; different save/load problems." + "reason": "Dequantized model saving failure and wrong custom module loading after save_pretrained affect different persistence paths." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa-V3 model_max_length question vs missing transformers.onnx module import; no shared bug." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx import error." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "processor.tokenizer/custom model regression vs Gemma-3 eos_token_id inconsistency; different APIs and symptoms." + "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id inconsistency are different config/API mismatches." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom model code regression with processor.tokenizer/images vs pipeline() translation-support error messaging; not the same code path." + "reason": "Custom processor.tokenizer access regression is unrelated to a pipeline error-message wording issue." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal, but one is all-zero assistant masks from apply_chat_template and the other is failure when the image placeholder appears in user text." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 eos_token_id config mismatch vs Whisper empty-transcription failure after align_special_tokens; unrelated tokenizer/generation bugs." + "reason": "Gemma-3 eos_token_id mismatch and Whisper empty-transcription generation failure are unrelated model-specific issues." } ] }, @@ -11374,7 +11361,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:43065", "issue:43316", @@ -11388,7 +11375,6 @@ "issue:43540", "issue:43572", "issue:43646", - "issue:43650", "issue:43716", "issue:44077", "issue:44162", @@ -11405,6 +11391,7 @@ "issue:44977", "issue:45127", "issue:45200", + "issue:45381", "issue:45542", "issue:45600", "issue:45632", @@ -11413,7 +11400,6 @@ "issue:46050", "issue:46170", "issue:46178", - "issue:46202", "issue:46234", "issue:46291", "issue:46365", @@ -11422,26 +11408,28 @@ "issue:46424", "issue:46640", "issue:46821", - "issue:46894" + "issue:46894", + "issue:47217" ], "soft_pairs": [ "issue:46234|issue:46291", - "issue:44077|issue:44534", "issue:43316|issue:43716", + "issue:44077|issue:44534", "issue:43316|issue:46821", + "issue:44464|issue:46421", "issue:43646|issue:44913", "issue:43452|issue:44496", - "issue:44464|issue:46421", "issue:44871|issue:46050", "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:43404|issue:43441", - "issue:43065|issue:44617", "issue:44242|issue:46894", - "issue:43540|issue:44514", + "issue:43065|issue:44617", "issue:43572|issue:46178", "issue:45632|issue:46424", + "issue:43540|issue:44514", "issue:44610|issue:46369", + "issue:45381|issue:47217", "issue:45542|issue:46234", "issue:44792|issue:45600", "issue:45803|issue:46170", @@ -11449,200 +11437,192 @@ "issue:43504|issue:45698", "issue:43352|issue:46640", "issue:45127|issue:45200", - "issue:43650|issue:46202", - "issue:43525|issue:43531", - "issue:44534|issue:44913" + "issue:43525|issue:43531" ], - "prepared_review_unit_hash": "6d86b6fa3738991c90db84a5648410a17b65b0ee0e868d6654fe925916c66778", + "prepared_review_unit_hash": "9470799050718542dea7d147a452da404848f99bc7778c64280e61aef1102110", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34979, - "estimated_input_tokens": 8745, - "estimated_eval_tokens": 17746 + "soft_pair_count": 26, + "serialized_chars": 34754, + "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 heterogeneous: it mixes unrelated model-specific regressions, config/loading issues, FlashAttention problems, and a few v5 migration breakages. None of the soft pairs look like true duplicates or the same concrete fix.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43646 is the broadest umbrella item ('Transformers 5.0.0 breaks custom model initialization'), but the cluster is too diverse for a true duplicate canonical.", + "summary": "This cluster is a grab bag of unrelated closed issues across model configs, import/runtime environment failures, vision-language processors, cache behavior, and a few FlashAttention regressions. None of the soft pairs look like the same underlying bug/change strongly enough to merge.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45698 is the strongest representative by discussion activity and inbound references, and it describes a concrete, user-facing save/load bug with broad impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative of the repeated Transformers v5 regression theme, though it does not subsume the other issues as duplicates.", + "best_issue_reason": "issue:45698 is the most suitable issue to stand in for the set because it has the clearest reproduction, the highest observed discussion/references, and a direct model-loading failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Different import failures: one is a missing availability helper, the other is a kernels backend version/revision requirement." + "reason": "Different failures: missing import-utils availability helper vs pipelines import-time kernel-version requirement." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Unrelated model issues: config API discrepancy vs image-preprocessor/model dtype mismatch." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Same general v5-era area, but different bugs: post_init contract enforcement vs non-persistent buffer junk filling." + "reason": "Both are v5 regressions, but they describe different bugs and different code paths." }, { "left": "issue:43316", - "right": "issue:43716", + "right": "issue:46821", "accept": false, - "reason": "API/config discrepancy in Gemma3TextConfig is unrelated to the Mistral3 dtype mismatch bug." + "reason": "No shared bug: Gemma config parity issue vs TimesFM window_size attribute error." }, { - "left": "issue:43316", - "right": "issue:46821", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Different models and failures: config API mismatch vs TimesFM window_size attribute error." + "reason": "Both mention chunking/compilation, but one is output inconsistency and the other is spurious recompilation from cache init." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Broad init regression vs a specific GPTNeoX rotary_pct reload bug; not the same code path." + "reason": "General custom-model init breakage is not the same as GPTNeoX rotary_pct reloading/reset behavior." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both involve loading, but one is gguf_file handling and the other is missing model_type in config.json." - }, - { - "left": "issue:44464", - "right": "issue:46421", - "accept": false, - "reason": "Chunked generation/compiled forward inconsistency is distinct from lazy cache init causing recompilation." + "reason": "Different root causes: gguf_file/from_pretrained handling vs unrecognized model config/model_type." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id config mismatch and sinq save/load break are different failures." + "reason": "Gemma eos_token_id inconsistency and sinq quantized save/load breakage are distinct bugs." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in tensor conversion is unrelated to the Trainer import conflict with datasets." + "reason": "Bare except swallowing errors is unrelated to Trainer import failure caused by datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + "reason": "ESM2 breakage and Janus image-generation test failure are unrelated model-specific problems." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying bug in Mistral3 is not the same as the flash-attention support failure in Ministral-3." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Sam3PixelDecoder's dummy Conv2d and Sam3Video OOM are different issues." + "reason": "Different Mistral-family issues: tied weights bug vs FlashAttention support failure." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both touch training loss, but they are different bugs and different model families." + "reason": "MoE load-balancing loss bug is not the same as CohereASR double-shift training-loss issue." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Video input processing crash and batched chat-template padding crash are separate processor paths." + "reason": "Sam3PixelDecoder dummy conv and Sam3Video OOM are different symptoms and likely different fixes." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm missing pad_token_idx and tensorflow_text backend mapping are unrelated config/import issues." + "reason": "Missing pad_token_idx in a config is unrelated to a backend mapping error for tensorflow_text." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Remote-code cache path collision is not the same as max_cache_length only applying to Quantized Cache." + "reason": "Both involve cache, but one is path collision in trust_remote_code and the other is max_cache_length semantics." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different multimodal bugs: video input processing vs batched chat template padding behavior." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor/model input-size mismatch is distinct from Sam3LiteText memory overflow." + "reason": "Processor size mismatch and Sam3-LiteText memory overflow are not the same underlying issue." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL issues, but one is video position IDs and the other is image-placeholder handling in user text." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend detection and missing Falcon Mamba helper are unrelated." + "reason": "TensorFlow backend probing issue is unrelated to the falcon-mamba availability helper missing from import_utils." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure and stale Sam3LiteText auto_mappings references are different CI breakages." + "reason": "Janus test failure and removed Sam3LiteText auto-mapping references are unrelated CI/model issues." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Swallowed KeyboardInterrupt in tensor conversion is unrelated to the Windows ROCm torch.distributed import issue." + "reason": "Exception swallowing in tensor conversion is unrelated to Windows/ROCm import problems from torch.distributed dependency." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A Janus test failure and Qwen3.5 flash-attention generation bug are not the same defect." + "reason": "Janus image-generation test failure is not the same as Qwen3.5 FlashAttention generation issues." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field preset loading and wrong custom-module restoration after save/load are different loading bugs." + "reason": "Legacy preset field loading and wrong custom-module resolution after save/load are different bugs." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Explicit unsupported-model FlashAttention 2 message and a generic Flash Attention 2 issue are not the same code-path problem." + "reason": "Nemotron FlashAttention 2 unsupported and a generic Flash Attention 2 issue are too vague to treat as the same bug." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA extended-vocabulary collapse and Gemma 4 mm_token_type_ids defaults are unrelated." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "The placeholder 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip behavior on \u2581." + "reason": "LoRA tied-embeddings collapse and Gemma 4 mm_token_type_ids defaulting are unrelated." }, { "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:44534", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk filling and GPTNeoX rotary_pct reset-on-reload are distinct persistence bugs." + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are distinct config/model bugs." } ] }, @@ -11664,20 +11644,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:25251", "issue:27957", "issue:29870", "issue:35141", - "issue:41720", "issue:41950", "issue:42490", "issue:43335", "issue:43388", "issue:43475", - "issue:43550", "issue:43644", + "issue:43650", "issue:43673", "issue:43688", "issue:43827", @@ -11687,6 +11666,8 @@ "issue:44077", "issue:44190", "issue:44242", + "issue:44479", + "issue:44534", "issue:44617", "issue:44734", "issue:44743", @@ -11694,70 +11675,69 @@ "issue:44869", "issue:44877", "issue:44913", - "issue:44933", "issue:44964", "issue:45072", "issue:45245", - "issue:45362", - "issue:45381", "issue:45406", "issue:45563", "issue:45584", "issue:45588", "issue:45632", "issue:46082", - "issue:46369", + "issue:46202", "issue:46421", "issue:46617", + "issue:46693", "issue:46697", "issue:46832", "issue:46858", "issue:46897", - "issue:46932" + "issue:46932", + "issue:47217" ], "soft_pairs": [ + "issue:43650|issue:46202", + "issue:44534|issue:44913", + "issue:44479|issue:47217", "issue:35141|issue:42490", "issue:41950|issue:43475", "issue:43673|issue:44743", "issue:43388|issue:43688", "issue:44190|issue:44964", + "issue:46693|issue:47217", "issue:44855|issue:45588", "issue:29870|issue:35141", "issue:45072|issue:46932", "issue:44869|issue:46832", "issue:45632|issue:46617", "issue:45245|issue:46858", - "issue:46082|issue:46697", "issue:44734|issue:45406", - "issue:44617|issue:45584", + "issue:46082|issue:46697", "issue:43827|issue:43994", + "issue:44617|issue:45584", "issue:43644|issue:44913", "issue:25251|issue:27957", "issue:43335|issue:44855", "issue:43931|issue:44060", - "issue:44077|issue:44877", "issue:44242|issue:46897", + "issue:44077|issue:44877", "issue:43673|issue:46421", - "issue:45563|issue:45584", - "issue:45381|issue:46369", - "issue:43550|issue:44190", - "issue:41720|issue:45245", - "issue:44933|issue:45362" + "issue:45563|issue:45584" ], - "prepared_review_unit_hash": "c5f5670765451a8f292cb4c20bdb2fa68efbbd8e5006f68ea322d5da7ee87ba4", + "prepared_review_unit_hash": "668253bb65fcf9c530214f27418e9c04fb46b4fba6b72dcfa2f3b897283c61e4", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36004, + "serialized_chars": 36003, "estimated_input_tokens": 9001, "estimated_eval_tokens": 18258 }, @@ -11766,174 +11746,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs mostly share broad keywords like pipeline, cache, loading, or dtype, but they describe different code paths and symptoms. I would not merge any of the proposed soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a convincing duplicate anchor for the whole set; if forced to pick one, issue #43644 is the broadest framework-level regression in the group, but the cluster itself is mostly unrelated.", + "summary": "No soft edge is convincing enough to merge: the candidate pairs mostly share only broad keywords like cache, generation, pipeline, or vision, but they describe different bugs, models, or failure modes. This looks like a noisy mixed cluster rather than a duplicate set.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not form a coherent duplicate group, so picking one representative would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "#43644 is the most global, reusable bug report here because it affects core initialization behavior across models, though it still does not represent the rest of the noisy cluster.", + "best_issue_reason": "No single issue is a strong global representative because the cluster spans unrelated reports across many subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A vague placeholder issue versus a Gemma pipeline roundtrip bug; unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk vs GPTNeoX rotary_pct reload behavior; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is a video-input regression and the other is an image-placeholder-in-user-text failure; not the same bug." + }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Different bugs: embedding reinit on resize vs local-path slash import warning." + "reason": "Embedding reinitialization on resize vs local-path import warning; unrelated." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor lookup problem vs SAM3 output field missing; unrelated symptoms and code paths." + "reason": "Pipeline processor lookup bug vs missing fpn_position_embeddings on a Sam3 output object; unrelated." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache/state, but one is GenerationMixin chunked-prefill cache absence and the other is recurrent-state reset in modular_qwen3_5; not the same bug." + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states for seq_len>1; different failures." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metrics label truncation vs auxiliary-loss normalization; different subsystems and failures." + "reason": "Metrics label-dropping bug vs auxiliary-loss normalization; unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Dataset-loading script issue vs model-loading compatibility issue; not the same underlying problem." + "reason": "Dataset loading in an example script vs multimodal model loading failure; unrelated." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Long-context FA2 performance regression vs VL image-placeholder placement failure; unrelated." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 script parsing failure vs flash-attention crash on s_aux=None; unrelated." + "reason": "Python 3.13 import parsing error vs flash_attention s_aux=None crash; unrelated." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Generation-time decoder mask bug vs embedding resize/post_init bug; no shared code path." + "reason": "BART generate decoder mask bug vs output embedding reinitialization on resize; unrelated." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both are dtype-related, but on different models and different casting paths; not mergeable as one fix." + "reason": "Both are dtype-related, but they affect different models and different code paths; too broad to be the same bug." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper trailing-token decode crash vs RT-DETR feature-level mismatch; unrelated." + "reason": "Whisper timestamp decoding crash vs RT-DETR feature-level mismatch; unrelated." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both touch trust_remote_code cache, but one is leaf-directory collision and the other is missing file from cache; different root causes." + "reason": "Both touch trust_remote_code/cache handling, but one is a leaf-directory path collision and the other is a FileNotFoundError from cache loading; different bugs." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count overflow vs device-tensor cache length arithmetic; unrelated errors." - }, - { - "left": "issue:46082", - "right": "issue:46697", - "accept": false, - "reason": "Llama head_dim validation vs Swin2SR image over-padding; different models and logic." + "reason": "Category-count limit error vs static-cache sequence-length tensor arithmetic; unrelated." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both are transformers serve issues, but one is KV-cache continuation indexing and the other is a missing processor attribute." + "reason": "KV-cache continuation tensor indexing vs Gemma4Processor missing _tokenizer; unrelated." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription generation crash; unrelated." + "reason": "LlamaConfig head_dim validation vs Swin2SR over-padding; unrelated." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() vs a model producing bad outputs with AutoModel/pipeline; not the same bug." + "reason": "Docs still referencing removed pipeline() vs a runtime SigLIP2 pipeline/AutoModel issue; not the same change or bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM vs Whisper empty-transcription crash; unrelated." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization regression vs config value not persisting on reload; different failure modes." + "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload regression; unrelated." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting change vs XLMRoberta Flash Attention 2 support; unrelated." + "reason": "Pipeline top_k nesting bug vs XLMRoberta FlashAttention 2 support issue; unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer creation bug vs Python 3.13 import parsing error; no overlap beyond being bugs." + "reason": "SwitchTransformers sparse-layer config bug vs DebertaV2 import parsing error; unrelated." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen variants and different issues: weight-shape mismatch vs tied-weights warning logic." + "reason": "Qwen3-VL weight-shape mismatch vs tied-weights warning misbinding dt_bias; different model bugs." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Optional post_init policy issue vs strict config rejection of granite_speech; unrelated." + "reason": "MoE load-balancing loss omission vs Florence2 training-loss double-shift bug; unrelated." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Load-balancing loss gating vs Florence2 training-loss shift; same general area but different concrete bugs." + "reason": "PatchTSMixer post_init policy vs strict loading of granite_speech config; unrelated." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache and the other is lazy-init recompilation; not the same defect." + "reason": "Both are cache-related, but one is missing cache in chunked prefill while the other is spurious recompilation from lazy cache init; different bugs." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged generate warning regression vs Whisper empty-transcription crash; unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46369", - "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs SAM3 LiteText memory overflow; different models and root causes." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "torch.compile SDPA failure vs local dataset loading script failure; no shared code path." - }, - { - "left": "issue:41720", - "right": "issue:45245", - "accept": false, - "reason": "Qwen3 auto-device-map cudaErrorAssert vs category-count limit overflow; unrelated." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "Bad import symbol vs Qwen3.5 chat crash; different bugs." + "reason": "Paged generate warning vs Whisper empty-transcription failure; unrelated." } ] }, @@ -11955,24 +11935,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:25251", - "issue:27957", "issue:29870", - "issue:35141", "issue:39692", + "issue:41720", "issue:43065", "issue:43295", "issue:43335", "issue:43526", "issue:43540", + "issue:43550", "issue:43643", "issue:43673", "issue:43854", "issue:44112", "issue:44190", - "issue:44246", "issue:44462", "issue:44464", "issue:44479", @@ -11983,13 +11962,15 @@ "issue:44734", "issue:44779", "issue:44792", + "issue:44933", "issue:44938", "issue:44964", - "issue:45003", "issue:45127", + "issue:45245", "issue:45276", "issue:45290", "issue:45357", + "issue:45362", "issue:45381", "issue:45542", "issue:45563", @@ -12006,11 +11987,15 @@ "issue:47013" ], "soft_pairs": [ - "issue:45588|issue:47013", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:44933|issue:45362", "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:44479|issue:44734", "issue:43065|issue:44610", "issue:44617|issue:46369", - "issue:44479|issue:44734", "issue:43854|issue:44792", "issue:45381|issue:46655", "issue:39692|issue:44190", @@ -12020,209 +12005,219 @@ "issue:44779|issue:46489", "issue:45276|issue:45584", "issue:43540|issue:44734", - "issue:45290|issue:46752", - "issue:25251|issue:29870", "issue:44112|issue:45600", - "issue:44521|issue:45381", + "issue:25251|issue:29870", + "issue:45290|issue:46752", "issue:44462|issue:45907", "issue:43643|issue:44496", - "issue:43526|issue:46697", + "issue:44521|issue:45381", "issue:44938|issue:45542", "issue:43854|issue:44964", - "issue:44246|issue:45003", - "issue:27957|issue:35141", + "issue:43526|issue:46697", "issue:43673|issue:46858" ], - "prepared_review_unit_hash": "c32f84ff947e77afb62bb714d2940ff7f9aee7cc9d54ff4cd6db39a718a6df18", + "prepared_review_unit_hash": "15745804c81a175296e17f5f26bad3ac12109332d5bd460e570736567c2b082e", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35165, - "estimated_input_tokens": 8792, - "estimated_eval_tokens": 17840 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36277, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "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 family. The only strong duplicate-like pair is the DeepSeek tokenizer regression pair; the rest are distinct bugs, regressions, or CI issues across different models/code paths.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44779 is the broader, more general report of the DeepSeek tokenizer v5 regression; issue:46489 reads like a follow-up noting a gap in the earlier fix. Most other items are unrelated, so there is no single cluster-wide canonical beyond that pair.", + "summary": "Mostly unrelated issue set with only one plausible duplicate edge: the two DeepSeek tokenizer regressions. The rest are superficial similarities across different models, processors, or failure modes and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44779 is the broader original report of the DeepSeek tokenizer regression, and 46489 reads like a follow-up describing a gap in that fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the best issue to keep as the representative tracker for the one accepted duplicate pair because it states the regression at a higher level and predates the narrower follow-up.", + "best_issue_reason": "Issue 44521 is the most active and broadly impactful report in the set, with multiple inbound references and a concrete user-facing multimodal bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Different subsystems and failure modes: flash_attention sink handling vs xLSTM train-mode unpacking." + "reason": "Different models and failures: Qwen2.5-VL video position IDs vs Sam3-LiteText memory overflow." }, { - "left": "issue:43335", + "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Unrelated bugs: SwitchTransformers sparse-layer config vs local dataset loading in an image-classification script." + "reason": "Unrelated areas: torch.compile/SDPA crash in Bamba vs local dataset loading in an example script." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Different models and code paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Different bugs: Qwen3 auto device mapping CUDA assert vs category-count limit in a processor." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Separate problems: a bad import from image_utils vs a Qwen3.5 chat crash." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug and local dataset loading are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "Both mention memory, but they are different model variants and different issues (video OOM vs litetext memory overflow)." + "reason": "Different code paths and symptoms: flash_attention sink handling vs xLSTM state unpacking." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Different bugs: video-input regression in Qwen VL models vs KV-cache continuation tensor indexing in serve." + "reason": "Both are generation-related but about different regressions: Qwen video input vs serve KV-cache indexing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and OmDet processor size mismatch are distinct model/processor issues." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is OOM in Sam3Video and the other is an overflow in Sam3-LiteText." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Separate model-loading problems for different models; no shared concrete code-path failure is shown." + "reason": "Different models and failures: GLM-4.7 loading in tests vs Janus image generation test failure." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but one is a vision_position_ids regression and the other is a padding-calculation bug." + "reason": "Both involve video processing, but the bugs are different: vision_position_ids vs padding calculation." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Doc/example errors for SigLIP2 are unrelated to local dataset loading failures." + "reason": "SigLIP2 doc/example problems are unrelated to the local dataset-loading script issue." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different functionality: processor.tokenizer regression vs resize_token_embeddings not updating Gemma4 embeddings." + "reason": "Different regressions: processor.tokenizer/image handling vs gemma4 embedding resize propagation." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA/extended-vocab collapse is unrelated to incorrect visual-encoder keys saved by Qwen3.5." + "reason": "LoRA/vocab merge collapse and Qwen3.5 save_pretrained visual-key corruption are not the same bug." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Both are generation-related, but one is a correctness bug under torch.compile and the other is a stale warning about num_return_sequences." + "reason": "Chunked-generation inconsistency and a stale warning in paged generate are different issues." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Same underlying DeepSeek tokenizer regression in v5+: the second issue explicitly describes a gap in the fix for the first." + "reason": "Both report the same DeepSeek tokenizer regression in v5+; 46489 explicitly describes a gap in the earlier fix, so one PR could plausibly address both." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription handling are unrelated." + "reason": "Unrelated regressions: Gemma4 embedding resize behavior vs Whisper empty-transcription generation failure." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different failure sites: Qwen3OmniMoe video processing ValueError vs serve KV-cache continuation crash." + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache indexing are different failures." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both hit apply_chat_template, but one is tool-call/no-content handling and the other is an empty-list IndexError; not the same bug." + "reason": "Both mention CI, but they target different tests and different broken mappings/config references." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to Bart generate decoder_attention_mask initialization." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "Both affect CI, but they are different test/config problems in different areas." + "reason": "Different bugs: pipeline top_k output shape vs Bart generate() unbound decoder_attention_mask." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Multimodal assistant_masks bug is distinct from Qwen2.5-VL video position-id regression." + "reason": "Both are apply_chat_template crashes, but on different malformed inputs and different failure modes." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + "reason": "Tokenizer selection and list_repo_files revision forwarding are unrelated issues." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Different config-loading failures with different root causes and models." + "reason": "AutoConfig trust_remote_code field loss and unrecognized-model/model_type loading errors are distinct config-path problems." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Separate image-processor bugs: BEiT reduce_labels vs Swin2SR over-padding." + "reason": "Both are multimodal, but assistant_masks and video position IDs are separate bugs." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend issue." + "reason": "Python 3.14 import failure and missing TensorFlow backend handling are unrelated." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading issues, but for different models and no shared concrete defect is evident." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Import slowness and unsafe sys.modules access are not the same bug." + "reason": "Different model-loading failures for different models; no shared concrete bug." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support is unrelated to post_init reinitializing output embeddings after resize." + "reason": "Beit fast label reduction and Swin2SR over-padding are separate image-processor bugs." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve generation cache, but the reported failures differ: missing cache in v5.0.0 vs device-tensor seq-length arithmetic on non-CUDA backends." + "reason": "Both involve cache/generation, but they fail in different places and for different reasons." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative. The summary matches the packet: most pairs are clearly heterogeneous on titles/bodies, and the DeepSeek tokenizer pair is the only accepted duplicate-like match, with issue:44779 as the broader tracker and issue:46489 as a follow-up/gap report." + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, 44779 \u2194 46489, is well supported by the issue titles, and the rest of the pair rejections are appropriately cautious. The selection of 44521 as the strongest issue is also defensible from the activity/inbound-reference counts and the multimodal user-facing bug described in its title." }, "evaluator_used": true, "retried": false, @@ -12241,8 +12236,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ + "issue:27957", "issue:32090", "issue:35141", "issue:36246", @@ -12251,21 +12247,18 @@ "issue:41950", "issue:42175", "issue:42796", - "issue:42907", "issue:43295", - "issue:43381", "issue:43404", - "issue:43441", "issue:43526", "issue:43531", "issue:43582", - "issue:43650", "issue:43673", "issue:43901", "issue:43976", "issue:44016", "issue:44112", "issue:44220", + "issue:44246", "issue:44279", "issue:44295", "issue:44336", @@ -12275,12 +12268,12 @@ "issue:44737", "issue:44964", "issue:44987", + "issue:45003", "issue:45042", "issue:45083", "issue:45216", "issue:45335", "issue:45446", - "issue:45593", "issue:45600", "issue:45632", "issue:45759", @@ -12290,241 +12283,235 @@ "issue:46234", "issue:46424", "issue:46506", - "issue:46932" + "issue:46932", + "issue:47217" ], "soft_pairs": [ + "issue:44246|issue:45003", + "issue:27957|issue:35141", "issue:44737|issue:45803", "issue:44964|issue:45600", "issue:44112|issue:44964", "issue:42175|issue:44279", - "issue:42796|issue:44521", "issue:45632|issue:46234", + "issue:44496|issue:47217", "issue:32090|issue:35141", + "issue:42796|issue:44521", "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:43404|issue:45216", "issue:43531|issue:45600", "issue:44295|issue:46506", - "issue:46082|issue:46121", "issue:43673|issue:46424", - "issue:43295|issue:45335", + "issue:46082|issue:46121", "issue:41950|issue:44016", + "issue:43295|issue:45335", "issue:45083|issue:46506", - "issue:44496|issue:45042", "issue:43582|issue:46932", + "issue:44496|issue:45042", "issue:43976|issue:44987", - "issue:43526|issue:43901", - "issue:43901|issue:44496", "issue:43673|issue:44336", - "issue:44496|issue:45759", + "issue:43526|issue:43901", "issue:44683|issue:45446", - "issue:43381|issue:45593", - "issue:44016|issue:44220", - "issue:42907|issue:43441", - "issue:43650|issue:44220" + "issue:44496|issue:45759", + "issue:44016|issue:44220" ], - "prepared_review_unit_hash": "9c4aa8f257462cfa6d19534fdad89885aba72e7273ee66de40a70ac29d047e42", + "prepared_review_unit_hash": "9d61b00ff7b1ac41b76f66b85bacdbaf09f5ce3ec578b8394a540fe0ed98d728", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36507, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35650, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 }, "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 import errors, model-loading issues, tokenizer bugs, cache/config regressions, and test/doc problems. I do not see any pair that clearly represents the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.14, - "canonical_issue_reason": "Issue #44521 is the most broadly impactful and discussion-heavy item in the set, centered on multimodal processor/template behavior. It is the closest thing to a cluster anchor, though this does not look like a true duplicate cluster.", + "summary": "These are mostly false-positive similarities: the paired issues share broad themes like imports, multimodal handling, caching, or model config, but they describe different concrete bugs and code paths. No pull requests are present.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must serve as the anchor, issue:44521 is the strongest representative: it is actively discussed, has inbound references, and has a concrete multimodal repro. That said, this batch does not look like a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best representative issue for the cluster because it has the strongest engagement/inbound references and a concrete, user-facing multimodal regression. Still, the rest of the items are too diverse for a single real canonical duplicate.", + "best_issue_reason": "issue:44521 is the best standalone issue in this set because it is current, specific, and likely to attract follow-up from related multimodal-template work.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance vs unsafe sys.modules access are different bugs and different code paths." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to embedding reinitialization after resize_token_embeddings." + }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU device placement bug vs Fuyu batch conversion exception handling; different models, code paths, and failure modes." + "reason": "CPU-bound relative positional encoding and a bare-except bug in FuyuBatchFeature are unrelated." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal vs auto_mappings references to removed Sam3LiteText configs; unrelated root causes." + "reason": "Model loading failure for Phi-4 multimodal and stale auto_mappings references are different issues." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI stale device override test vs Phi-4 multimodal model load error; not the same bug." + "reason": "A stale CI test in GraniteSpeech is not the same bug as loading Phi-4 multimodal." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Backend dependency packaging issue vs generic transformers dependency issue; too broad and not the same concrete defect." + "reason": "Missing TensorFlow in a torch install is a specific packaging bug; the other is only a generic dependency complaint." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Tokenizer BPE marker handling vs multimodal assistant mask generation; different tokenizer/parser problems." + "reason": "Cache-path collisions for trust_remote_code do not overlap with a missing import utility symbol." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44496", + "right": "issue:47217", "accept": false, - "reason": "Local trust_remote_code cache path collision vs missing import_utils availability helper; unrelated areas." + "reason": "Unrecognized model config and image-placeholder handling in VL models are different failure modes." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error vs resize_token_embeddings/post_init reinitialization; different model/training code paths." + "reason": "Trainer GPU broadcast of NoneType and post_init reinitializing embeddings are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is not the same as assistant-mask generation for multimodal templates." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import vs missing AutoImageProcessor import; both are import errors but not the same symbol or fix." + "reason": "Missing Qwen2_5_VLImageProcessor and missing AutoImageProcessor are both import errors but for different symbols and fixes." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Qwen2_5_VL image processor export issue vs layer_type_validation import issue; unrelated missing names." + "reason": "These are distinct missing-import problems in different modules." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained regression; different models and failure semantics." + "reason": "lm_head tying in Mistral3ForConditionalGeneration is a different bug from Qwen3.5 save_pretrained checkpoint correctness." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs auto_mappings stale config references; no shared code-path problem." + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText config references are unrelated." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "position_ids buffer access error vs CPU/CUDA output divergence in PPDocLayoutV3; distinct bugs." - }, - { - "left": "issue:46082", - "right": "issue:46121", - "accept": false, - "reason": "LlamaConfig head_dim validation vs rope-params dict conversion TypeError; separate configuration-validation issues." + "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA result divergence." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill vs max_cache_length only honored for Quantized Cache; related theme, but not the same bug." + "reason": "Missing GenerationMixin cache in chunked_prefill and max_cache_length being honored only for quantized cache are different cache bugs." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Processor/tokenizer multimodal regression vs t5gemma decoder embedding resize issue; different model internals." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate validation issues." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline image-processor lookup bug vs notebook syntax error; unrelated." + "reason": "A pipeline selecting image processors and a notebook syntax error are unrelated." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "qwen3_omni_moe feature-length helper behavior vs PPDocLayoutV3 device divergence; different components and symptoms." + "reason": "Processor/tokenizer regression with images is not the same as decoder.embed_tokens not updating after resize_token_embeddings." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Unrecognized model config/model_type issue vs PIL backend torchvision dependency regression; unrelated loading vs image backend behavior." + "reason": "A helper returning wrong feature-extract lengths is different from CPU/CUDA output differences." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon caching allocator TypeError vs Gemma4 quantized embedder dtype casting; different subsystems and fixes." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Python version support regression vs model loading failure for physical-intelligence/fast; not the same issue." + "reason": "Apple Silicon allocator warmup TypeError and Gemma4 quantized-embedder dtype casting are unrelated." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "BEiT image processor label reduction bug vs text classification docs mismatch; one is code behavior, the other documentation." + "reason": "Unrecognized model config and PIL processors incorrectly requiring torchvision are different root causes." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Docs mismatch for return_all_scores vs model config import/load failure; unrelated." + "reason": "Python version compatibility for Transformers 5.1.0 and loading a specific model are not the same bug." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache behavior regression vs ANSI code emission in loading_report; different utilities." + "reason": "Cache missing during chunked_prefill has nothing to do with ANSI codes in loading_report." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Unrecognized model config vs AutoModelForCausalLM.from_config text_config unwrapping; different model resolution bugs." + "reason": "A BeitImageProcessorFast label-reduction bug is not the same as outdated pipeline docs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention torch>=2.9 failure vs flex_attention AuxRequest version check import issue; same broad area but not clearly the same concrete bug." + "reason": "Both mention flex_attention, but one is a torch>=2.9 compile failure and the other is a bad version check for AuxRequest import; not the same concrete fix." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Gradient checkpointing eval-mode constraint vs D-FINE auxiliary losses omission; unrelated model-training behaviors." + "reason": "A model-config loading error and missing text_config unwrapping for composite configs are distinct problems." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs _torch_extract_fbank_features issue; different artifacts and code paths." - }, - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Saving dequantized Ministral/Devstral models vs FlashAttention failure in Ministral-3; related model family but different bugs." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "Placeholder/low-signal issue vs audio feature extraction bug; no meaningful duplicate evidence." + "reason": "Notebook syntax error and _torch_extract_fbank_features behavior are unrelated." } ] }, @@ -12546,11 +12533,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:39692", "issue:41950", "issue:42796", + "issue:42907", "issue:43295", "issue:43299", "issue:43381", @@ -12564,12 +12552,13 @@ "issue:44016", "issue:44062", "issue:44075", + "issue:44220", "issue:44279", "issue:44327", "issue:44351", "issue:44368", "issue:44466", - "issue:44521", + "issue:44496", "issue:44779", "issue:44792", "issue:44933", @@ -12578,243 +12567,267 @@ "issue:45276", "issue:45278", "issue:45335", - "issue:45357", "issue:45375", "issue:45405", "issue:45584", "issue:45588", + "issue:45593", "issue:45812", - "issue:46082", "issue:46123", "issue:46369", - "issue:46399", "issue:46424", "issue:46515", "issue:46614", - "issue:46693", "issue:46752", "issue:47000", - "issue:47085" + "issue:47085", + "issue:47217" ], "soft_pairs": [ + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43650|issue:44220", "issue:44016|issue:44062", "issue:44792|issue:46424", "issue:43976|issue:44279", "issue:43441|issue:45588", "issue:43824|issue:44933", "issue:44279|issue:46515", - "issue:44521|issue:46693", "issue:43479|issue:45375", "issue:45335|issue:45584", + "issue:43901|issue:44496", "issue:43299|issue:45216", + "issue:43901|issue:47217", "issue:44327|issue:46752", "issue:46614|issue:47085", "issue:46123|issue:46369", "issue:44279|issue:45405", "issue:43295|issue:44779", "issue:39692|issue:43901", - "issue:42796|issue:43650", "issue:44075|issue:44368", "issue:43577|issue:45216", + "issue:42796|issue:43650", "issue:44351|issue:45278", "issue:41950|issue:45020", "issue:43976|issue:45405", - "issue:43381|issue:47000", "issue:44779|issue:45812", - "issue:44466|issue:45276", - "issue:46082|issue:46399", - "issue:43299|issue:45357" + "issue:43381|issue:47000", + "issue:44466|issue:45276" ], - "prepared_review_unit_hash": "d4c49c8c27f27a56456d05a7387d4e5b174395531bd6132b32cae8bfeee07016", + "prepared_review_unit_hash": "f92e68655094f54a5a76eca0897ad88debcd16c88e7c380945e89cd19c30123e", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35222, - "estimated_input_tokens": 8806, - "estimated_eval_tokens": 17868 + "soft_pair_count": 29, + "serialized_chars": 35723, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the issues span unrelated tokenizer, pipeline, config, docs, and regression problems. None of the soft pairs looks like the same concrete bug or change, so no duplicates should be merged.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is a loose mix of Transformers regressions, mostly model/tokenizer/import/load-path bugs plus a few docs/tests issues. The soft pairs are not the same underlying bug/change, so none should be merged.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45020 is the broadest representative of the recurring theme here: recent-version regressions breaking model loading and remote-code models. It is not a true duplicate umbrella for all items, but it best matches the cluster\u2019s dominant failure mode.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45020 is the best available issue to represent the cluster because it captures the broad version-regression pattern more than the narrower, model-specific or docs-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing vs D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is save/dequantization and the other is FlashAttention loading/runtime failure." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated; one is a placeholder issue, the other is an audio feature-extraction bug." + }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Different failures: notebook syntax error vs AddedToken keyword conflict." + "reason": "Docs notebook syntax error vs tokenizer AddedToken keyword conflict; different code paths." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus test failure and cache-length handling are unrelated code paths." + "reason": "Failed model test vs cache configuration behavior; not the same issue." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version compatibility problem vs vague dependency issue; not the same bug." + "reason": "One is a Python-version compatibility bug, the other is a generic dependency problem; different root causes." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but they affect different models and crash mechanisms." + "reason": "Both mention FlashAttention, but the failures are different models/code paths and not one fixable bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different missing imports in different modules; no shared underlying change." + "reason": "Both are import errors, but for different symbols/modules and different causes." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency complaint vs torch incompatibility; too broad and not identical." - }, - { - "left": "issue:44521", - "right": "issue:46693", - "accept": false, - "reason": "Chat-template mask bug and FA2 long-context performance regression are unrelated." + "reason": "Environment/version incompatibility in general vs a specific torch 2.4.1 incompatibility; not the same defect." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs: default init vs missing strict field." + "reason": "Different multimodal config bugs affecting different model families and fields." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Token embedding resize issue vs Whisper empty-transcription failure; different paths." + "reason": "Resize-token-embeddings behavior in Gemma vs Whisper generation after align_special_tokens; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs model config import failure; unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL loading breakage vs Qwen3.5 save_pretrained regression; same family but different bugs." + "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained checkpoint serialization." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Documentation mismatch vs a runtime VL placeholder crash; different issues." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA span decoding top-k crash and empty chat-template input crash are unrelated." + "reason": "Different pipeline crashes in different subsystems; no shared underlying bug." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Phonemizer backend state bug vs tokenizer thread-safety regression; unrelated." + "reason": "Tokenizer phonemizer state bug vs thread-safety regression; not the same change." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch flag bug and model memory overflow are different issues." + "reason": "MaskGenerationPipeline batch handling vs SAM memory overflow; unrelated failures." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Dependency issue vs unreleased minimum PEFT version; not the same defect." + "reason": "Both are dependency/version-related, but one is a generic dependency issue and the other is an unreleased minimum PEFT version bump." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer API regression and Deepseek tokenization regression differ in symptom and scope." + "reason": "Both are v5 regressions around tokenization/processor behavior, but they affect different APIs and concrete failure modes." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Documentation example problems in different docs/features; no shared bug." - }, - { - "left": "issue:42796", - "right": "issue:43650", - "accept": false, - "reason": "Tokenizer BPE marker bug is unrelated to the placeholder data request." + "reason": "Different documentation problems in different areas; not the same bug." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD args being ignored is unrelated to a model warning about tie_word_embeddings." + "reason": "SGD args ignored vs tie_word_embeddings warning; unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug and Qwen3.5 checkpoint serialization bug are different." + "reason": "Different bugs: dtype propagation in Blip2 vs incorrect checkpoint serialization for Qwen3.5." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs a placeholder issue; no relation." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Specific missing HybridCache export vs broad import errors after upgrade; too general to merge." + "reason": "Both are import-related, but 45278 is a broad umbrella and 44351 is a specific missing symbol; not the same concrete bug." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Pipeline processor selection bug vs remote_code breakage are not the same issue." + "reason": "Video pipeline processor lookup vs remote_code model breakage; different subsystem and failure mode." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support regression and PEFT version bump problem are unrelated." + "reason": "Python compatibility vs dependency floor bump; unrelated version problems." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Gradient checkpointing eval-mode issue and RTDetr loss infeasibility are unrelated." + "reason": "Both are tokenizer regressions, but they target different model families and produce different incorrect outputs." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and different failure modes." + "reason": "Gradient checkpointing eval-mode issue vs RTDetr loss infeasibility; unrelated." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied weights vs resize_token_embeddings propagation are different code paths." + "reason": "Both touch tied-weights/embedding behavior, but one is save/serialization inconsistency and the other is resize_token_embeddings not propagating." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "LlamaConfig validation and Qwen3.5 kernel registration failure are unrelated." + "reason": "Both are v5 tokenizer/processor regressions, but not the same concrete code-path problem." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:45020", + "right": "issue:45278", "accept": false, - "reason": "Both concern Qwen3.5 visuals, but one is loading and the other is save_pretrained key serialization." + "reason": "Broad regression reports, but one is remote_code model breakage and the other is import errors after upgrade; too different to merge." } ] }, @@ -12836,11 +12849,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:33290", "issue:41950", - "issue:42175", "issue:42994", "issue:43299", "issue:43317", @@ -12852,9 +12864,7 @@ "issue:43653", "issue:43854", "issue:43873", - "issue:43901", "issue:43931", - "issue:43976", "issue:44016", "issue:44242", "issue:44246", @@ -12869,6 +12879,7 @@ "issue:45081", "issue:45103", "issue:45200", + "issue:45357", "issue:45372", "issue:45397", "issue:45542", @@ -12881,223 +12892,232 @@ "issue:45907", "issue:46082", "issue:46209", + "issue:46399", "issue:46512", "issue:46851", "issue:47000", - "issue:47145" + "issue:47145", + "issue:47217" ], "soft_pairs": [ + "issue:46082|issue:46399", + "issue:43299|issue:45357", "issue:43653|issue:45593", "issue:46082|issue:46512", "issue:41950|issue:45823", - "issue:43650|issue:46209", - "issue:43644|issue:47145", "issue:44242|issue:45200", + "issue:43644|issue:47145", + "issue:43650|issue:46209", "issue:43299|issue:43854", "issue:43931|issue:47145", "issue:44462|issue:45081", - "issue:45588|issue:47000", "issue:44683|issue:45542", + "issue:45588|issue:47000", "issue:44016|issue:44291", "issue:43479|issue:43525", "issue:45081|issue:45907", - "issue:33290|issue:45656", "issue:42994|issue:43317", + "issue:33290|issue:45656", "issue:44336|issue:46851", "issue:43441|issue:45834", "issue:44623|issue:44749", "issue:43873|issue:47145", - "issue:45103|issue:45372", "issue:45859|issue:46851", + "issue:45103|issue:45372", "issue:44261|issue:44263", - "issue:44623|issue:45397", - "issue:42175|issue:43976", - "issue:43901|issue:44246" + "issue:44246|issue:47217", + "issue:44623|issue:45397" ], - "prepared_review_unit_hash": "2214d2b67a95174e02241e3abaa6c969833de7b068b432dc7461684138c4b869", + "prepared_review_unit_hash": "30574cb8bbb5be30ce77db46daf4ba60c91c0232a866fd9ed35837fc67f4b595", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34848, - "estimated_input_tokens": 8712, - "estimated_eval_tokens": 17680 + "soft_pair_count": 27, + "serialized_chars": 35199, + "estimated_input_tokens": 8800, + "estimated_eval_tokens": 17856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; none of the soft pairs look like true duplicates. The closest thematic subgroup is offloading/quantization/load-state bugs, but even those are not the same concrete code path.", - "confidence": 0.97, - "canonical_issue_reason": "issue:43873 is the broadest umbrella candidate here (offloading + quantization), so it is the closest thing to a cluster anchor, though it does not duplicate the others.", + "summary": "No soft pair looks like the same underlying bug/change; all candidates should stay separate. The strongest standalone issue in this set is the open quantization/offload report, but it is not a duplicate of the other quantization-related items.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed open regression here and is the best anchor for quantization/offload triage, even though it is not a duplicate of the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most representative overall because it captures the widest and most reusable bug theme among the few related offload/quantization reports.", + "best_issue_reason": "issue:43873 is the most suitable representative issue overall because it is open, has substantial discussion/inbound references, and describes a concrete, high-impact inference/offloading failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different failures in different code paths: LlamaConfig validation vs Qwen3.5 rotary kernel registration." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-related, but one is a model load failure and the other is save_pretrained key serialization; not the same bug." + }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Different subsystems and failures: tokenizer special-token decoding vs D-FINE auxiliary-loss behavior." + "reason": "Tokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "One is a config validation error; the other is a dtype/config synchronization bug during model construction." + "reason": "Head_dim validation and dtype/config-staleness are separate config-management bugs." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor lookup bug and device_map forward-device mismatch are unrelated." + "reason": "Pipeline processor lookup vs device_map/offload mismatch are unrelated." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Placeholder data request and FP8 inference failure on B200 are unrelated issues." + "reason": "Loss gating on router logits is not the same as a multimodal token-id defaulting issue." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Both involve loading state, but one is junk non-persistent buffers and the other is missing weight_scale application for compressed-tensors checkpoints." + "reason": "Both involve loading/corruption concerns, but one is non-persistent buffer initialization and the other is FP8 weight_scale application; different root causes." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "MoE load-balancing loss omission and Gemma multimodal token-id defaults are different code paths." + "reason": "Placeholder title is not indicative of the FP8/B200 inference bug." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Separate model-loading failures affecting different model families and likely different loaders." + "reason": "Different models and different load-time failures." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Weight-shape mismatch for a specific model is not the same bug as FP8 weight_scale not being applied." + "reason": "Shape-mismatch loading of Qwen3-VL is not the same as FP8 frozen-checkpoint weight scaling." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer selection from repository and Mistral regex patch crash are distinct tokenizer-loading problems." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are distinct tokenizer-loading bugs." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "FlashAttention attribute crash and RTDetr loss infeasibility are unrelated failures." + "reason": "Compiled flex_attention/torch compatibility has nothing to do with tensorboard-only TensorFlow backend handling." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "Torch flex_attention compilation on new torch versions is unrelated to missing TensorFlow backend packaging." + "reason": "FlashAttention s_aux handling and RTDetr loss infeasibility are unrelated." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + "reason": "Notebook syntax error vs init_empty_weights argument mismatch are entirely different issues." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and different missing-default/attribute problems." + "reason": "Different config attributes and different model families." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated bugs." + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "DeepSpeed OOM from Adafactor and optimizer.step being called twice are not the same failure." + "reason": "Saving quantized models and loading dequantized models with offload are different operations and failures." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Saving quantized models and loading dequantized models with offload are different operations and bugs." + "reason": "Both mention deepspeed, but one is Adafactor OOM and the other is double optimizer-step invocation." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "Terminal ANSI formatting issue and variable-length position_ids bug are unrelated." + "reason": "ANSI color output in non-terminal and variable-length position_ids handling are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention model failure and long-OCR index error are different code paths." + "reason": "FlashAttention failure for Ministral-3 and OCR index error in Kosmos2.5 are different model-specific bugs." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor files and a performance regression after upgrade are unrelated." + "reason": "processor.save_pretrained file omission is not the same as the filtering slowdown report." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both touch quantization/offload/loading, but they describe different concrete bugs and should not be merged." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "Auto-docstring annotation crash and Gemma 4 processor import error are unrelated." + "reason": "Both are quantization/offload adjacent, but one is offloading behavior and the other is FP8 frozen-checkpoint weight_scale omission; not mergeable as one fix." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same model family, but CPU offload incompatibility and variable-length position_ids are distinct problems." + "reason": "CPU offload incompatibility in rotary embedding and variable-length position_ids behavior are different bugs." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "MLA layernorm eps precision issue and GlmMoeDsaIndexer split return bug are unrelated." + "reason": "auto_docstring annotation handling is unrelated to Gemma 4 processor import failure." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different loading/saving issues." + "reason": "Layernorm epsilon mismatch and torch.split return-value handling are separate issues." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Packaging dependency omission and Python-version compatibility are unrelated." + "reason": "Import latency is unrelated to vision-language placeholder placement failures." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Documentation/behavior mismatch for a pipeline and intermittent slow import are unrelated." + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different model-loading/saving bugs." } ] }, @@ -13119,14 +13139,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:41628", + "issue:42175", "issue:42796", "issue:43441", "issue:43525", - "issue:43526", - "issue:43540", "issue:43575", "issue:43643", "issue:43673", @@ -13135,6 +13154,7 @@ "issue:43784", "issue:43824", "issue:43881", + "issue:43901", "issue:43976", "issue:44016", "issue:44162", @@ -13163,239 +13183,246 @@ "issue:46399", "issue:46655", "issue:46726", - "issue:46752", "issue:46851", "issue:47000", "issue:47145", "issue:47176", - "issue:47177" + "issue:47177", + "issue:47217" ], "soft_pairs": [ + "issue:42175|issue:43976", "issue:47176|issue:47177", - "issue:44671|issue:44779", "issue:45600|issue:45712", + "issue:44671|issue:44779", "issue:43525|issue:43881", + "issue:43901|issue:44246", "issue:43673|issue:43761", "issue:43575|issue:47145", "issue:44016|issue:45823", - "issue:44186|issue:47000", "issue:44188|issue:44336", - "issue:44987|issue:45542", + "issue:44186|issue:47000", "issue:43525|issue:43643", + "issue:44987|issue:45542", "issue:43824|issue:43976", "issue:44336|issue:44373", "issue:43723|issue:44162", "issue:42796|issue:43441", "issue:44589|issue:45362", - "issue:44246|issue:44496", "issue:45325|issue:46851", "issue:46291|issue:46399", - "issue:44871|issue:47145", + "issue:44246|issue:44496", "issue:44297|issue:45397", + "issue:44871|issue:47145", "issue:45083|issue:46851", - "issue:46655|issue:46726", "issue:41628|issue:43976", "issue:43784|issue:45542", - "issue:46399|issue:46851", - "issue:43526|issue:45003", - "issue:43540|issue:46752" + "issue:46655|issue:46726", + "issue:45003|issue:47217", + "issue:46399|issue:46851" ], - "prepared_review_unit_hash": "4c350f9f85b22734fd1d63a4b1c9db06e756bed09850b55b27e57a21a45b5344", + "prepared_review_unit_hash": "57453059a357525b118af553d68e4b5c41938eeba5a38d6f92550cd2dad7029d", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36038, - "estimated_input_tokens": 9010, - "estimated_eval_tokens": 18276 + "soft_pair_count": 29, + "serialized_chars": 36312, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster; it\u2019s a grab bag of mostly unrelated Transformers issues spanning tokenizers, model loading, config regressions, and a few security/utility bugs. The only commonality is broad v5-era regressions, not the same underlying defect.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate for the whole set. If forced to pick the broadest representative, #43723 is the closest because it covers a generic v5 tokenizer-loading regression that matches the cluster\u2019s strongest theme.", + "summary": "This cluster is highly heterogeneous: the items span unrelated import, tokenizer, config, kernel, packaging, and security issues. None of the soft-similarity pairs look like true duplicates or a single fixable change, so there is no safe canonical issue/PR here.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43723 is the best representative only in a loose thematic sense: it is the most general, user-facing loading regression and sits near the center of the loader/tokenizer subset. It is not a true duplicate anchor for the whole group.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:47176", - "right": "issue:47177", + "left": "issue:42175", + "right": "issue:43976", "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 attack vectors and fixes." + "reason": "Different problems: backend extras installation vs Python version compatibility." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "Different model families and different failure modes: CamemBERT MLM predictions vs Deepseek tokenizer output regression." + "reason": "Both are security-related, but one is command-substitution allowlist bypass and the other is archive path traversal/RCE." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch repo-maintenance/generated artifacts, but one is stale auto_mappings references and the other is leftover dummy classes. Not the same bug." + "reason": "Different maintenance failures: removed config references in CI vs leftover dummy PT classes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and bug classes: CamemBERT masked-LM output vs DeepSeek tokenizer formatting." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4 missing pad_token_id vs GLM-4V-9B loading failure; unrelated model-specific config/loading issues." + "reason": "Different model load failures; only the general symptom overlaps." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for a pipeline flag vs intermittent import slowdown." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked-prefill cache regression in GenerationMixin vs CLIPVisionModel hidden_states output bug. Different code paths." + "reason": "Different code paths: generation cache regression vs CLIP vision hidden_states regression." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "Tensor-parallel OOM while loading a Qwen2 model vs FP8 weight_scale not applied on checkpoint load. Unrelated." + "reason": "One is OOM during tensor-parallel load; the other is silent FP8 weight-scale application corruption." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device mismatch during forward. Different components and fixes." - }, - { - "left": "issue:44186", - "right": "issue:47000", - "accept": false, - "reason": "Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix. No shared underlying defect." + "reason": "Notebook syntax error vs model forward device mismatch." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Torch.compile attention-kernel divergence vs ANSI coloring in loading_report. Completely different subsystems." + "reason": "Attention-kernel divergence under torch.compile vs ANSI leakage in loading report." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "Model loading failure for one repo vs backend-selection error when only tensorboard is installed. Both loading-adjacent, but not the same bug." + "reason": "Tokenizer padding/truncation crash vs loss assignment infeasibility in RTDetr." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention missing config fields, but one is a concrete Llama4 pad_token_id attribute bug and the other is trust_remote_code returning incomplete AutoConfig objects." + "reason": "Both mention missing config fields, but they are distinct models and distinct failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Different dependency/backend issues: loading a model package vs missing TensorFlow backend when only tensorboard is installed." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import error for a specific VL class vs Python version compatibility regression. No shared code-path." + "reason": "Import error for a specific VL class vs package Python-version support regression." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI output bug vs incorrect docstring. Not the same issue." + "reason": "Unrelated: terminal ANSI formatting bug vs wrong docstring." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression in v5 vs ESM2 model breakage. Different model/features and likely different fixes." + "reason": "Tokenizer-loading regression vs ESM2 model breakage." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same model family (Ministral) but different defects: tokenizer BPE markers vs FlashAttention failure in v5 RC." + "reason": "Different tokenizer bug and FlashAttention/model-loading regression." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage backend lookup failure vs Qwen3.5 chat crash. Unrelated runtime problems." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Import latency in transformers vs unrecognized model/config.json failure. Different symptoms and root causes." + "reason": "Float8 storage lookup failure vs chat/variable-length Qwen3.5 crash." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve position_ids, but they are different models and different semantics: Qwen2.5-VL temporal scaling vs Qwen3.5 variable-length input handling." + "reason": "Both involve position_ids, but the affected models and specific bugs differ." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both mention kernels, but one is an import-time dependency/version check and the other is a missing decorator on a registration path. Not mergeable as one fix." + "reason": "Both mention kernels, but one is import-time dependency validation and the other is a registration/decorator crash." }, { - "left": "issue:44871", - "right": "issue:47145", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Gemma eos_token_id configuration inconsistency vs FP8 frozen checkpoint weight_scale application. Different layers of the stack." + "reason": "Import slowness is unrelated to unrecognized model config handling." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs Gemma-4 zero3 from_pretrained loading issue. Different operations and causes." + "reason": "Tokenizer save metadata mismatch vs Gemma-4 zero3 from_pretrained issue." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44871", + "right": "issue:47145", "accept": false, - "reason": "Feature-extraction length helper bug in qwen3_omni_moe vs variable-length position_ids bug in Qwen3.5. Not the same path." + "reason": "EOS-token config inconsistency is unrelated to FP8 checkpoint scale application." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Video processor padding math bug vs AutoProcessor reporting missing vision backend. Different processor and error condition." + "reason": "Different helper/output-length logic vs variable-length position_ids regression." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing AutoImageProcessor import vs Python3.9+/3.10+ compatibility regression. Unrelated." + "reason": "Import name exposure issue vs Python version support problem." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError due to missing nn vs undefined tf backend when only tensorboard is installed. Different dependency failures." + "reason": "Import NameError in sentence-transformers integration vs missing TensorFlow backend packaging." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Kernel registration/decorator failure vs variable-length position_ids bug. Different code paths." + "reason": "Both are processor-related, but one is padding math in video processing and the other is missing-vision-backend error handling." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45003", + "right": "issue:47217", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs unsafe sys.modules access in modeling_utils. No shared underlying defect." + "reason": "Unrelated internals access bug vs VL image-placeholder handling failure." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs empty-chat-template IndexError. Both input-handling bugs, but not the same one." + "reason": "Different Qwen3.5 failures: kernel registration crash vs variable-length position_ids bug." } ] }, @@ -13417,7 +13444,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:36246", "issue:41950", @@ -13425,8 +13452,8 @@ "issue:42757", "issue:42886", "issue:43257", - "issue:43262", "issue:43299", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -13440,8 +13467,6 @@ "issue:44451", "issue:44479", "issue:44485", - "issue:44496", - "issue:44749", "issue:44779", "issue:44871", "issue:45003", @@ -13463,230 +13488,232 @@ "issue:46614", "issue:46655", "issue:46665", + "issue:46726", "issue:46752", "issue:46821", "issue:46829", - "issue:46851" + "issue:46851", + "issue:47217" ], "soft_pairs": [ - "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:43540|issue:46752", "issue:45103|issue:46399", "issue:45072|issue:46829", - "issue:44246|issue:44871", + "issue:45561|issue:45563", "issue:44295|issue:45397", "issue:43531|issue:45362", + "issue:44246|issue:44871", "issue:45588|issue:46851", - "issue:46614|issue:46665", "issue:44336|issue:44485", + "issue:46614|issue:46665", "issue:42491|issue:43299", "issue:45003|issue:46821", "issue:44242|issue:45593", "issue:43550|issue:46506", - "issue:44779|issue:45292", "issue:42886|issue:46132", "issue:36246|issue:42757", + "issue:44779|issue:45292", "issue:36246|issue:44351", + "issue:46726|issue:47217", "issue:43901|issue:45003", "issue:43257|issue:45137", - "issue:44496|issue:45003", - "issue:43540|issue:46655", "issue:41950|issue:44220", - "issue:43262|issue:44246", + "issue:43540|issue:46655", "issue:44451|issue:46752", "issue:45375|issue:45759", - "issue:44479|issue:46655", - "issue:44295|issue:44749" + "issue:44479|issue:46655" ], - "prepared_review_unit_hash": "db7736fbb66e9b7671785d1cc8c2dc5627be07e985cda8b3c73ea0a73b47ff82", + "prepared_review_unit_hash": "297e8beb440b4a62e6f4416105a7685f22eb12d95ce27bce448600ff121625c0", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35860, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "serialized_chars": 35744, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs share only broad subsystem or keyword similarity, not the same concrete bug. No pull requests are present, and all soft-edge candidates should be rejected as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous, but the closest recurring theme is Qwen/VL/MoE loading and video-input regressions. None of the suggested soft pairs look like true duplicates; they mostly hit different models, different pipeline stages, or unrelated utilities.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44479 is the broadest, clearest representative of the recurring Qwen video-input regression theme, covering multiple affected Qwen VL/MoE variants in one concrete bug report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the broadest representative of the visible multimodal/video regression theme, but it does not unify the full set of issues in this cluster.", + "best_issue_reason": "issue:44479 is the strongest single issue to anchor this cluster because it most directly captures the shared user-facing regression pattern across the related Qwen video/VL reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Different subsystems: BEiT image-processor label reduction vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Race condition in patched testing utils vs stale warning in paged generate(); unrelated symptoms and code paths." + "reason": "Qwen3OmniMoe video-input ValueError and empty-chat-template IndexError are unrelated code paths." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring future-annotations crash vs Qwen3.5 kernel registration/decorator failure; different modules and failure modes." + "reason": "auto_docstring annotation parsing bug is unrelated to Qwen3.5 kernel registration/decorator failure." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bfloat16 dtype mismatch in inference vs VideoPrism hidden_states/output object bug; not the same underlying defect." + "reason": "Distinct model/output bugs: dtype mismatch in SwitchTransformers/TimmWrapperModel vs hidden_states field mixup in VideoPrism classification output." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Import latency issue vs Gemma eos_token_id config inconsistency; no shared code-path problem." + "reason": "pytest-xdist file-race in testing utils is unrelated to the stale num_return_sequences warning in paged generate()." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access error vs Gemma-4 ZeRO3 from_pretrained issue; separate model-loading bugs." + "reason": "Buffer access on position_ids and Gemma-4 ZeRO3 loading failure are different failure modes." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs Qwen3.5 chat crash; both Qwen-related but different concrete failures." + "reason": "Qwen3-MoE sliding_window behavior is not the same bug as Qwen3.5-35B chat crash." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "flash_attention s_aux=None crash vs variable-length position_ids bug; distinct inference code paths." + "reason": "Load-balancing loss omission and Gemma eos_token_id configuration mismatch are unrelated." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Stale phonemizer backend state vs inconsistent from_pretrained behavior in Python classes; unrelated bug classes." + "reason": "flash_attention s_aux=None crash and variable-length position_ids bug affect different paths." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI logging output issue vs GLM-5 RoPE implementation discussion; no common underlying change." + "reason": "ANSI escape handling in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state is a different bug from inconsistent from_pretrained behavior inside classes." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "LoRA/Qwen3-MoE conversion mismatch on hf4.x vs Qwen3VL-MoE loading regression on v5.0.0.dev0; similar family, different bugs." + "reason": "Both involve Qwen3 MOE, but one is adapter/accelerate-deepspeed loading and the other is Qwen3VL loading on v5.0.dev0; not the same concrete bug." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access vs TimesFM window_size AttributeError; unrelated internals." + "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size attribute errors." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss when router logits are off vs missing auxiliary losses when denoising is off; different models and loss paths." + "reason": "Router-logits loss handling and D-FINE auxiliary-loss behavior are different training bugs." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA bug in Bamba vs CPU/CUDA output divergence in PPDocLayoutV3; not the same code-path." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Deepseek tokenizer regression vs resize_token_embeddings not updating output embeddings; different subsystems." + "reason": "Bamba torch.compile/SDPA failure and PPDocLayout CPU-vs-CUDA discrepancy are unrelated." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading failure vs AttentionInterface.register behavior change; no shared defect." + "reason": "Offline cache loading failure is not the same as AttentionInterface.register changing registered-function behavior." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export vs missing is_offline_mode import from huggingface_hub; unrelated import errors." + "reason": "ImportError for Qwen2_5_VLImageProcessor and missing is_offline_mode are separate import issues." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export vs missing HybridCache export; different symbols and fixes." + "reason": "DeepSeek tokenizer regression and resize_token_embeddings/output_embeddings mismatch do not share a concrete code path." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Docs mention stale return_all_scores option vs unsafe sys.modules access in modeling_utils; not the same bug." + "reason": "Different missing symbols: Qwen2_5_VLImageProcessor vs HybridCache." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:46726", + "right": "issue:47217", "accept": false, - "reason": "Qwen3 MOE weight conversion issue under accelerate+deepspeed vs DeepSpeed ZeRO3 deque underflow; separate training/runtime failures." + "reason": "Missing vision backend handling and image-placeholder-in-user-text failure are different VL issues." }, { - "left": "issue:44496", + "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading failure vs sys.modules lookup safety bug; unrelated loading paths." + "reason": "A docs/behavior mismatch in TextClassificationPipeline is unrelated to modeling_utils sys.modules access." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Qwen3OmniMoe video ValueError vs SmolVLM video padding calculation bug; both video-related but different models and causes." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and DeepSpeed ZeRO3 deque underflow are distinct failures." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline processor mismatch vs fbank feature extraction issue; no shared underlying bug." + "reason": "Video-classification pipeline processor lookup bug and _torch_extract_fbank_features() issue are unrelated." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Audio chat-template sampling-rate default vs load-balancing loss omission; different APIs and domains." + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM padding calculation bug do not look like the same underlying defect." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure for ScandiBERT vs empty-list chat-template IndexError; unrelated user-facing errors." + "reason": "ScandiBERT model loading failure and empty-list chat_template crash are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one is a missing strict config field and the other is from_config text_config unwrapping; not the same concrete bug." + "reason": "Missing deepstack_visual_indexes config field and text_config unwrapping in from_config are different composite-config issues." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-input regressions, but for different model families and different failure mechanisms." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Position_ids buffer error vs filter slowdown after upgrade; unrelated symptoms and code paths." + "reason": "Both are video-related, but 44479 is a Qwen v5.3.0 regression across multiple models while 46655 is a SmolVLM padding-calculation bug." } ] }, @@ -13708,19 +13735,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:29870", "issue:30333", "issue:36246", "issue:42199", - "issue:43065", "issue:43295", "issue:43352", - "issue:43408", "issue:43475", "issue:43526", - "issue:43540", "issue:43596", "issue:43653", "issue:44038", @@ -13728,10 +13752,12 @@ "issue:44077", "issue:44162", "issue:44242", + "issue:44295", "issue:44368", "issue:44466", "issue:44479", "issue:44623", + "issue:44749", "issue:44857", "issue:44877", "issue:44977", @@ -13760,19 +13786,20 @@ "issue:47000" ], "soft_pairs": [ - "issue:45137|issue:45600", - "issue:45292|issue:47000", - "issue:45859|issue:46399", + "issue:44295|issue:44749", "issue:44162|issue:45200", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:45137|issue:45600", "issue:45003|issue:45561", "issue:43295|issue:45292", "issue:36246|issue:43596", - "issue:44466|issue:45335", "issue:43475|issue:46369", + "issue:44466|issue:45335", "issue:44623|issue:46726", - "issue:44877|issue:45375", - "issue:44242|issue:44857", "issue:44038|issue:46506", + "issue:44242|issue:44857", + "issue:44877|issue:45375", "issue:43526|issue:46897", "issue:44987|issue:45459", "issue:29870|issue:30333", @@ -13781,203 +13808,188 @@ "issue:44479|issue:46170", "issue:42199|issue:46851", "issue:44060|issue:44077", - "issue:44368|issue:44977", - "issue:45397|issue:45656", "issue:43653|issue:44162", - "issue:43065|issue:43408", - "issue:44877|issue:46170", - "issue:43475|issue:43540" + "issue:45397|issue:45656", + "issue:44368|issue:44977" ], - "prepared_review_unit_hash": "5f6cdae2af6620e89600dbf95c54c7a0b0c0ec8a166e1bfe9f67b41807968c43", + "prepared_review_unit_hash": "02f38d797534c362c178b52570bc930c858eee87748ab35322e07eb3ca5ec109", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35890, - "estimated_input_tokens": 8973, - "estimated_eval_tokens": 18202 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34816, + "estimated_input_tokens": 8704, + "estimated_eval_tokens": 17664 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated transformer/model bugs, so there is no meaningful single canonical issue here. All soft-pair candidates appear to be different underlying problems rather than duplicates.", + "summary": "This cluster is not a true duplicate set: the items span unrelated bugs across many models and subsystems, and none of the soft pairs look like the same concrete issue. I would not merge any of the proposed soft edges.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not share one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue candidate; the list mixes unrelated reports, so any single issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Different failures in different areas: DeepSpeed ZeRO3 deque/indexing vs. auto_mappings referencing removed Sam3LiteText configs. No shared code-path bug." + "reason": "Both mention position_id/serialization behavior, but one is about reading a registered buffer and the other is about slowdown after upgrading Transformers; different failure modes and code paths." }, { - "left": "issue:45292", - "right": "issue:47000", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Unrelated regressions: token embedding resizing not updating output embeddings vs. RTDetrLoss cost-matrix infeasibility." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids are unrelated model-specific bugs." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both mention Qwen3.5/rotary-related code, but one is CPU offload compatibility and the other is a missing decorator for kernel registration. Different concrete bugs." + "reason": "Different Qwen3.5 MoE problems: one is CPU-offload incompatibility in rotary embedding, the other is a kernel registration crash on apply_rotary_pos_emb." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:45292", + "right": "issue:47000", "accept": false, - "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids handling for text-only fine-tuning." + "reason": "resize_token_embeddings/output_embeddings mismatch is unrelated to RTDetrLoss infeasible cost-matrix crash." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque pop error and Sam3LiteText auto_mappings CI failure are different bugs." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access bug in modeling_utils is unrelated to a pytest-xdist captured_info.txt race." + "reason": "Unsafe sys.modules access in modeling_utils is not the same as the pytest-xdist captured_info.txt race." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Different regressions: processor.tokenizer/images handling vs. resize_token_embeddings not updating output embeddings." + "reason": "A processor/tokenizer regression in v4.57.5 is unrelated to a generic resize_token_embeddings/output_embeddings issue." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5-VL import failure is unrelated to DeepSpeed ZeRO3/BertModel empty-index crash." + "reason": "Qwen2.5-VL import failure and DeepSpeed/BertModel zero3 IndexError are unrelated." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Both involve embedding weights, but one is serialization inconsistency by device and the other is resize_token_embeddings not propagating to decoder.embed_tokens. Not the same bug." + "reason": "SAM 3 Video missing attribute and SAM3-LiteText memory overflow are different SAM-family problems with different symptoms and fixes." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "SAM3 encoder output attribute error is unrelated to SAM3-litetext memory overflow." + "reason": "Both involve tied/resize embedding behavior, but one is about serialization differences by device and the other is specifically t5gemma decoder.embed_tokens not updating." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "save_pretrained missing files is a different issue from AutoProcessor fallback/error when the vision backend is missing." + "reason": "Missing files from processor.save_pretrained and AutoProcessor's unrecognized image processor error are separate save/load issues." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Both mention strict config behavior, but one is load failure for granite_speech and the other is a missing field silently dropped in a different config class. Not the same underlying change." + "reason": "Qwen3-VL-Moe compatibility with transformers 5.0 and PPDocLayoutV3 CPU/CUDA result differences are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss gating in MoE routing is unrelated to LwDetrImageLoss AMP/CUDA crash." + "reason": "Load-balancing loss omission in a router-logits setting and an AMP/CUDA crash in LwDetrImageLoss are not the same bug." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Qwen3-VL-Moe/transformers 5.0 issue is unrelated to PPDocLayoutV3 CPU-vs-CUDA numerical differences." + "reason": "Strict config blocking granite_speech and a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig are different config-validation problems." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Florence2 training-loss double-shift behavior." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the Florence2 training-loss double-shift bug." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model-loading failure for physical-intelligence/fast is unrelated to tokenizer error masking when protobuf is absent." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and hiding tokenizer decode errors when protobuf is absent are different failures." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "BART generation UnboundLocalError is unrelated to MLflow reporting after failed training jobs." + "reason": "Bart generate() UnboundLocalError and MLflow not being reported after failed training are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Specific unsupported Flash Attention 2.0 error for NemotronHForCausalLM is not the same as a generic Flash Attention 2.0 issue." + "reason": "NemotronHForCausalLM Flash Attention 2.0 unsupported and the generic Flash Attention 2.0 issue are not the same concrete bug." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "BEiT label reduction bug is unrelated to CohereASR training-loss double-shift." + "reason": "BeitImageProcessorFast label reduction and CohereASR training-loss double-shift are different model-specific issues." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression across Qwen models is unrelated to a Windows/ROCm torch.distributed dependency problem." + "reason": "Qwen video-input regression and Windows/ROCm torch.distributed import/type errors are unrelated." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR-derived cardinality/background-class handling is unrelated to Qwen3.5 variable-length position_ids support." + "reason": "DETR-derived cardinality error without explicit background class is unrelated to Qwen3.5 variable-length position_ids handling." }, { "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:44368", - "right": "issue:44977", - "accept": false, - "reason": "Tie_word_embeddings warning in Qwen3.5 fine-tuning is unrelated to a flash-attention generation failure." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Gemma 4 zero3 from_pretrained issue is different from DeepSpeed double optimizer-step behavior." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init restriction are different configuration/validation issues." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 breakage." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "SAM3 PixelDecoder dummy Conv2d is unrelated to the sam3_video/sam3_tracker model-type warning." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same bug." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Strict config loading and Windows ROCm torch.distributed dependency are unrelated." + "reason": "gemma_speech zero3 from_pretrained and optimizer.step being called twice with deepspeed are different deepspeed-related problems." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "SAM3 vision encoder missing attribute is unrelated to Qwen3OmniMoe video-input ValueError." + "reason": "Qwen3.5 tie_word_embeddings warning during LoRA fine-tuning and flash-attention generation failure are separate issues." } ] }, @@ -13999,10 +14011,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:42886", "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", "issue:43646", "issue:43701", "issue:43723", @@ -14018,15 +14033,14 @@ "issue:44623", "issue:44749", "issue:44871", + "issue:44877", "issue:44964", "issue:44995", "issue:45103", "issue:45137", "issue:45200", "issue:45229", - "issue:45375", "issue:45412", - "issue:45478", "issue:45563", "issue:45588", "issue:45593", @@ -14042,246 +14056,251 @@ "issue:46431", "issue:46710", "issue:46726", - "issue:46752", "issue:46832", "issue:46858", - "issue:47020", "issue:47068", "issue:47145" ], "soft_pairs": [ + "issue:43065|issue:43408", + "issue:44877|issue:46170", + "issue:43475|issue:43540", "issue:45412|issue:46123", "issue:46170|issue:46832", - "issue:43723|issue:46710", "issue:42886|issue:45229", + "issue:43723|issue:46710", "issue:43931|issue:44368", "issue:44188|issue:46202", "issue:44995|issue:45200", "issue:44368|issue:45563", "issue:46132|issue:47145", + "issue:44188|issue:46421", "issue:44483|issue:46202", "issue:43906|issue:46202", - "issue:44188|issue:46421", "issue:45593|issue:47068", "issue:44995|issue:45588", "issue:45987|issue:46082", "issue:45685|issue:46431", "issue:44361|issue:44749", - "issue:45103|issue:46858", "issue:44297|issue:44623", - "issue:43994|issue:46726", + "issue:45103|issue:46858", "issue:43065|issue:46123", "issue:43701|issue:44749", "issue:44749|issue:45656", + "issue:43994|issue:46726", "issue:43646|issue:44162", "issue:44623|issue:45656", "issue:44964|issue:45137", - "issue:44871|issue:46132", - "issue:46752|issue:47020", - "issue:45375|issue:45478" + "issue:44871|issue:46132" ], - "prepared_review_unit_hash": "8c210ea027647732cc5eb43b1ce14d80e5cdda34df8365948ae5778e392557c7", + "prepared_review_unit_hash": "07b2f257e6dc0821db0c4fc86531dfb878ec7177c1919d3de89906ba8887a478", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36047, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "soft_pair_count": 30, + "serialized_chars": 36308, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs around tokenizers, model loading, generation, caches, and a few backend-specific issues. I don\u2019t see any strong duplicate pairs; most overlaps are only at the subsystem level, not the same concrete bug.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43723 is the best representative issue: it is a clear, concrete tokenizer-loading regression in v5 with a broad enough scope to stand in for the tokenizer subset of the cluster.", + "summary": "The cluster is very heterogeneous: it contains a loose tokenizer/loading subgroup, but most items are clearly unrelated model, training, compilation, or pipeline bugs. None of the soft pairs look like true duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43723 is the broadest and most central tokenizer-loading regression in the set, and it best anchors the small related subset around cache/save/load behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the strongest standalone issue to keep: the title is precise, user-facing, and describes a broadly relevant failure mode in the v5 tokenizer load path.", + "best_issue_reason": "issue:43723 is the most representative user-facing bug report among the related items; it is broad enough to serve as the anchor even though the overall cluster is noisy.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 bugs: dummy Conv2d in the pixel decoder vs model-type mismatch when instantiating sam3_tracker." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated failures: strict config loading for granite_speech vs Windows ROCm import/type errors tied to torch.distributed." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related, but the concrete bugs are different code paths: missing fpn_position_embeddings in SAM3 Video vs Qwen3OmniMoe video-input ValueError." + }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Different bugs: RT-DETR memory retention vs MaskGenerationPipeline final-batch bookkeeping." + "reason": "Different subsystems and symptoms: RT-DETR memory not released vs MaskGenerationPipeline dropping final partial-batch results." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Different code paths: Windows/ROCm import dependency issue vs RTDetrModel feature-level mismatch in forward." + "reason": "Windows/ROCm import dependency issue vs RT-DETR forward shape/feature-level mismatch; no shared root cause." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer load regression vs accuracy regression after upgrade; same project, not the same bug." + "reason": "Tokenizer offline cache loading regression vs Gemma4 multi-GPU CUDA OOM; same broad area only at the highest level." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma multi-GPU CUDA OOM are unrelated failures." + "reason": "Tokenizer loading failure in v5 vs accuracy regression after upgrading Transformers on DeepSeek; not the same bug." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Weight-shape mismatch during model loading vs a warning about tie_word_embeddings configuration." + "reason": "Qwen3-VL weight-shape mismatch vs a tie_word_embeddings warning; different severity and failure mode." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma token roundtrip behavior." + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip issue on \u2581; unrelated code paths." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache on second forward is unrelated to missing mm_token_type_ids defaults." + "reason": "GlmMoeDsa stale indexer cache on second forward vs Gemma 4 mm_token_type_ids defaulting problem." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Both mention warnings, but one is config warning and the other is a stale paged-generation warning; not the same bug." + "reason": "Both mention warnings, but one is an embedding-tying config warning and the other is a stale generate() warning for num_return_sequences." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface.register behavior change is unrelated to FP8 compressed-tensors weight_scale loading corruption." + "reason": "AttentionInterface.register behavior change vs FP8 compressed-tensors loading without weight_scale; different mechanisms." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "API acceptance failure in /v1/chat/completions is not the same as Gemma pipeline token roundtrip failure." + "reason": "torch.compile attention-kernel branching bug vs cache lazy initialization causing recompilation; related terminology, different root causes." }, { - "left": "issue:43906", + "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "The reproduction issue points to another upstream bug, but there is no evidence it is the same Gemma roundtrip problem." + "reason": "API request rejection in /v1/chat/completions vs Gemma pipeline roundtrip failure; not duplicates." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Both involve compile/cache behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." + "reason": "Isolated reproduction of another issue vs a separate Gemma pipeline tokenization/roundtrip bug." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss logic and DeepSpeed loss host-synchronization are different mechanisms and symptoms." + "reason": "D-FINE auxiliary-loss behavior when denoising is off vs a deepspeed host-synchronization concern in loss computation." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale cache/indexer crash on second forward is unrelated to flash_attention crashing on s_aux=None." + "reason": "Stale cache indexer on second forward vs flash_attention crash when s_aux is None; different layers." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache seq-length return-type bug and LlamaConfig head_dim validation are separate issues." + "reason": "StaticCache sequence-length return-type bug vs LlamaConfig head_dim validation; unrelated." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram support error for MoE is unrelated to chat-template presence validation." + "reason": "MPS histogram not implemented for Int in moe vs missing chat template error in processor loading." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and performance slowdown after upgrade are not the same underlying bug." - }, - { - "left": "issue:45103", - "right": "issue:46858", - "accept": false, - "reason": "Auto-docstring annotation handling and static-cache seq-length arithmetic are unrelated." + "reason": "MLukeTokenizer AttributeError on tasks vs slowdown after upgrading Transformers; not the same defect." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer config mismatch and the other is missing processor files; different defects." + "reason": "Both concern save_pretrained, but tokenizer_config class mismatch and processor missing files are separate serialization bugs." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "Model output nonsense with AutoModel/pipeline is not the same as missing-vision-backend processor reporting." + "reason": "auto_docstring crash with future annotations vs static-cache seq-length returning a device tensor; different utilities and failures." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to final partial-batch handling in MaskGenerationPipeline." + "reason": "SAM3 pixel decoder dummy layer vs MaskGenerationPipeline final-batch drop; unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch and data-filtering slowdown after upgrade are unrelated." + "reason": "resume_from_checkpoint key mismatch vs training slowdown after upgrade; no shared root cause." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Slow data filtering and double optimizer.step under DeepSpeed are different runtime problems." + "reason": "Performance regression after upgrade vs optimizer.step being called twice under deepspeed; different bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline vs AutoProcessor backend-missing error; separate loading paths." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage in v5.0.0 and ESM2 being broken are too vague and clearly distinct." + "reason": "Transformers 5 custom model init breakage vs ESM2 being broken; too broad and not the same code path." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files and optimizer.step being called twice do not describe the same code path." + "reason": "Missing files from processor.save_pretrained vs deepspeed causing duplicate optimizer steps; unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Phi-4 multimodal loading failure vs DeepSpeed ZeRO3 deque underflow; no overlap." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register behavior changes." - }, - { - "left": "issue:46752", - "right": "issue:47020", - "accept": false, - "reason": "Empty chat-template list crash and XLMRobertaTokenizer/Unigram initialization are different tokenizer bugs." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": false, - "reason": "Qwen3.5 MoE config field dropping and Qwen3.5 MoE from_pretrained errors are related only by model family, not the same concrete failure." + "reason": "Gemma eos_token_id config inconsistency vs AttentionInterface.register behavior change; distinct model/config issues." } ] }, @@ -14303,7 +14322,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:28282", "issue:30990", @@ -14322,14 +14341,11 @@ "issue:43784", "issue:43824", "issue:43873", - "issue:43986", "issue:44038", "issue:44188", - "issue:44222", "issue:44351", "issue:44373", "issue:44623", - "issue:44661", "issue:44857", "issue:44869", "issue:44933", @@ -14341,273 +14357,269 @@ "issue:45356", "issue:45375", "issue:45397", + "issue:45478", "issue:45561", - "issue:45593", "issue:45753", "issue:46326", "issue:46399", "issue:46463", "issue:46726", + "issue:46752", "issue:46821", "issue:46851", "issue:46877", "issue:47000", - "issue:47059" + "issue:47020", + "issue:47059", + "issue:47217" ], "soft_pairs": [ + "issue:46752|issue:47020", + "issue:45375|issue:45478", "issue:42994|issue:43482", + "issue:45561|issue:47217", "issue:43475|issue:46821", "issue:43475|issue:43643", "issue:44188|issue:46851", "issue:45230|issue:45397", - "issue:39692|issue:46726", "issue:44373|issue:46851", "issue:43232|issue:43673", - "issue:44038|issue:44623", - "issue:43986|issue:46726", - "issue:28282|issue:30990", "issue:45310|issue:45375", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:39692|issue:46726", "issue:46877|issue:47000", - "issue:46463|issue:46877", "issue:41628|issue:44933", "issue:42994|issue:43525", + "issue:46463|issue:46877", "issue:44869|issue:45356", "issue:43723|issue:46326", "issue:42371|issue:45092", "issue:43784|issue:46399", - "issue:45137|issue:47000", "issue:43873|issue:44945", "issue:41628|issue:44351", + "issue:45137|issue:47000", "issue:36010|issue:41628", "issue:42994|issue:43824", "issue:44038|issue:45310", "issue:44945|issue:45753", "issue:44857|issue:46877", - "issue:45561|issue:47059", - "issue:45593|issue:46877", - "issue:44222|issue:45310", - "issue:44661|issue:47059" + "issue:45561|issue:47059" ], - "prepared_review_unit_hash": "f5c66da099e30d68b2177b03ba43960032ccbba47e4523df6ed6e897ec724b52", + "prepared_review_unit_hash": "a647a83da25779aa027540ab2a35d1b2365361239e2d3ff24b047d9958abb973", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36885, - "estimated_input_tokens": 9222, - "estimated_eval_tokens": 18700 + "soft_pair_count": 31, + "serialized_chars": 36596, + "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 mostly heterogeneous: import/export regressions, remote-code/config-field issues, tokenizer/generation bugs, quantization/save/load problems, and a few unrelated docs/infra failures. I don\u2019t see any soft pair that is clearly the same concrete bug or change, so I would keep the cluster split.", - "confidence": 0.79, - "canonical_issue_reason": "issue:41628 is the most generic package-level API regression in the set (top-level AutoImageProcessor import failure) and best represents the recurring import/export breakage theme better than the more model-specific reports.", + "summary": "This cluster is mostly a loose collection of Transformers v5/import/API regression reports and model-specific bugs. The soft pairs look thematically similar in a few cases, but they do not appear to be the same concrete underlying defect, so I would not merge any of them.", + "confidence": 0.35, + "canonical_issue_reason": "issue:41628 is the most broadly representative concrete regression in the set: a core import failure in the public Transformers API, which matches the cluster\u2019s repeated import/compatibility theme better than the very model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the cleanest representative of the repeated import/export failure pattern across the cluster and is broad enough to stand in for several similar API breakage reports.", + "best_issue_reason": "issue:41628 is the best single issue to anchor the cluster because it is specific enough to be actionable yet general enough to represent the recurring missing-export/import-breakage pattern across nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram init bug are different code paths and failure modes." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is a missing config field under @strict and the other is a generic from_pretrained failure; not enough to treat as the same bug." + }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Different failure modes: quantized save_pretrained vs GGUF loading in v5." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and likely distinct issues." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file race in testing utils is unrelated to VL image-placeholder handling." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Different models and code paths: SAM3 vision encoder attribute vs TimesFM window_size attribute." + "reason": "Different model families and unrelated missing-attribute crashes; only a superficial AttributeError similarity." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 missing attribute is not the same bug as trust_remote_code config-field loss." + "reason": "Sam3 vision encoder output missing a field is not the same as trust_remote_code dropping fields from AutoConfig results." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Different areas: torch.compile attention-kernel branching vs Qwen3.5 variable-length position_ids." + "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids behavior are different subsystems." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "One is a placeholder bug report; the other is a specific gemma-4 Zero3/from_pretrained failure." - }, - { - "left": "issue:39692", - "right": "issue:46726", - "accept": false, - "reason": "Docs/example issues vs runtime missing-backend handling; not the same concrete defect." + "reason": "The first is an empty generic report; the second is a specific gemma-4 from_pretrained/zero3 issue." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Docstring wording issue vs an actual Qwen3.5 variable-length input crash." + "reason": "A wrong docstring for position_ids is documentation-only, while the other is a runtime bug in Qwen3.5 variable-length inputs." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but they hit different logic paths: sync_gpus kwargs update vs chunked_prefill cache handling." + "reason": "Both involve generation internals, but one is sync_gpus bookkeeping and the other is chunked_prefill cache handling; not the same concrete defect." }, { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Unrelated: Qwen3-VL-Moe v5 breakage vs processor.save_pretrained missing files." - }, - { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Both involve missing vision deps in AutoProcessor, but one is video-model loading and the other is image-processor resolution; too different to merge strictly." + "reason": "Both are Qwen3.5/MoE-related, but one is a broad from_pretrained error and the other is a specific missing config field; too little evidence they are the same bug." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing AutoModel import error vs Sentence Transformers loading stall are different problems." + "reason": "PyTorch-missing ImportError is unrelated to Sentence Transformers loading hangs." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Related Qwen3.5 family, but one is a generic from_pretrained error and the other is a missing config field being dropped by @strict." + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained file omission are different parts of the stack." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Unrelated: import-time doc-lint stdout vs RTDetr loss infeasible cost matrix." + "reason": "SigLIP2 doc-example errors and AutoProcessor missing-backend behavior are both vision-related but not the same failure." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "Docstring-generation behavior vs T5 decoder-input validation are unrelated." + "reason": "Import-time docstring lint output and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import/export failures, but they concern different symbols and different code paths." + "reason": "Both are import-related, but they involve different missing symbols and different modules; not clearly the same underlying regression." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure vs missing pad_token_id on Llama4Config are unrelated." + "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout noise are unrelated." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both touch decoding/tokenization, but one is a Whisper timestamp edge case and the other is a Kimi-K2.5 codec regression." + "reason": "Whisper trailing-replacement crash and Kimi-K2.5 tokenizer regression are distinct tokenizer bugs." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading regression vs mistral_common continue_final_message bug are different tokenizer paths." + "reason": "AutoTokenizer loading failure and mistral_common continue_final_message bug affect different APIs and code paths." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API migration warning vs InternVL2 meta-init incompatibility are unrelated." + "reason": "TF32 settings API guidance and old InternVL2 remote-code/meta-init incompatibility are unrelated." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Sentence-transformers import NameError vs Qwen3.5 kernel-registration failure are different bugs." - }, - { - "left": "issue:45137", - "right": "issue:47000", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow vs RTDetr cost-matrix infeasible are unrelated." + "reason": "Sentence-transformers import NameError and Qwen3.5 rotary-kernel registration failure are different errors." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior vs pipeline-parallel output corruption are different issues." + "reason": "Quantization offloading behavior and incorrect pipeline-parallelism output are not the same bug." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: AutoImageProcessor export vs HybridCache export." + "reason": "Both are missing-import reports, but AutoImageProcessor and HybridCache are different exports and likely different breakages." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "ZeRO3 deque underflow and RTDetrLoss cost-matrix infeasibility are unrelated runtime errors." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "AutoModel requires PyTorch and AutoImageProcessor import failure are different API errors." + "reason": "Both are import errors, but one is GenerationMixin and the other is AutoImageProcessor; too broad to merge." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "GGUF loading vs Qwen2.5-VL class import failure are unrelated." + "reason": "Quantized saving failure and Qwen2_5_VLForConditionalGeneration import failure are different classes of problems." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different Qwen3.5 variants and different symptoms; not one concrete bug." + "reason": "Qwen3-VL-Moe bug and Qwen3.5-MoE from_pretrained error are related only at a very broad model-family level." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel incorrect output vs image-triggered infinite loop are distinct failure modes." + "reason": "Pipeline-parallelism output corruption and Qwen3_5 image infinite loop are distinct symptoms and paths." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash vs import-time doc-lint output are unrelated." + "reason": "AMP/CUDA loss crash and import-time doc-lint stdout are unrelated." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "xdist file race vs CLI completion attribute error are different test/infra failures." - }, - { - "left": "issue:45593", - "right": "issue:46877", - "accept": false, - "reason": "D-FINE auxiliary-loss bug vs auto_docstring stdout diagnostics are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "FP8 save_pretrained on MoE vs Qwen3.5 from_pretrained error are different directions of failure." - }, - { - "left": "issue:44661", - "right": "issue:47059", - "accept": false, - "reason": "Model-registration helper bug vs Hugging Face Hub CLI test failure are not the same underlying issue." + "reason": "pytest-xdist race in tests and HFCliTyperGroup attribute breakage are unrelated." } ] }, @@ -14629,7 +14641,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:30333", "issue:30990", @@ -14644,8 +14656,6 @@ "issue:43479", "issue:43704", "issue:43723", - "issue:43784", - "issue:43824", "issue:43976", "issue:44016", "issue:44186", @@ -14653,8 +14663,8 @@ "issue:44496", "issue:44568", "issue:44623", + "issue:44661", "issue:44743", - "issue:44779", "issue:44792", "issue:44869", "issue:44933", @@ -14664,6 +14674,7 @@ "issue:45405", "issue:45406", "issue:45561", + "issue:45593", "issue:45600", "issue:45712", "issue:45812", @@ -14681,6 +14692,9 @@ "issue:47085" ], "soft_pairs": [ + "issue:44222|issue:45310", + "issue:45593|issue:46877", + "issue:44661|issue:47059", "issue:45081|issue:45103", "issue:45406|issue:46202", "issue:46202|issue:46701", @@ -14688,15 +14702,14 @@ "issue:42673|issue:43704", "issue:42831|issue:44222", "issue:42175|issue:44933", - "issue:44496|issue:45561", "issue:45405|issue:46877", - "issue:30333|issue:33290", "issue:44743|issue:47068", + "issue:44496|issue:45561", + "issue:30333|issue:33290", "issue:43976|issue:44933", - "issue:43479|issue:46829", "issue:30990|issue:35141", + "issue:43479|issue:46829", "issue:42898|issue:44568", - "issue:45561|issue:45600", "issue:42175|issue:45712", "issue:44568|issue:47085", "issue:44623|issue:45310", @@ -14708,224 +14721,222 @@ "issue:43723|issue:44568", "issue:43479|issue:44869", "issue:44016|issue:46231", - "issue:39692|issue:46909", - "issue:43784|issue:43824", - "issue:42898|issue:44779" + "issue:39692|issue:46909" ], - "prepared_review_unit_hash": "fce1c1c1d460a11a6888e2266df23c4f8fcbf8089ec1ef517c60ba69bfbe85fc", + "prepared_review_unit_hash": "4b04e9dec9b31c12b5e041946a6349d498c765c1fbdcafd3d6914dbc7b58db0a", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36901, - "estimated_input_tokens": 9226, - "estimated_eval_tokens": 18708 + "serialized_chars": 36287, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated issues. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report (#42673 / #43704); the rest differ in model, subsystem, or failure mode too much to merge.", - "confidence": 0.96, - "canonical_issue_reason": "#42673 is the better canonical issue: it is the earlier, fuller report of the exact same Qwen3ForCausalLM VRAM leak, with more discussion/context than #43704.", + "summary": "This cluster is mostly unrelated issue noise; only one soft pair is a clear duplicate. The Qwen3ForCausalLM VRAM leak reports are the same bug, while the other pairs are at best thematically related but describe different code paths or symptoms.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42673 is the broader/original report of the Qwen3ForCausalLM multi-dataloader-thread VRAM leak, and issue:43704 appears to be the same bug described with the same title and symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#42673 is the strongest global issue candidate because it is the clearest true duplicate target in the set and has the most context/activity among the matching pair.", + "best_issue_reason": "issue:42673 is the best issue to keep as canonical because it is the earlier, fuller report of the duplicate VRAM leak problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE/FP8, but one is about save_pretrained and the other about from_pretrained loading failure; not clearly the same defect." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Different subsystems and symptoms: D-FINE auxiliary losses vs docstring diagnostics printing at import." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: add-new-model-like/tokenizer mapping logic vs a CLI regression with huggingface_hub completion APIs." + }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Different subsystems and failure modes: Mistral regex patch crash vs auto-docstring annotation handling." + "reason": "Different bugs in different utilities: Mistral tokenizer regex patching vs auto_docstring future-annotations AttributeError." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip issue." + "reason": "Both involve Gemma-related code, but one is a processor attribute crash in serve and the other is a tokenization roundtrip failure; different failures." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Different concrete bugs in Gemma-related code paths; not the same underlying failure." + "reason": "Different Gemma pipeline issues with different triggers and code paths; not enough evidence of one underlying bug." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Unrelated generation kwargs issue vs a Janus test failure." + "reason": "Different models and paths: generation kwargs handling vs a janus image-generation test failure." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title and same Qwen3ForCausalLM VRAM leak with multiple dataloader threads; #43704 is a duplicate report." + "reason": "Exact same title and symptom about Qwen3ForCausalLM leaking VRAM in multiple dataloader threads; clear duplicate." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both are FP8-related, but one is accuracy regression and the other is save_pretrained behavior for MoE." + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained behavior for MoE; different bugs." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend installation problem vs a missing image_utils import; unrelated." - }, - { - "left": "issue:44496", - "right": "issue:45561", - "accept": false, - "reason": "Model config loading error vs xdist file race; no shared code path." + "reason": "Completely different issues: missing TensorFlow backend dependency vs a missing import in image_utils." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version pinning issue vs auto_docstring stdout diagnostics." + "reason": "PEFT version bump incompatibility is unrelated to docstring stdout logging." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "MLflow reporting issue vs deepspeed/Adafactor OOM; different problems." + "reason": "Different components and failure modes: Qwen3.5 recurrent-state reset vs a deepspeed host-synchronization concern." }, { - "left": "issue:44743", - "right": "issue:47068", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Qwen3 recurrent-state reset bug vs a potential CUDA host-sync in loss computation." + "reason": "Unrelated: model config loading error vs xdist race in captured_info.txt." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Python version compatibility issue vs missing import from image_utils." + "reason": "Different training/runtime failures: MLflow reporting after failure vs OOM with Adafactor in deepspeed." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Config default initialization bug vs output tensor field mismatch; not the same bug." + "reason": "Python version support issue vs unrelated missing import bug." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-Transformers loading hang and token-embedding reinit are unrelated." + "reason": "Different models and code paths: sentence-transformers loading hang vs embedding resize/post_init reinitialization." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and model paths." + "reason": "Different multimodal model bugs with distinct symptoms and outputs; no shared underlying defect." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "xdist captured_info.txt race vs stale auto_mappings references; different CI failures." + "reason": "Both are tokenizer regressions in v5, but one is about cleanup behavior and the other about add_special_tokens/BOS-EOS handling; not the same bug." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Dependency/backend installation issue vs dummy class cleanup problem." + "reason": "Different packaging/tooling issues: TensorFlow backend omission vs leftover dummy classes leaking into dir/check_repo." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Specific tokenizer special-token behavior vs general fast-tokenizer thread safety; different underlying issues." + "reason": "One is a specific tokenizer behavior regression, the other is a broader thread-safety regression; not the same concrete defect." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same code path." + "reason": "Processor.save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained loading failure." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in dataloader threads vs long-context FA2 performance regression." + "reason": "Both are performance/memory related, but VRAM leak in dataloader threads is unrelated to FA2 long-context generation slowdown." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs tokenizer thread-safety regression; unrelated." + "reason": "LayoutLMv2 NER/padding crashes are a specific tokenizer bug, not the same as a general thread-safety regression." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction vs pipeline partial-batch handling; different bugs." + "reason": "Different behaviors in different pipelines: attention-mask construction vs partial-batch result dropping." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "Auto-mapping stale config references vs huggingface_hub CLI attribute mismatch." + "reason": "Broken auto_mappings references and CLI completion failures are unrelated CI issues." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: clean_up_tokenization_spaces vs wrong token IDs for Granite models." + "reason": "Both are tokenizer regressions, but they affect different behaviors/models: clean_up_tokenization_spaces vs Granite token IDs." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Generic tokenizer loading issue vs mdeberta special-token regression; not the same failure." + "reason": "Generic tokenizer-loading problem vs a specific mdeberta add_special_tokens regression; not clearly the same bug." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config initialization bug vs Whisper timestamp decode crash." + "reason": "Different model families and different failure mechanisms: multimodal config defaults vs Whisper timestamp decoding." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs documentation parameter mismatch; unrelated." + "reason": "Notebook syntax error and a doc parameter-name mismatch are unrelated documentation issues." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are docs-related, but they are different examples, models, and failure modes." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL class export; unrelated." - }, - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but the reported behaviors and model families differ." + "reason": "Both are doc-example problems, but for different models and distinct errors; not a duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: #42673 and #43704 have the exact same title and clearly match as duplicate reports, with #42673 having more body detail and discussion. The remaining soft-edge rejections stay conservative and do not overclaim duplication from loose thematic similarity." + "feedback": "The summary is grounded in the packet: issue:42673 and issue:43704 have the same title and clearly look like duplicates, and the canonical choice is reasonably supported by earlier creation time and longer body length. The other soft-edge rejections stay conservative and do not overclaim sameness from superficial similarity alone." }, "evaluator_used": true, "retried": false, @@ -14944,7 +14955,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:22355", "issue:27957", @@ -14952,10 +14963,8 @@ "issue:30333", "issue:34689", "issue:35141", - "issue:41628", "issue:42222", "issue:42673", - "issue:42757", "issue:42796", "issue:42831", "issue:42898", @@ -14964,6 +14973,8 @@ "issue:43479", "issue:43644", "issue:43723", + "issue:43784", + "issue:43824", "issue:43874", "issue:44060", "issue:44075", @@ -14978,6 +14989,7 @@ "issue:44485", "issue:44623", "issue:44734", + "issue:44779", "issue:44843", "issue:44933", "issue:45092", @@ -14985,7 +14997,6 @@ "issue:45125", "issue:45200", "issue:45245", - "issue:45310", "issue:45356", "issue:45405", "issue:45656", @@ -14996,6 +15007,8 @@ "issue:47085" ], "soft_pairs": [ + "issue:43784|issue:43824", + "issue:42898|issue:44779", "issue:43479|issue:44079", "issue:27957|issue:30333", "issue:42673|issue:47085", @@ -15014,227 +15027,225 @@ "issue:43116|issue:44190", "issue:45405|issue:45712", "issue:44297|issue:45656", - "issue:42831|issue:44623", "issue:44933|issue:45712", + "issue:42831|issue:44623", "issue:44448|issue:46132", "issue:44222|issue:44623", "issue:44060|issue:45125", - "issue:43479|issue:43644", "issue:42796|issue:43723", + "issue:43479|issue:43644", "issue:45245|issue:46132", "issue:44373|issue:44485", - "issue:44360|issue:46762", - "issue:41628|issue:42757", - "issue:44297|issue:45310" + "issue:44360|issue:46762" ], - "prepared_review_unit_hash": "93ed9fd9c00525ad2a8d249ecbd4d76d1c8cc5ed751f2412e6ec7ea5077be6b9", + "prepared_review_unit_hash": "883a3681729d5b30d32132c8dd76cd348f7cb51ea22809d1334033b529c780ce", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36582, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "serialized_chars": 36665, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformer bugs, regressions, or docs issues with only superficial similarity around imports/tokenizers/multimodal code. There is no strong duplicate set, so any canonical choice is only a loose representative.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue clearly represents a duplicate group. If one issue must anchor the cluster, issue:44843 is the best representative because it is a concrete, user-visible v5 tokenizer regression with a clear failure mode and discussion.", + "summary": "These items are a loose collection of unrelated issues rather than one duplicate cluster. All soft duplicate candidates are false positives; they share at most broad themes like \u201ctokenizer\u201d or \u201cv5 regression\u201d but not the same concrete bug or fix path.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue:44843 is the strongest standalone representative: it is specific, reproducible, and broadly impactful within tokenizer loading/regression behavior. It is still not a duplicate of the other issues in this cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures, but for different symbols and different failure modes; not the same underlying bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a global cleanup-spaces change and the other is a DeepSeek-specific tokenizer regression." + }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Different bugs in different areas: multimodal config default initialization vs ModelOutput key assignment." + "reason": "Different code paths: multimodal config initialization vs ModelOutput key assignment." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLM-R is unrelated to MLflow reporting after failed training." + "reason": "Unrelated subsystems: Flash Attention model support vs MLflow reporting on failed training jobs." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "Qwen3 VRAM leak in multithreaded dataloaders is not the same as tokenizer thread-safety regression." + "reason": "Threading is mentioned in both, but one is a VRAM leak in Qwen3ForCausalLM dataloader threads and the other is tokenizer thread safety." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline tokenizer loading / mistral regex patch is a different bug from fast tokenizer thread safety." + "reason": "Offline hub lookup in AutoTokenizer patching is unrelated to Rust tokenizer thread safety." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job MLflow reporting and Llama 3.2 Vision model loading are unrelated failures." + "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are different bugs." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image patch count method and remote-code checkpoint meta-init incompatibility are different multimodal breakages." + "reason": "Different model families and failures: missing image-processor method vs remote-code meta-init incompatibility." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup-space behavior change is unrelated to processor.tokenizer / image-passing regression." + "reason": "Both are v5 regressions, but one is token cleanup behavior and the other is processor/tokenizer API handling for images." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to double optimizer steps under deepspeed." + "reason": "Position_ids buffer access and optimizer stepping with deepspeed are unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are separate model-specific issues." + "reason": "Different models and symptoms: vitpose breakage vs Gemma 4 multimodal token defaults." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache tensor indexing crash is unrelated to auto_docstring future-annotations AttributeError." + "reason": "KV-cache indexing crash in serve is unrelated to auto_docstring crashing on future annotations." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer regressions, but the concrete failures differ: cleanup spacing vs codec handling / warning behavior." + "reason": "Both are tokenizer regressions, but they affect different models and stem from different causes." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow reporting after failed training is unrelated to embedding resize / post_init reinitialization." + "reason": "MLflow failure reporting is unrelated to embedding reinitialization after resizing tokens." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch import are different dependency/import problems." + "reason": "Different import errors: missing transformers.onnx module vs missing PyTorch backend." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save_pretrained and tokenizer_class mismatch in tokenizer_config.json are distinct save_pretrained bugs." + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Ignored SGD optimizer args is not the same as a documentation parameter-name mismatch." + "reason": "Optimizer argument handling and documentation parameter-name mismatch are different issues." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example-script failures: empty multi-label results vs local dataset loading." + "reason": "Both are example-script failures, but for different scripts and different data-loading logic." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unreleased MIN_PEFT_VERSION is unrelated to leftover dummy classes leaking into dir(transformers)." + "reason": "Unrelated: unreleased PEFT version pin vs leftover dummy classes in a generated file." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug is unrelated to deepspeed causing optimizer.step to run twice." + "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed optimizer double-stepping." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and processor.save_pretrained missing files are different bugs." + "reason": "Missing image_utils import and leftover dummy classes are different maintenance problems." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Missing image_utils import and dummy_pt_objects leftovers are both import-surface issues, but not the same underlying defect." + "reason": "FP8 accuracy and processor.save_pretrained missing files do not share a concrete fix path." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus v4/v5 output differences are unrelated to AttentionInterface.register behavior changes." + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are different regressions." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 model saving and the other is processor file persistence." + "reason": "MoE FP8 save_pretrained bug is unrelated to processor file-saving omissions." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to missing _tp_plan in Qwen3_5Moe." + "reason": "Both are Qwen3-related, but one is a tied-weights warning and the other is missing tensor-parallel metadata." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Multimodal config None-handling and non-persistent buffer junk are different initialization bugs." + "reason": "Model-specific BPE marker handling vs generic AutoTokenizer loading in v5 are not the same bug." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading regression in v5 are separate tokenizer bugs." + "reason": "Default multimodal config initialization and non-persistent buffer junk fill are unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime limit and AttentionInterface.register behavior are unrelated." + "reason": "Category cardinality limits and AttentionInterface behavior changes are unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring typo for position_ids is unrelated to GLM-5 RoPE implementation." + "reason": "Docstring wording for position_ids is not the same as GLM-5 RoPE implementation." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer missing ReLU and Minimax attention numerical mismatch are different implementation issues." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Cannot import AutoImageProcessor and cannot import is_offline_mode are different missing-symbol issues." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer save_pretrained mismatch is unrelated to Qwen3.5 Moe from_pretrained errors." + "reason": "DSA indexer activation gap and Minimax attention numerical drift are different code paths." } ] }, @@ -15256,22 +15267,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:22355", "issue:27957", "issue:30990", "issue:38175", "issue:41628", + "issue:42757", "issue:42831", "issue:42907", "issue:43122", "issue:43232", - "issue:43408", "issue:43475", "issue:43504", "issue:43723", "issue:43824", + "issue:43986", "issue:44038", "issue:44190", "issue:44222", @@ -15279,53 +15291,54 @@ "issue:44263", "issue:44279", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", "issue:44484", "issue:44623", - "issue:44829", - "issue:44964", "issue:44977", "issue:45071", "issue:45092", "issue:45310", "issue:45357", "issue:45834", - "issue:46002", "issue:46050", "issue:46082", "issue:46209", "issue:46305", "issue:46328", "issue:46369", - "issue:46402", "issue:46424", "issue:46431", "issue:46614", "issue:46655", + "issue:46726", "issue:46909", "issue:46932", "issue:47059" ], "soft_pairs": [ + "issue:41628|issue:42757", + "issue:44297|issue:45310", "issue:45071|issue:46082", "issue:43723|issue:44977", "issue:43504|issue:47059", "issue:44222|issue:44484", - "issue:43122|issue:46209", "issue:46614|issue:46932", + "issue:43122|issue:46209", "issue:44263|issue:45092", "issue:44295|issue:44623", - "issue:46209|issue:46431", "issue:44263|issue:44373", "issue:43232|issue:46424", "issue:43232|issue:45834", + "issue:46209|issue:46431", "issue:30990|issue:38175", "issue:44190|issue:46082", "issue:43475|issue:46305", - "issue:46369|issue:46909", "issue:44263|issue:44360", "issue:46305|issue:46655", + "issue:46369|issue:46909", + "issue:43986|issue:46726", "issue:42831|issue:45310", "issue:22355|issue:27957", "issue:42907|issue:46050", @@ -15333,213 +15346,210 @@ "issue:44279|issue:46328", "issue:42831|issue:44038", "issue:44261|issue:45092", - "issue:41628|issue:43824", - "issue:44829|issue:46002", - "issue:43408|issue:46402", - "issue:44964|issue:47059" + "issue:41628|issue:43824" ], - "prepared_review_unit_hash": "20d8e627547cfb5a82ec960f3acf8cb67ebd0ca0abac882db568ce48c6d24ef9", + "prepared_review_unit_hash": "6d0adb2b3cadd4647088841d6e5125ac821a51d7f4ce133d663de876b85689eb", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36010, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "serialized_chars": 35423, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a broad mix of unrelated Transformers issues rather than a tight duplicate set. The soft pairs mostly share only subsystem-level similarity (v5 regressions, save/load, multimodal, quantization) but not the same concrete bug.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items cover distinct failures across imports, tokenization, generation, quantization, save/load, and model-specific regressions.", + "summary": "This cluster is mostly noisy title-similarity matches across unrelated bugs. A few items share a broad Transformers v5 loading/save-pretrained theme, but they are different failure modes and should stay separate; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45071 is the broadest central compatibility-regression report in the set; several other items are narrower v5 loading/save/import failures, so this is the best single issue to anchor the cluster if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be chosen as the clearest representative, #45092 is the most concrete and well-scoped regression report, but it is not a duplicate hub for the rest of the cluster.", + "best_issue_reason": "issue:45071 is the strongest global representative because it targets a general v5 breakage affecting config/model instantiation, which is closer to the shared pattern than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different packages (`transformers` vs `huggingface_hub`), so they are unrelated failures." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "One is about `tokenizer_class` metadata saved by `save_pretrained`, the other is a `from_pretrained` loading error for Qwen3.5 MoE; same area, different bug." + }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both involve config/model validation in v5, but one is a general PretrainedConfig type-checking break and the other is a LlamaConfig head_dim constraint." + "reason": "`PretrainedConfig` type checking in v5 is a generic regression, while this is a specific `LlamaConfig` validation rule for `head_dim`; not the same underlying issue." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "One is a tokenizer loading/import issue; the other is a generation problem with Qwen3.5 flash-attention. Different failures and code paths." + "reason": "`AutoTokenizer.from_pretrained` loading failure is unrelated to Qwen3.5 flash-attention generation behavior." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "BEiT legacy-field loading bug vs a CLI compatibility break with huggingface_hub. Same ecosystem, different bug." + "reason": "One is a BEiT pretrained-model legacy-field load bug; the other is a CLI breakage from `huggingface_hub` 1.22.0. Different subsystems and causes." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Both touch save_pretrained, but one is FP8 MoE persistence and the other is shard-size default behavior. Not the same bug." + "reason": "FP8 `save_pretrained` behavior and the 50GB shard-size default are unrelated save-path issues." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "Tokenizer behavior regression vs FP8 inference failure on B200. No shared underlying defect." + "reason": "Stale phonemizer backend state is an audio tokenizer bug, while #46932 is about Gemma4 dtype casting for quantized vision/audio embedders." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Tokenizer output differences across versions are not the same as FP8 inference failure on B200 hardware." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer split semantics and remote-code meta-init incompatibility are unrelated issues." + "reason": "A `torch.split` return-value issue in a DSA indexer is unrelated to v5 meta-initialization incompatibility for remote-code checkpoints." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer access bug vs processor.save_pretrained missing files. Different components and symptoms." - }, - { - "left": "issue:46209", - "right": "issue:46431", - "accept": false, - "reason": "FP8 inference on B200 is unrelated to missing chat template handling in processors." + "reason": "Reading `position_ids` after buffer registration is not the same as missing files from `processor.save_pretrained`." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is a runtime indexing bug; the other is a docstring issue for position_ids." + "reason": "An indexer split/shape issue is not a docstring problem for `position_ids`." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus and cache max length handling are separate generation/cache concerns." + "reason": "Generation kwargs update after `sync_gpus` and cache-length handling are separate generation/cache behaviors." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation state update bug vs Kosmos2.5 long-OCR index error; different pathways." + "reason": "`_update_model_kwargs_for_generation` and Kosmos2.5 OCR index overflow are unrelated code paths." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 hardware inference failure is unrelated to processor chat-template availability." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Stuck loading Sentence Transformers is not the same as zero probabilities in siglip2 classification." + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different model issues with different symptoms." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to a LlamaConfig head_dim validation issue." + "reason": "Local dataset loading in a training script is unrelated to a `LlamaConfig` head-dim validation error." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 output attribute error vs MoonshineStreaming window off-by-one; different models and bugs." - }, - { - "left": "issue:46369", - "right": "issue:46909", - "accept": false, - "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + "reason": "SAM 3 Video missing an attribute and MoonshineStreaming off-by-one masking are different model-specific bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA indexer, but one is about torch.split return values and the other about a missing ReLU. Not the same bug." + "reason": "`torch.split` return values and a missing ReLU in the DSA indexer are distinct implementation issues." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "MoonshineStreaming mask off-by-one and SmolVLM video padding are different sequence-processing bugs." + "reason": "MoonshineStreaming sliding-window masking and SmolVLM video padding are separate video-processing bugs." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 LiteText memory overflow and a broken documentation example are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve processor/vision backend setup, but one is a crash without torchvision and the other is an explicit unrecognized image processor when a backend is missing; not the same bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained loading error are different FP8/model-loading problems." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx module import and XLMRoberta Flash Attention 2 are unrelated issues." + "reason": "Missing `transformers.onnx` module and XLM-Roberta Flash Attention 2 are completely unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load of quantized models, but they involve different quantization schemes and failure modes." + "reason": "Saving dequantized Ministral/Devstral models and sinq-quantized models breaking after round-trip save/load are different quantization persistence bugs." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Remote-code checkpoint meta-init incompatibility and incorrect visual encoder keys on save_pretrained are different Qwen/InternVL bugs." + "reason": "v5 meta-initialization incompatibility for remote-code checkpoints is not the same as incorrect visual encoder keys emitted by `save_pretrained`." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "General dependency issue vs SequenceFeatureExtractor.pad performance regression; no shared underlying defect." + "reason": "A generic dependency issue with transformers is unrelated to `SequenceFeatureExtractor.pad` inefficiency." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy regressions and Qwen3-VL-Moe loading problems are distinct issues." + "reason": "FineGrainedFP8 accuracy loss and Qwen3-VL-Moe v5 bug are separate issues, even though both mention model internals." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a model math/config bug, not a remote-code meta-init incompatibility." + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm causing precision differences is not the same as remote-code checkpoint incompatibility in v5." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Two separate import errors for different exported symbols and model classes; not a single bug." - }, - { - "left": "issue:44829", - "right": "issue:46002", - "accept": false, - "reason": "Flash-attention-3 degenerate training is unrelated to NaNs in classification heads during checkout/init." - }, - { - "left": "issue:43408", - "right": "issue:46402", - "accept": false, - "reason": "sam3_video vs sam3_tracker type warning is different from missing Sam3Model text encoder weights." - }, - { - "left": "issue:44964", - "right": "issue:47059", - "accept": false, - "reason": "Phi-4-multimodal load regression and CLI failure with huggingface_hub are unrelated." + "reason": "Importing `AutoImageProcessor` and importing `Qwen2_5_VLForConditionalGeneration` are different missing-symbol reports." } ] }, @@ -15561,7 +15571,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:22355", "issue:27957", @@ -15570,8 +15580,6 @@ "issue:33357", "issue:39379", "issue:39401", - "issue:41628", - "issue:42371", "issue:42757", "issue:42796", "issue:42831", @@ -15588,16 +15596,15 @@ "issue:43646", "issue:43784", "issue:43976", - "issue:44117", + "issue:43986", "issue:44188", - "issue:44263", "issue:44295", "issue:44297", "issue:44327", "issue:44373", "issue:44483", "issue:44568", - "issue:44704", + "issue:44829", "issue:44945", "issue:44964", "issue:45278", @@ -15609,23 +15616,29 @@ "issue:46172", "issue:46305", "issue:46369", + "issue:46402", "issue:46909", - "issue:47059" + "issue:47059", + "issue:47217" ], "soft_pairs": [ + "issue:44829|issue:46002", "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44964|issue:47059", "issue:39379|issue:46172", "issue:44483|issue:45406", "issue:42831|issue:45753", - "issue:22355|issue:28218", "issue:43644|issue:46305", + "issue:22355|issue:28218", "issue:44327|issue:47059", + "issue:43986|issue:47217", "issue:44188|issue:44373", "issue:39401|issue:44568", "issue:42757|issue:45278", "issue:43408|issue:46369", - "issue:42886|issue:42994", "issue:42886|issue:43066", + "issue:42886|issue:42994", "issue:27957|issue:30990", "issue:42796|issue:43122", "issue:43232|issue:45593", @@ -15637,207 +15650,210 @@ "issue:30990|issue:33357", "issue:43576|issue:43784", "issue:42907|issue:44964", - "issue:43976|issue:44945", - "issue:41628|issue:45278", - "issue:42371|issue:44263", - "issue:44117|issue:44704" + "issue:43976|issue:44945" ], - "prepared_review_unit_hash": "7d7ab21305494615f81c8b96a8fe3895363835427901a8dd525b6bcf5f9bbb83", + "prepared_review_unit_hash": "582c190645a68b9b0c621be00ff6afb1bffc7c9e465c25b16a3bb0187ebc079c", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35500, - "estimated_input_tokens": 8875, - "estimated_eval_tokens": 18006 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35361, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly a loose mix of tokenizer, loading, multimodal, and runtime-regression issues. The soft edges are only superficial title similarity; none look like the same concrete bug/change.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenizer-regression report in the set: it describes a version-to-version tokenization change for the same tokenizer, with discussion and inbound references, whereas most others are narrower or unrelated.", + "summary": "The items are a heterogeneous mix of unrelated Transformers issues (tokenizer quirks, model-loading failures, multimodal/video bugs, quantization, CLI/import regressions). None of the soft pairs look like the same underlying bug, so there is no clear canonical duplicate in this set.", + "confidence": 0.82, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best overall issue to anchor this cluster because it is a clear, user-visible regression in a core tokenizer path and is more central than model-specific or one-off loading/runtime reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both concern training instability, but one is about flash_attention_3 causing degenerate loss behavior and the other about NaNs after checkout/init; different failure modes and likely different fixes." + }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both mention masking/positioning, but they are different models and different code paths; not the same off-by-one bug." + "reason": "Different models and code paths: qwen2.5-vl vision_position_ids vs MoonshineStreaming sliding_window_mask_function off-by-one." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "One is a sam3 model-type warning, the other is text encoder weights not loading for Sam3Model; not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "A model-loading failure for Phi-4 multimodal is unrelated to a CLI breakage caused by huggingface_hub/_add_completion." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Different failures: mllama mask handling vs deepseek-v4 transpose/dtype logic." + "reason": "mllama masked-out mask handling and deepseek-v4 transpose logic are distinct bugs in different subsystems." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "One is a chat-completions request validation issue; the other is a serve-time processor attribute crash." + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated symptoms." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Quantization accuracy regression and image-specific infinite loop are different bug classes and likely different fixes." + "reason": "FineGrainedFP8 accuracy degradation is not the same as Qwen3_5 looping on a specific image." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Import failure for transformers.onnx is unrelated to tokenizer added-token spacing." + "reason": "Non-persistent buffer junk values vs a sliding-window attention mask off-by-one are different implementation problems." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Non-persistent buffer junk on v5 and streaming window mask off-by-one are unrelated." + "reason": "Importing transformers.onnx and tokenizer spacing after added tokens are unrelated issues." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA top-k bounds crash and CLI completion attribute crash are separate subsystems and code paths." + "reason": "QA decode_spans top_k bounds error and a CLI group attribute error are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor without torchvision crashing and VL image-placeholder handling in user text are different edge cases." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Runtime attention-kernel divergence is unrelated to a docstring issue." + "reason": "torch.compile attention-kernel branching and a wrong position_ids docstring do not describe the same bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different tokenizers and different concrete behavior." + "reason": "Both are tokenizer issues, but one is offset_mapping for Qwen3 and the other is add_special_tokens/BOS-EOS behavior for mdeberta-v3; too different to merge." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific missing import from huggingface_hub is not the same as a broad set of import errors after upgrade." + "reason": "A missing import from huggingface_hub and broad import errors after a transformers upgrade are not the same underlying defect." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Model-type warning on SAM3 tracker versus memory overflow on sam3-litetext are different problems." + "reason": "Model-type warning for sam3_tracker vs memory overflow in sam3-litetext are unrelated." }, { "left": "issue:42886", - "right": "issue:42994", + "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different flows." + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are different bugs." }, { "left": "issue:42886", - "right": "issue:43066", + "right": "issue:42994", "accept": false, - "reason": "Offline cache loading bug is unrelated to wrong tokenizer decoder type in v5." + "reason": "Offline cache loading failure is unrelated to quantized model saving failures." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Sentence Transformers loading hangs are not the same bug." + "reason": "XLMRoberta Flash Attention 2 support and Sentence Transformers loading stuck are different problems." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenization, but one is BPE-marker handling for a specific model and the other is a broader version regression; not the same concrete defect." + "reason": "Ministral BPE marker handling and version-to-version tokenization differences are related to tokenizers but not the same concrete bug." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing auxiliary losses in D-FINE are unrelated." + "reason": "Generation kwargs update after sync_gpus and missing auxiliary losses when denoising is off are unrelated." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "A video-input position-id bug and a broken documentation example are different issue types." + "reason": "A video vision_position_ids bug and a broken DIA documentation example are unrelated." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video ValueError is unrelated to a DIA docs example." + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to a broken documentation example." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads may both involve init, but they are not the same code-path bug." + "reason": "Custom model initialization breakage and NaNs in classification heads are different symptoms and likely different fixes." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure and pipeline-parallelism output corruption are unrelated." + "reason": "Failing to save dequantized models and incorrect output under pipeline parallelism are unrelated." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Buffer access on position_ids and tokenizer_class metadata mismatch are separate tokenizer/model-state issues." + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch in tokenizer_config.json are separate serialization/config issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang for Sentence Transformers and a MacOS bus error in CLIP are distinct failures." + "reason": "Sentence-Transformers loading hangs and a MacOS bus error on a CLIP model are not the same bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken CLI command and sentence-transformers import NameError are different surfaces and fixes." + "reason": "A broken transformers env command and a sentence-transformers import NameError are unrelated." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models and loading Phi-4 multimodal are not the same bug." + "reason": "Dequantized model saving failure and inability to load Phi-4 multimodal are different model lifecycle problems." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility regression and pipeline-parallel output issue are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "A specific AutoImageProcessor import failure is not the same as a broad import regression after upgrade." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 settings guidance and torch.split return values in a MoE indexer are unrelated." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Both are from_pretrained/load-path bugs, but they involve different failure points and different fixes." + "reason": "Python-version compatibility failure and pipeline-parallelism output corruption are unrelated." } ] }, @@ -15859,20 +15875,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:22355", "issue:29127", "issue:29159", "issue:36296", - "issue:39379", "issue:39401", - "issue:42175", + "issue:41628", + "issue:42371", "issue:42757", "issue:42907", "issue:43116", "issue:43122", - "issue:43232", "issue:43278", "issue:43329", "issue:43408", @@ -15884,7 +15899,9 @@ "issue:43937", "issue:44038", "issue:44060", + "issue:44117", "issue:44222", + "issue:44263", "issue:44295", "issue:44297", "issue:44351", @@ -15896,10 +15913,10 @@ "issue:44704", "issue:44779", "issue:44829", - "issue:44938", "issue:44945", "issue:45200", "issue:45216", + "issue:45278", "issue:45290", "issue:45478", "issue:45600", @@ -15910,23 +15927,26 @@ "issue:47059" ], "soft_pairs": [ + "issue:42371|issue:44263", + "issue:41628|issue:45278", "issue:43756|issue:44060", + "issue:42907|issue:43937", "issue:43784|issue:45600", + "issue:44117|issue:44704", "issue:43329|issue:47059", - "issue:42907|issue:43937", "issue:39401|issue:44488", - "issue:39401|issue:44521", "issue:44625|issue:44829", + "issue:39401|issue:44521", "issue:46172|issue:46762", "issue:44360|issue:44485", "issue:44704|issue:45290", - "issue:43122|issue:46326", "issue:43408|issue:43475", "issue:44038|issue:44297", + "issue:43122|issue:46326", "issue:43122|issue:44521", - "issue:22355|issue:29159", "issue:42907|issue:43452", "issue:44038|issue:44295", + "issue:22355|issue:29159", "issue:44038|issue:44222", "issue:45216|issue:45478", "issue:43824|issue:44351", @@ -15935,213 +15955,217 @@ "issue:39401|issue:46614", "issue:42757|issue:44351", "issue:36296|issue:43116", - "issue:22355|issue:29127", "issue:43278|issue:44945", - "issue:42175|issue:44938", - "issue:39379|issue:43232" + "issue:22355|issue:29127" ], - "prepared_review_unit_hash": "f3c0a8b19beeb575d61495f12bfc831155a090220b6a37d56f26fa4aacab7af3", + "prepared_review_unit_hash": "92e1e48af13e4ca35ef89b9e9825a95c5bee50dd9e7a280b20d5f9f42d50b0ad", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35684, - "estimated_input_tokens": 8921, - "estimated_eval_tokens": 18098 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36536, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem names (tokenizers, save/load, multimodal, imports) but not the same concrete failure mode. I would not merge any of the soft pairs. The strongest standalone issue in the set is the active multimodal chat-template bug (#44521).", - "confidence": 0.88, - "canonical_issue_reason": "#44521 is the most active open issue with multiple inbound references and a concrete, reproducible bug in a core user-facing path (apply_chat_template for multimodal inputs).", + "summary": "No soft pair looks like the same underlying bug/change. The set is heterogeneous, with a few tokenizer/import-regression themes but no pair that is close enough to merge safely.", + "confidence": 0.95, + "canonical_issue_reason": "If one issue must stand in as an umbrella, issue:45278 is the broadest and most representative report because it summarizes multiple post-upgrade import failures; however, the cluster is too mixed for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the clearest current tracking issue: active discussion, external references, and a well-scoped failure mode that is likely to attract related reports.", + "best_issue_reason": "issue:45278 is the best global representative by breadth and framing, but only as a loose umbrella for import regressions rather than a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated: TF32 settings guidance vs a GlmMoeDsaIndexer torch.split issue." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 41628 is one missing symbol while 45278 is a broader multi-import regression after upgrade." + }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different bugs: Smollm3 RoPE-layer selection vs Qwen3-Next tied-weights warning; no shared code path." + "reason": "Different models and different bugs: RoPE layer count vs tied-weights warning." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save/dequantization failure and GenerationConfig validation are separate code paths." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "One is an nn import error in sentence-transformers integration; the other is auto_mappings referencing removed SAM3 configs in CI." + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings config references." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Multimodal token-count helper bug vs CLI completion breakage from huggingface_hub; unrelated failure surfaces." + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs forwarding; different functions and symptoms." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Dequantized model save failure vs invalid GenerationConfig for GLM-5; different model paths and symptoms." + "reason": "Multimodal token counting bug vs CLI completion attribute error; no shared failure mode." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug vs loading cjvt/sleng-bert failing; both tokenizer-related but not the same issue." + "reason": "Different tokenizer regressions on different models; no same underlying bug." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Offset mapping correctness and assistant-mask generation are separate tokenizer/template bugs." + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + "reason": "Offset mapping bug and all-zero assistant masks are distinct tokenizer/chat-template issues." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Deepseek-v4 dtype/transpose bug and Minimax attention numerical mismatch are different models and code paths." + "reason": "Both touch numerical behavior, but on different model implementations and different code paths." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + "reason": "DSA indexer activation discussion vs GLM-5 RoPE implementation; not the same bug." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file kwargs passthrough in AutoProcessor is unrelated to chat-template crashes with tool calls." - }, - { - "left": "issue:43122", - "right": "issue:46326", - "accept": false, - "reason": "Both involve tokenization, but one is a cross-version regression while the other is a mistral_common continue_final_message bug." + "reason": "AutoProcessor cache kwargs forwarding is unrelated to chat template crashes on tool-call messages." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "SAM3 tracker/model-type warning vs missing fpn_position_embeddings in SAM3 vision output; distinct bugs." + "reason": "Same SAM3 family, but one is a model-type warning and the other is a missing attribute in the vision encoder." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe load/regression issue vs tokenizer.save_pretrained writing the wrong tokenizer_class; different functionality." + "reason": "Import/regression vs tokenizer save_pretrained mismatch; different failures." }, { "left": "issue:43122", - "right": "issue:44521", + "right": "issue:46326", "accept": false, - "reason": "General tokenization regression vs multimodal assistant-mask handling; not the same concrete defect." + "reason": "Both involve tokenization behavior, but one is a broad v5 regression and the other is a mistral_common continue_final_message bug." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "Generic tokenizer regression vs multimodal assistant mask bug; not the same concrete issue." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file breaking from_pretrained are different load/save issues." + "reason": "Saving dequantized models and gguf_file loading are separate serialization/load paths." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer access bug do not share the same path." + "reason": "Unrelated: model import/regression vs reading a position_ids buffer." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx import failure vs slow/fast tokenizer inconsistency are different problems." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MOE/save_pretrained, but one is a load/regression bug and the other is FP8 save_pretrained behavior; too different to merge." + "reason": "Qwen3-VL-Moe import/version bug vs FP8 save_pretrained issue; no shared code-path." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained regression while the other is from_pretrained failure." + "reason": "Same model family, but save_pretrained checkpoint corruption and from_pretrained error are different directions and not clearly one fix." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing exports (Qwen2.5 VL class vs HybridCache) and likely different fixes." + "reason": "Different missing imports: Qwen2_5_VLForConditionalGeneration vs HybridCache." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label outputs in an example script vs Gemma 4 mm_token_type_ids defaults for text-only fine-tuning are unrelated." + "reason": "Classification example script behavior vs Gemma 4 mm_token_type_ids defaulting; unrelated." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Two tokenizer regressions, but on different models and behaviors; not the same underlying bug." + "reason": "Different tokenizer regressions affecting different models and likely different root causes." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer language state are separate tokenizer subsystems." + "reason": "Qwen3 offset mapping bug and stale phonemizer backend bug are unrelated tokenizer issues." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; no shared underlying change." + "reason": "Both are import errors, but from different libraries and different missing symbols." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the classification example returning empty results." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "Module import failure and LayoutLMv3 error-message clarity are unrelated." + "reason": "Tensor parallel training bug and multi-label classification example failure are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift between train/eval and incorrect pipeline-parallel LLM output are different failure modes." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Package/backend dependency inclusion and Python 3.14 loading failure are unrelated." + "reason": "Dtype drift in evaluation is separate from incorrect outputs under pipeline parallelism." }, { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "mllama multimodal token-mask logic and generation kwargs syncing after sync_gpus are separate code paths." + "reason": "Missing transformers.onnx import and LayoutLMv3 error-message clarity are unrelated." } ] }, @@ -16163,21 +16187,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:28348", "issue:38617", + "issue:39379", + "issue:42175", "issue:42371", "issue:42673", - "issue:42796", "issue:42898", "issue:43066", "issue:43116", + "issue:43232", "issue:43493", "issue:43611", "issue:43618", - "issue:43825", - "issue:43827", "issue:43874", "issue:43937", "issue:43976", @@ -16186,13 +16210,14 @@ "issue:44075", "issue:44188", "issue:44355", + "issue:44483", "issue:44485", "issue:44610", "issue:44625", "issue:44704", "issue:44779", "issue:44936", - "issue:44995", + "issue:44938", "issue:45072", "issue:45083", "issue:45278", @@ -16205,22 +16230,24 @@ "issue:46328", "issue:46614", "issue:46640", - "issue:46697", - "issue:46710", "issue:46726", "issue:46829", "issue:46877", "issue:46909", "issue:46981", - "issue:47116" + "issue:47116", + "issue:47217" ], "soft_pairs": [ + "issue:42175|issue:44938", + "issue:39379|issue:43232", "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", "issue:42898|issue:46614", "issue:43937|issue:44485", "issue:38617|issue:45278", + "issue:44483|issue:47217", "issue:43976|issue:45446", "issue:43611|issue:46002", "issue:44038|issue:45478", @@ -16232,221 +16259,204 @@ "issue:43116|issue:43493", "issue:45083|issue:45446", "issue:44610|issue:46909", - "issue:44075|issue:44936", "issue:42371|issue:43874", - "issue:46726|issue:46981", + "issue:44075|issue:44936", "issue:43618|issue:46829", + "issue:46726|issue:46981", "issue:46328|issue:47116", - "issue:43992|issue:44704", "issue:28348|issue:46640", - "issue:43066|issue:46710", - "issue:43116|issue:43825", - "issue:42673|issue:42796", - "issue:43827|issue:45446", - "issue:44995|issue:46697" + "issue:43992|issue:44704" ], - "prepared_review_unit_hash": "3fa338ccb1de8335a1a2e52bba424a6aaca5e681dcfa454cdcbe34cdc4460bad", + "prepared_review_unit_hash": "e258c089e4370dc044c457ac1f365b0912938f3c7ee325d366331ad0f30eec48", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36084, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 + "soft_pair_count": 27, + "serialized_chars": 35377, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 }, "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, with a loose common thread around Transformers v5 regressions and tokenizer/model breakages. No PRs are present, and none of the soft pairs look like true duplicates of the same concrete bug.", + "summary": "This cluster is a loose grab-bag of Transformers regressions and compatibility bugs, with soft similarities mostly coming from shared subsystems or version-v5 wording rather than the same underlying defect. I would not merge any of the proposed soft edges.", "confidence": 0.34, - "canonical_issue_reason": "issue:45278 is the broadest umbrella for version-wide v5 import/API breakage reports, so it best represents the shared regression theme among the few somewhat related issues.", + "canonical_issue_reason": "issue:45278 is the broadest, most general regression report in the set, but there is no strong evidence that this cluster is a single duplicate family; it is only the least-specific candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative because it captures the widest user-facing impact and can subsume narrower import-error reports better than model-specific or docs-only issues.", + "best_issue_reason": "issue:45278 is the most plausible representative issue because it is broad and user-facing, but it should be treated as a loose umbrella at best, not a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Both are import/runtime problems, but one is about missing TensorFlow extras in the torch install and the other is a Python 3.14 load failure; different bugs." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling and generation kwargs after sync_gpus are unrelated code paths." + }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen/SigLIP multimodal complaints, but one is a SigLIP2 output discrepancy and the other is an infinite loop on a specific image; different failure modes and code paths." + "reason": "SigLIP2 HF/JAX discrepancy and Qwen3_5 image-triggered looping are different model-specific bugs." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad's numpy/list conversion slowdown." + "reason": "torch.compile attention-kernel branching and SequenceFeatureExtractor.pad performance are not the same defect." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "One is a docs parameter name typo in set_training(), the other is import-time docstring lint logging; not the same bug." + "reason": "A docs parameter-name mismatch is not the same as auto_docstring emitting lint output at import time." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "clean_up_tokenization_spaces v5 behavior changes and a stale espeak backend in phonemize are different tokenizer/phonemizer state issues." + "reason": "Tokenizer cleanup behavior in v5 and stale espeak backend selection are unrelated tokenization/speech issues." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but one is invalid GenerationConfig validation and the other is a RoPE implementation discussion; different concrete problems." + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different bugs in different parts of the model." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad umbrella for many import errors, but 38617 is a specific missing symbol ImportError; too broad to treat as the same underlying bug." + "reason": "One is a missing symbol import, the other is a broad upgrade-time import-breakage report; same theme, not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat/completions API regression and vision-language placeholder handling are different request-path problems." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "A Python version-compatibility issue and an incorrect PyTorch version check for AuxRequest import are different import-time regressions." + "reason": "Python version gating and a PyTorch version check for flex_attention are separate compatibility checks." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading via base_model_prefix and NaNs in classification heads are unrelated failure modes." + "reason": "base_model_prefix loading regression and NaNs in classification heads are unrelated failures." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model families and different from_pretrained failures; not the same concrete code-path bug." + "reason": "Qwen3-VL-Moe from a bug report and Qwen3.5 Moe from_pretrained error are not the same code-path failure." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and likely different decoder/tokenization logic." + "reason": "Both mention tokenizer regressions in v5, but they concern different models and different tokenizer behavior." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "A VRAM leak in multi-threaded dataloaders is unrelated to bfloat16 dtype mismatches in inference." + "reason": "VRAM leakage in multithreaded dataloading and bf16 dtype mismatches are not the same bug." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "save_pretrained saving wrong visual encoder keys and from_pretrained failing are related to the same model family, but they are different read/write paths and not the same bug." + "reason": "save_pretrained writing wrong visual encoder keys is distinct from from_pretrained failing on Qwen3.5 Moe." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a documentation parameter mismatch are unrelated." + "reason": "Compiled Python file errors and a documentation parameter typo are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "A Qwen3.5 config propagation bug and NaNs in classification heads are different issues in different subsystems." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different issues." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "An example script returning empty multi-label results is unrelated to a SigLIP2 implementation discrepancy." + "reason": "The example script returning empty multi-label results is not the same as a SigLIP2 implementation discrepancy." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A feature-extraction length helper behaving unexpectedly and an AuxRequest import version check are different bugs." + "reason": "A feature-extractor length helper bug and a flex_attention version-check bug are unrelated." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "An image processor size mismatch and a broken DIA documentation example are not the same underlying problem." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "SGD argument handling and trainer.evaluate() failing after train() are separate training-loop issues." + "reason": "Processor/model input-size mismatch and a broken documentation example are not the same underlying problem." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API-setting guidance and a missing image-patch method in GLM46V are unrelated." + "reason": "TF32 API guidance and a missing multimodal patch-count method are unrelated." }, { - "left": "issue:46726", - "right": "issue:46981", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "AutoProcessor missing-vision-backend handling and HF_ENDPOINT 429 retry behavior involve different failure paths in from_pretrained." + "reason": "Optimizer argument handling and trainer.evaluate failing after train are different training bugs." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field assignment bugs, but CLIP attentions and VideoPrism hidden_states involve different model outputs and tensors." + "reason": "Both are output-field mixups, but they affect different model outputs and different tensors; not enough to treat as one bug." }, { - "left": "issue:46328", - "right": "issue:47116", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "A padding inefficiency in SequenceFeatureExtractor is unrelated to a streaming pipeline regression." + "reason": "Missing vision backend handling in AutoProcessor and repeated HTTP 429 retries are completely different AutoProcessor behaviors." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:46328", + "right": "issue:47116", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor not forwarding kwargs to cached_file are different loading bugs." + "reason": "Padding performance and streaming pipeline regression are different issues with no shared concrete failure mode." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Flash Attention 2 support for GPT2LMHeadModel is a feature request, while 46640 is a separate Flash Attention 2 issue; not the same bug/change." - }, - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer decoder-type regressions and a DeepSeek accuracy regression are different symptoms and code paths." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "An example-script classification bug and a pipeline() error-message regression are not the same underlying issue." - }, - { - "left": "issue:42673", - "right": "issue:42796", - "accept": false, - "reason": "VRAM leakage in threaded inference and tokenizer BPE-marker handling are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Docs still referencing pipeline() after removals and an incorrect version check for AuxRequest import are separate issues." + "reason": "A specific GPT2LMHeadModel flash-attention feature request is not the same as a generic Flash Attention 2 issue." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "A stale indexer cache crash on second forward and image over-padding are different model/processor behaviors." + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor kwargs forwarding are unrelated." } ] }, @@ -16468,21 +16478,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:33453", "issue:39379", "issue:39401", "issue:42222", - "issue:42617", + "issue:42673", + "issue:42796", "issue:43064", - "issue:43408", + "issue:43066", + "issue:43116", "issue:43441", "issue:43450", "issue:43673", "issue:43688", - "issue:43742", "issue:43824", + "issue:43825", + "issue:43827", "issue:43937", "issue:43986", "issue:44117", @@ -16491,281 +16504,264 @@ "issue:44380", "issue:44410", "issue:44466", - "issue:44704", "issue:44779", "issue:44829", "issue:44977", + "issue:44995", "issue:45071", - "issue:45081", "issue:45092", "issue:45216", "issue:45310", "issue:45341", "issue:45405", "issue:45446", - "issue:45561", "issue:45563", "issue:45588", - "issue:45632", "issue:46002", "issue:46077", "issue:46328", - "issue:46512", + "issue:46697", + "issue:46710", "issue:46752", "issue:46762", "issue:46897", "issue:46981", "issue:47000", - "issue:47059", - "issue:47110" + "issue:47059" ], "soft_pairs": [ + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:44995|issue:46697", "issue:45092|issue:46762", "issue:33453|issue:39401", "issue:44263|issue:46762", - "issue:43824|issue:46981", "issue:43064|issue:43673", + "issue:43824|issue:46981", "issue:43673|issue:46328", "issue:39379|issue:43688", "issue:42222|issue:43441", "issue:42222|issue:47000", "issue:44380|issue:46077", "issue:45405|issue:45446", + "issue:43937|issue:45563", "issue:42222|issue:46752", "issue:44117|issue:45588", - "issue:43937|issue:45563", "issue:44291|issue:45071", "issue:39379|issue:46897", "issue:44466|issue:46002", "issue:44410|issue:45310", "issue:39401|issue:44779", - "issue:43450|issue:43986", "issue:43937|issue:44977", "issue:45071|issue:47059", "issue:45341|issue:46328", - "issue:44704|issue:47110", - "issue:44829|issue:45216", - "issue:45071|issue:46512", - "issue:45341|issue:45561", - "issue:43408|issue:43742", - "issue:44117|issue:45081", - "issue:42617|issue:45341", - "issue:45632|issue:46981" + "issue:43450|issue:43986", + "issue:44829|issue:45216" ], - "prepared_review_unit_hash": "b8aac560f3846c2ab12a133bd6e0c57cda0e7d1d37ee39299b65bcb5d4de8b09", + "prepared_review_unit_hash": "9915cde79a73ac5207cf6e19b9a2b7e80469e7eebf2ce57c1d35c699d5c0587b", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37017, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "soft_pair_count": 29, + "serialized_chars": 36393, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it spans unrelated tokenizer, model-loading, attention, generation, training, and testing-utils bugs. None of the soft pairs look like the same underlying issue, so I would not deduplicate any of them together.", + "summary": "No duplicate clusters are supported by the evidence here; every soft pair appears to be a distinct bug or change, even when the symptoms are superficially similar (tokenizers, v5 regressions, attention backends, video models, etc.).", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: the batch spans unrelated defects across different models, APIs, and subsystems, so there is no single issue that clearly represents the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a strong global canonical candidate because none of the soft pairs looks like a true duplicate or the same concrete code-path failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Both involve v5/model behavior regressions, but one is a tokenizer decoder-type problem and the other is an accuracy regression on a specific DeepSeek model; they are not the same defect." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is a broken example script for multi-label classification, the other is a misleading pipeline error message about translation support; different code paths and symptoms." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in Qwen3 causal LM threads and tokenizer BPE-marker handling are unrelated bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs and a PyTorch version check in flex_attention are unrelated changes." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale cache crash in GlmMoeDsa and over-padding in Swin2SR image processing are different subsystems and failures." + }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Different models and failure modes: remote-code/meta-init incompatibility vs numerical differences in Minimax attention." + "reason": "Remote-code checkpoint/meta-init incompatibility is unrelated to numerical differences in Minimax MSA attention." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both involve tokenizers, but one is a loading regression and the other is a wrong offset_mapping bug in Qwen3." + "reason": "Both are tokenizer issues, but one is generic tokenizer loading regression and the other is a specific offset_mapping bug for Qwen3; not the same underlying problem." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "Unrelated code paths: GlmMoeDsaIndexer split behavior vs Minimax MSA attention numerics." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to an attention implementation mismatch." }, { - "left": "issue:43824", - "right": "issue:46981", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "ImportError for a missing Qwen class is unrelated to AutoProcessor retry behavior on HTTP 429." + "reason": "Optimizer-state corruption under FSDP2/PEFT and missing GenerationMixin cache in chunked prefill are separate training vs generation bugs." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "Training/FSDP optimizer-state bug is unrelated to GenerationMixin cache handling during chunked prefill." + "reason": "ImportError for a Qwen2.5 VL class and repeated 429 retries in AutoProcessor are not the same change." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are different bugs." + "reason": "A generation cache bug and a padding performance issue in feature extraction are unrelated." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Different subsystems and symptoms: mllama mask handling vs auxiliary-loss normalization." + "reason": "Incorrect mllama mask handling and auxiliary-loss normalization bugs affect different model components." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Both are model-specific breakages, but the broken vitpose models and Ministral FlashAttention failure are not the same bug." + "reason": "A broken vitpose model import/setup and a Ministral FlashAttention failure are unrelated model-specific bugs." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "Completely different failures: vitpose breakage vs RTDetrLoss infeasible cost matrix." + "reason": "vitpose breakage and RTDetrLoss infeasible-cost-matrix crashes do not share the same code path." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both concern attention behavior, but GPT2 scaling being ignored and Gemma4 still building causal masks are distinct issues." + "reason": "GPT2 attention scaling with SDPA/FlashAttention and Gemma4 bidirectional-mask handling are both attention-related, but they are different model-specific bugs." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Package-version requirement mismatch is unrelated to the PyTorch version check bug in flex_attention." + "reason": "A dependency-version bump issue and a PyTorch import/version-check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "An invalid GenerationConfig error and a stale warning about num_return_sequences are different generation issues." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "vitpose model breakage is unrelated to apply_chat_template crashing on an empty list." + "reason": "vitpose breakage and empty-list apply_chat_template crashes are unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are separate code paths." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "GenerationConfig validation failure is not the same as a stale warning about num_return_sequences." + "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention AttributeError on s_aux=None are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both touch v5 initialization/config, but init_empty_weights _is_hf_initialized and PretrainedConfig type checking are different bugs." + "reason": "Unexpected _is_hf_initialized init args and PretrainedConfig type-checking regressions are both v5-related, but they are distinct failure points." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "Different models and defects: incorrect mllama mask handling vs Florence2 training-loss double shift." + "reason": "These are both training/math bugs, but the mllama mask issue is not the same as Florence2's double-shift loss bug." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights depending on device is unrelated to NaNs in classification heads after checkout/init." + "reason": "Inconsistent lm_head.weight serialization and NaNs in classification heads are separate save/load vs initialization issues." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "qwen3next missing projections and Qwen3.5 from_pretrained error are different model-specific failures." + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors are different model-loading bugs." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but Qwen3 offset_mapping and Deepseek incorrect outputs are not the same underlying bug." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Incorrect batched video processor shapes and missing- torchvision load crashes are different issues." + "reason": "Two tokenizer regressions, but for different models and likely different tokenization logic; not enough to treat as duplicates." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig invalid for GLM-5 is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "GenerationConfig validation and Qwen3.5 FlashAttention generation failures are separate issues." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig type checking and a huggingface_hub CLI compatibility break are unrelated." + "reason": "PretrainedConfig type checking and CLI completion breakage in huggingface_hub are unrelated." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A small testing_utils bug is not the same as a SequenceFeatureExtractor.pad performance issue." + "reason": "A small testing_utils bug and a feature-extractor padding performance issue are unrelated." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "AutoProcessor kwargs forwarding and special_tokens being a list instead of a dict are different bugs." + "reason": "Batched video processor shape errors and missing-torchvision AutoProcessor crashes are different video pipeline failures." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 training degeneracy and save_pretrained checkpoint serialization are unrelated failures." - }, - { - "left": "issue:45071", - "right": "issue:46512", - "accept": false, - "reason": "PretrainedConfig type-checking breakage is separate from stale config.dtype after from_config(dtype=...)." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "The generic testing_utils bug does not clearly match the specific xdist race on captured_info.txt." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Model-type warning for sam3 trackers is unrelated to a key error while loading MobileLLM-125M." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping None and Mistral regex patch crashing on backend_tokenizer are different tokenizer-loading bugs." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "A script execution problem and a testing_utils bug are unrelated." - }, - { - "left": "issue:45632", - "right": "issue:46981", - "accept": false, - "reason": "Cache-path collisions for local trust_remote_code models are unrelated to repeated HTTP 429 retries in AutoProcessor." + "reason": "Degenerate training with flash_attention_3 and incorrect checkpoint saving in Qwen3.5 are unrelated bugs." } ] }, @@ -16787,62 +16783,70 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", + "issue:42617", "issue:43066", "issue:43097", "issue:43122", "issue:43208", - "issue:43352", - "issue:43673", - "issue:43874", - "issue:43931", + "issue:43408", + "issue:43742", "issue:43937", "issue:44075", "issue:44077", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", - "issue:44360", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", "issue:44493", "issue:44496", + "issue:44704", "issue:44877", "issue:44933", "issue:45071", + "issue:45081", "issue:45278", "issue:45310", "issue:45341", - "issue:45464", "issue:45478", + "issue:45561", + "issue:45632", "issue:45656", - "issue:46172", "issue:46178", "issue:46209", "issue:46231", "issue:46298", + "issue:46512", "issue:46617", "issue:46752", "issue:46762", "issue:46894", "issue:46981", + "issue:47110", "issue:47116" ], "soft_pairs": [ + "issue:44704|issue:47110", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:44117|issue:45081", + "issue:45632|issue:46981", "issue:38617|issue:41628", "issue:43122|issue:46298", + "issue:44877|issue:46231", "issue:42222|issue:46178", "issue:39401|issue:46209", - "issue:44877|issue:46231", "issue:42371|issue:44261", "issue:43937|issue:44496", "issue:44484|issue:45310", @@ -16857,219 +16861,198 @@ "issue:43208|issue:46894", "issue:43097|issue:44493", "issue:44077|issue:46981", - "issue:46752|issue:47116", - "issue:43673|issue:45341", - "issue:43931|issue:44410", - "issue:41628|issue:45071", - "issue:43874|issue:44261", - "issue:44483|issue:45464", - "issue:44484|issue:45478", - "issue:27957|issue:43352", - "issue:44263|issue:46172", - "issue:44360|issue:46172" + "issue:46752|issue:47116" ], - "prepared_review_unit_hash": "3559d923e557136bf636b411badcd1ae0beb87d385a5969731ad264fa9755d42", + "prepared_review_unit_hash": "4059c219bbef97ab1b1280f0fd0b5d56bfa85c3f0a9925f248ab39f7ca2805ee", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35141, - "estimated_input_tokens": 8786, - "estimated_eval_tokens": 17828 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35281, + "estimated_input_tokens": 8821, + "estimated_eval_tokens": 17898 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and model-specific bugs. There are no clear duplicate PRs, and none of the soft candidate pairs are strong enough to merge as the same underlying change/bug with the available evidence.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style regression report in the set: \"Many import errors after update from 4.57.0 to 5.5.0\". It best represents the cluster\u2019s import/API breakage theme, even though most other items are narrower and not true duplicates.", + "summary": "The cluster is mostly heterogeneous: import/export regressions, tokenizer behavior changes, model-specific loading bugs, optimizer issues, and unrelated test/runtime problems. There is no strong duplicate set, so the safest conclusion is that these are separate issues rather than one unified bug.", + "confidence": 0.41, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general, user-impacting issue among the candidates and is the closest thing to a cluster representative. The other issues are mostly model-specific or narrow symptoms.", + "best_issue_reason": "issue:45278 is the broadest representative because it covers the recurring v5 import/API-breakage theme seen in a few other reports, but it is still not a true umbrella for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Both are import/argument-shape problems, but one is about AutoProcessor kwargs to cached_file and the other is about malformed special_tokens input; different code paths and failures." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "A type-checking regression in PreTrainedConfig is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but one is a minor bug report while the other is a pytest-xdist race on captured_info.txt; not the same defect." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3 model-type warning is not the same underlying bug as a MobileLLM loading KeyError." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is a None mapping assumption and the other is a Mistral regex patch crash; different root causes." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to repeated HTTP 429 retries in AutoProcessor.from_pretrained." + }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols and likely different code paths." + "reason": "Both are import errors, but they concern different missing symbols and likely different API regressions." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Different tokenization regression vs noisy logging; unrelated problems." + "reason": "Tokenizer behavior changes and a noisy logging message are not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "A strict config-loading failure is unrelated to a documentation/parameter-name mismatch." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a backend mapping error are unrelated." + "reason": "Broken vitpose model loading and an unsupported tensorflow_text backend error are different problems." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping bug vs FP8 inference on B200; different subsystems and symptoms." - }, - { - "left": "issue:44877", - "right": "issue:46231", - "accept": false, - "reason": "Strict config loading vs a documentation parameter mismatch; not the same bug." + "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are completely different issues." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 settings API issue and an MLA numerical precision issue are unrelated." + "reason": "TF32 API guidance and an MLA rms_norm_eps precision bug do not share the same code-path problem." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation failure vs model loading/config recognition failure; different root causes." + "reason": "A GenerationConfig validation error and an unrecognized model/config error are distinct loading/validation failures." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Shard-size behavior and Qwen3.5 MoE from_pretrained failure are unrelated." + "reason": "A shard-size question and a Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical differences, but they concern different models and different attention implementations." + "reason": "Both are numerical-accuracy complaints, but they target different models and implementations; not the same underlying bug." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing import from image_utils is not clearly the same bug as a broader upgrade-wide import regression." + "reason": "The former is a specific missing import from image_utils, while the latter is a broad post-upgrade import-regression report; related theme, not the same bug." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 API guidance and cache file loading failure are unrelated." + "reason": "TF32 API settings and a trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained error; different model bugs." + "reason": "Missing projections in qwen3next and a Qwen3.5 MoE from_pretrained error are different model-specific failures." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Unused SGD args and double optimizer stepping under deepspeed are different optimizer issues." + "reason": "An SGD-args-not-used bug is not the same as optimizer.step being called twice under deepspeed." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError and audio feature extraction failure are unrelated." + "reason": "An import error for layer_type_validation and an audio feature extraction issue are unrelated." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue in one component and a RoPE implementation discussion are not the same defect." + "reason": "A torch.split return-value bug and a RoPE implementation discussion are not the same code-path failure." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions around v5, but the titles indicate different symptoms and likely different root causes." + "reason": "Both involve tokenizer changes in v5, but one is about decoder type and the other about differing tokenization outputs; too broad to merge." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and a CohereASR double-shift bug are model-specific and distinct." + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated model/training issues." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config option fallout and unexpected position-id keys are different compatibility problems." + "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are not the same regression." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "PatchTSMixer post_init policy and AutoProcessor retry behavior are unrelated." + "reason": "A patchtsmixer post_init policy change is unrelated to HTTP 429 retry behavior." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty chat-template input crash and streaming pipeline regression are different chat/pipeline bugs." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Chunked prefill cache regression and a testing-utils bug are unrelated." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading/model-definition issues." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "ImportError for AutoImageProcessor and a PreTrainedConfig type-checking break are different API regressions." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing image-patch counting method and MLA layernorm epsilon precision issue are unrelated." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Generic chat/completions request rejection and streaming inference failure on a specific model are not clearly the same defect." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "Shard-size question and Qwen3.5 MoE from_pretrained error are unrelated." - }, - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2, but they concern different models and opposite support states." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "torch.split indexing behavior and a transpose/dtype issue in deepseek-v4 are unrelated." - }, - { - "left": "issue:44360", - "right": "issue:46172", - "accept": false, - "reason": "Missing ReLU in the DSA indexer and deepseek-v4 tensor transpose logic are different bugs." + "reason": "An empty-list chat-template crash and a streaming pipeline regression are separate failures." } ] }, @@ -17091,68 +17074,77 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ + "issue:27957", "issue:38617", + "issue:41628", "issue:42757", "issue:42886", - "issue:42890", "issue:43012", "issue:43064", "issue:43097", "issue:43208", + "issue:43352", "issue:43441", "issue:43452", "issue:43577", "issue:43673", - "issue:43873", "issue:43874", "issue:43931", "issue:43986", "issue:44038", - "issue:44062", "issue:44117", "issue:44261", "issue:44263", "issue:44315", - "issue:44351", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44829", "issue:44987", "issue:45003", + "issue:45071", "issue:45341", "issue:45372", "issue:45375", "issue:45440", + "issue:45464", + "issue:45478", "issue:45588", "issue:45753", "issue:46050", "issue:46123", "issue:46172", - "issue:46298", "issue:46369", "issue:46655", "issue:46664", - "issue:46701", - "issue:46752", - "issue:46821", "issue:46897", "issue:46981", "issue:47000" ], "soft_pairs": [ + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", "issue:43012|issue:43577", "issue:43441|issue:44829", "issue:43931|issue:44038", "issue:43097|issue:43452", - "issue:43986|issue:45341", "issue:44261|issue:44485", + "issue:43986|issue:45341", "issue:45003|issue:45341", "issue:42886|issue:46981", - "issue:45753|issue:46369", "issue:45341|issue:47000", + "issue:45753|issue:46369", "issue:44117|issue:44987", "issue:43874|issue:44263", "issue:43097|issue:45588", @@ -17161,234 +17153,232 @@ "issue:44410|issue:45375", "issue:44038|issue:44410", "issue:38617|issue:42757", - "issue:43986|issue:45372", "issue:43097|issue:46050", "issue:43064|issue:44315", + "issue:43986|issue:45372", "issue:43208|issue:46897", - "issue:46655|issue:46664", - "issue:44062|issue:44117", - "issue:43986|issue:44484", - "issue:46298|issue:46752", - "issue:42890|issue:46298", - "issue:38617|issue:44351", - "issue:43097|issue:43873", - "issue:43012|issue:46821", - "issue:44117|issue:46701" + "issue:46655|issue:46664" ], - "prepared_review_unit_hash": "b47ac31b405249511305ed9ea0532f18113b8a3ba4673ac2f52ca58a1fe4038e", + "prepared_review_unit_hash": "a0e105ca16751f75c1aaee9ccc117fb54629d6587bd963a334d2117f44e098bc", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36945, - "estimated_input_tokens": 9237, - "estimated_eval_tokens": 18730 + "soft_pair_count": 32, + "serialized_chars": 37134, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous collection of unrelated Transformers bug reports; none of the soft pairs look like the same underlying fix, so all are rejected.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated import errors, model-specific regressions, training bugs, and test/utilities issues.", + "summary": "Mostly heterogeneous transformer bug reports with a few superficial similarities; I do not see any true duplicate pair to merge. The only near-related items are the two SmolVLM video-processor reports, but they still look like distinct bugs.", + "confidence": 0.61, + "canonical_issue_reason": "issue:46655 is the closest anchor because it matches the only near-duplicate-looking pair (with issue:46664) in the otherwise heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the cluster, issue 43873 is the broadest and most active user-facing regression report, but it is still not a duplicate target for the rest of the set.", + "best_issue_reason": "issue:46655 is the most representative bug report here, but the cluster is too mixed to be a strong universal canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Different areas: generation cache/chunked prefill vs a testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Same broad Qwen/VL ecosystem, but one is a load-time weight-shape mismatch and the other is a missing projection definition." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Import error for AutoImageProcessor is unrelated to PreTrainedConfig type-checking behavior." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "One is a missing image-processor method; the other is an MLA RMS eps precision issue." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is not the same bug as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different models and different failure modes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a generic API acceptance failure and the other is a streaming inference issue on a specific model." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated tensor/math bugs in different model families." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU concern does not match the DeepSeek dtype/transpose bug." + }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Different symptoms and code paths: a PyTorch precision warning during compilation versus Blip2 dtype staying float32 on load." + "reason": "Both are dtype-related, but one is a PyTorch warning during compile and the other is a loading-time float32 retention bug." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve attention, but one is a Ministral-3 FlashAttention load failure and the other is degenerate training with flash_attention_3; not the same bug." + "reason": "FlashAttention-related, but one is a model support/compatibility error and the other is a training degeneration regression." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL problems: a specific weight-shape mismatch on load versus a separate Qwen3-VL-Moe bug in Transformers 5.0." + "reason": "Related Qwen3-VL naming, but the reported failures and root causes differ." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Unrelated issues: a removed tie_embeddings API in v5 versus gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "Removal of a config helper is unrelated to gguf_file breaking from_pretrained." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Different areas entirely: processor loading without torchvision versus a testing_utils bug." + "reason": "Different model internals: MLA q_a_layernorm precision vs GLM-5 RoPE implementation." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Both are GLM-related, but one is about a missing rms_norm_eps config field and the other is RoPE implementation; distinct defects." + "reason": "AutoProcessor crash without torchvision is unrelated to the testing_utils bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to a testing_utils bug." + "reason": "Unsafe sys.modules access is a different code path from the testing_utils issue." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both touch network/offline behavior, but one is tokenizer cache loading under HF_HUB_OFFLINE and the other is repeated 429 retries via HF_ENDPOINT." + "reason": "Both are loading/retry issues, but offline cache fallback and repeated 429 retries are distinct problems." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:45341", + "right": "issue:47000", "accept": false, - "reason": "Different failures in different models: infinite looping on a specific image versus memory overflow in sam3-litetext." + "reason": "Testing utility bug vs RTDetrLoss infeasible cost-matrix crash are unrelated." }, { - "left": "issue:45341", - "right": "issue:47000", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "A test utility bug is unrelated to RTDetrLoss producing an infeasible cost matrix." + "reason": "An infinite-loop image-specific bug is not the same as a memory overflow in sam3-litetext." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None is not the same as Transformers>=5.1.0 failing on physical-intelligence/fast loading." + "reason": "Both affect from_pretrained, but tokenizer mapping None and a specific repo load failure are different root causes." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM code paths: missing image-patch counting method versus torch.split return handling in a different module." + "reason": "Different GLM-related bugs with no shared underlying defect." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed embedding-tie API is unrelated to a flash_attention.py crash on s_aux=None." + "reason": "Config-removal regression is unrelated to the flash_attention.py s_aux=None crash." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both are generation/pipeline regressions, but one is missing cache in chunked_prefill and the other is final-batch handling in MaskGenerationPipeline." + "reason": "Both touch generation/pipeline mechanics, but they are separate bugs in different components." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek bugs: remote/native model divergence versus a dtype/transpose issue in deepseek-v4." + "reason": "Both are DeepSeek-related, but they describe different models and different errors." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Same broad Qwen family, but one is missing projections in qwen3next and the other is a missing deepstack_visual_indexes config field." + "reason": "Both are Qwen3 family issues, but one is missing projections and the other is a missing vision-config field." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Distinct model bugs: a Qwen3-VL-Moe issue versus qwen3next missing attention projections." + "reason": "Same model family, but the reported incompatibilities are different and not clearly one bug." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportError reports, but they reference different missing symbols from different packages." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Different dependency/import failures: missing torchvision for AutoProcessor versus missing ReasoningEffort from mistral_common." + "reason": "Both are ImportErrors, but they involve different missing symbols from different packages." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A v5 API removal issue is unrelated to quantized save/load corruption after sinq." + "reason": "Config removal and quantized save/load breakage are unrelated." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Both are training-stack regressions, but one is FSDP2+PEFT optimizer state corruption and the other is Liger Kernel not being applied with model_init." - }, - { - "left": "issue:43208", - "right": "issue:46897", - "accept": false, - "reason": "Different model-specific training bugs: xLSTM small-model training blockers versus Florence2 double-shift training loss." - }, - { - "left": "issue:46655", - "right": "issue:46664", - "accept": false, - "reason": "Same SmolVLM video processor area, but one is a padding-calculation bug and the other is a num_frames semantic inconsistency." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "Tokenizer AddedToken kwarg collisions are unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "Different training-stack failures: FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init." }, { "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "Processor loading without torchvision has nothing to do with max_shard_size default behavior in save_pretrained()." - }, - { - "left": "issue:46298", - "right": "issue:46752", - "accept": false, - "reason": "Noisy logging and an empty-list apply_chat_template crash are unrelated." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "A flaky SamHQ test due to missing set_seed is unrelated to a logging-message issue." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Different ImportErrors from different symbols and modules; they are not the same missing-export regression." - }, - { - "left": "issue:43097", - "right": "issue:43873", + "right": "issue:45372", "accept": false, - "reason": "A removed API announcement and a quantization offloading regression are different code-path problems." + "reason": "Processor loading without torchvision and ReasoningEffort import failure are different dependency/import problems." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:43208", + "right": "issue:46897", "accept": false, - "reason": "A bfloat16 precision warning during compilation is unrelated to TimesFM window_size raising AttributeError." + "reason": "Different models and different bug classes; no sign of a shared underlying defect." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Tokenizer mapping None and the DiffusionGemma image-text-to-text pipeline failure are distinct bugs." + "reason": "Same SmolVLM video processor area, but the titles point to different bugs (padding calculation vs num_frames semantics) without evidence they are one issue." } ] }, @@ -17410,10 +17400,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ - "issue:36683", - "issue:42757", + "issue:38617", "issue:42890", "issue:42907", "issue:43012", @@ -17424,18 +17413,18 @@ "issue:43352", "issue:43502", "issue:43550", - "issue:43582", - "issue:43824", "issue:43825", "issue:43827", + "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", + "issue:44062", "issue:44077", "issue:44117", "issue:44162", - "issue:44222", + "issue:44351", "issue:44368", "issue:44380", "issue:44451", @@ -17446,8 +17435,6 @@ "issue:44936", "issue:44938", "issue:45103", - "issue:45478", - "issue:45479", "issue:45584", "issue:45712", "issue:45753", @@ -17457,11 +17444,21 @@ "issue:46298", "issue:46365", "issue:46421", + "issue:46701", "issue:46710", - "issue:47059", + "issue:46752", + "issue:46821", "issue:47116" ], "soft_pairs": [ + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", "issue:46172|issue:46710", "issue:43502|issue:43992", "issue:44704|issue:45103", @@ -17469,14 +17466,13 @@ "issue:44451|issue:47116", "issue:44380|issue:46421", "issue:44938|issue:46178", - "issue:43986|issue:44117", "issue:43064|issue:47116", "issue:42907|issue:45753", "issue:42907|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:43992|issue:44484", "issue:43012|issue:44368", + "issue:43992|issue:44484", "issue:43208|issue:43550", "issue:43827|issue:47116", "issue:43352|issue:43976", @@ -17488,240 +17484,240 @@ "issue:45584|issue:46365", "issue:44380|issue:46132", "issue:44162|issue:46172", - "issue:44077|issue:46365", - "issue:44222|issue:45478", - "issue:42890|issue:47059", - "issue:42757|issue:43824", - "issue:44380|issue:45479", - "issue:36683|issue:43582", - "issue:43064|issue:44380" + "issue:44077|issue:46365" ], - "prepared_review_unit_hash": "13c3d95df71c9c122136fe821298820772aeb7002c4c7308baf6421a756fbbb2", + "prepared_review_unit_hash": "6a7cbba4bef01b04ee730bbe3a27933f1a9f758914c09c2e0d473312ba0eab43", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37476, - "estimated_input_tokens": 9369, - "estimated_eval_tokens": 18994 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37148, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly superficial topical similarities across unrelated Transformers bugs. I did not find any soft pair that looks like the same underlying issue/change, so all are rejected.", - "confidence": 0.89, - "canonical_issue_reason": "issue:47116 is the closest thing to a broad, still-active regression report, but the set is too heterogeneous for a true canonical duplicate hub.", + "summary": "No soft pair looks like the same underlying bug/change; the set is a collection of unrelated issue reports across different code paths. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:47116 is the most general and current issue in the set, with inbound references and a v5 regression framing, but it is not a strong duplicate anchor overall.", + "best_issue_reason": "issue:43502 is the clearest, most actionable standalone bug report in the set, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different failure modes; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "One is a flaky test seed issue; the other is a noisy logging complaint. Different problems." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken constructor misuse vs tokenizer mapping returning None." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noise/logging versus an apply_chat_template IndexError; unrelated code paths." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision loading crash is unrelated to save_pretrained shard size behavior." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config-flag removal complaint and quantization offloading bug are separate issues." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch precision warning in bfloat16 compilation is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to an image-text-to-text pipeline failure." + }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different failures: a specific deepseek tensor cast/transpose bug vs an accuracy regression in a different model family." + "reason": "A DeepSeek tensor transpose bug is not the same as an accuracy regression after upgrade." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Unrelated code paths: offline file resolution vs missing encoder weights during from_pretrained loading." + "reason": "Local-files-only network leakage and missing embed_tokens.weight are different loading bugs." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different subsystems: AutoProcessor kwarg forwarding vs auto-docstring crashes with postponed annotations." + "reason": "Passing kwargs to cached_file is unrelated to auto_docstring crashing on future annotations." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "One is a train/evaluate lifecycle bug; the other is an import-time Trainer dependency conflict." + "reason": "Trainer evaluate-after-train behavior and Trainer import interference from datasets are different failures." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Loading a specific model checkpoint is unrelated to the streaming pipeline regression in v5." + "reason": "Model loading failure and streaming pipeline regression do not share the same concrete root cause." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Different concrete problems: attention scaling ignored in SDPA/FlashAttention vs cache warmup causing recompilation." + "reason": "GPT2 attention scaling with SDPA/FlashAttention is unrelated to chunked prefill cache recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure is not the same as a backend-mapping ValueError for tensorflow_text." - }, - { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Video-model AutoProcessor/torchvision absence is unrelated to tokenizer mapping returning None." + "reason": "Python 3.14 import failure and BACKENDS_MAPPING tensorflow_text validation are separate issues." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is a different training bug from a streaming pipeline regression." + "reason": "Distributed optimizer-state corruption and streaming pipeline regression are unrelated." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Save/dequantization failure and an image-triggered infinite loop are different model behaviors and code paths." + "reason": "Saving dequantized models and an infinite-loop multimodal bug are different code paths." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized model save failure is not the same as Pipeline.save_pretrained support." + "reason": "Both mention saving, but one is dequantized model save failure and the other is Pipeline.save_pretrained support." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A warning about bfloat16 precision is not the same as a torch.compile SDPA failure." + "reason": "Precision warning during bfloat16 compilation is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Repo hygiene/dummy class cleanup is unrelated to a noisy logging message." + "reason": "Left is dummy-class cleanup; right is a logging message complaint." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Missing embed_tokens weights during load is unrelated to the max_shard_size default question." + "reason": "A compile-time warning and a tie_word_embeddings config warning are not the same issue." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "These concern different warnings: PyTorch float32 precision vs tie_word_embeddings advice for LoRA." + "reason": "Missing encoder weights on load is unrelated to save_pretrained shard size defaults." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs are not the same as Bamba SDPA compile failures." + "reason": "xLSTM training bugs and Bamba SDPA compile failure are different model-specific problems." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() is a documentation issue, not the streaming pipeline runtime regression." + "reason": "Docs still referencing pipeline after removals is unrelated to a streaming regression." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support gating for one model is unrelated to Python version compatibility." + "reason": "Flash Attention support for Nemotron and Python 3.9/3.10 compatibility are distinct issues." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both touch attention/backends, but they are different model-specific bugs with different symptoms." + "reason": "Nemotron Flash Attention support and GPT2 attention scaling under SDPA are different model/backend bugs." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type mismatch is not the same as a reproduction of an unrelated earlier issue." + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Error-message wording for pipeline tasks is unrelated to saving Pipeline objects." + "reason": "Pipeline error messaging and Pipeline.save_pretrained behavior are separate concerns." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "Serving KV-cache continuation indexing bug is a different path from the streaming pipeline regression." + "reason": "KV-cache tensor indexing crash in serve is unrelated to streaming pipeline regression." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder API is unrelated to a noisy log message." + "reason": "Removed config flag warning and noisy logging message are different problems." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." + "reason": "Whisper empty-transcription generation bug is unrelated to Trainer import issues." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling being ignored is not the same as register() changing function behavior." + "reason": "GPT2 backend scaling and AttentionInterface.register behavior change are different code paths." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and DeepSeek tensor transformation bugs are different model-specific failures." + "reason": "ESM2 breakage and a DeepSeek tensor operation bug are unrelated." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "Optional post_init enforcement for patchtsmixer is unrelated to importing Trainer." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained errors are different serialization/loading problems." - }, - { - "left": "issue:42890", - "right": "issue:47059", - "accept": false, - "reason": "A flaky model test due to missing set_seed is unrelated to a huggingface_hub CLI API break." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Two different import errors affecting different symbols and different dependency surfaces." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Attention backend config handling is unrelated to a classification-loss degeneracy bug." - }, - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "Distributed optimizer-state corruption is not the same as attention scaling being ignored." + "reason": "patchtsmixer post_init validation and Trainer import interference are not the same bug." } ] }, @@ -17743,15 +17739,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ - "issue:29870", "issue:36010", - "issue:36296", "issue:36683", "issue:38617", "issue:42175", "issue:42757", + "issue:42890", "issue:42994", "issue:43012", "issue:43064", @@ -17760,23 +17755,24 @@ "issue:43352", "issue:43475", "issue:43502", - "issue:43525", "issue:43526", + "issue:43582", "issue:43611", "issue:43618", "issue:43756", "issue:43761", + "issue:43824", "issue:43867", "issue:43937", "issue:43976", "issue:44038", "issue:44077", + "issue:44222", "issue:44230", "issue:44355", "issue:44380", "issue:44483", "issue:44485", - "issue:44492", "issue:44514", "issue:44625", "issue:44655", @@ -17784,16 +17780,23 @@ "issue:44938", "issue:45216", "issue:45276", - "issue:45290", + "issue:45478", + "issue:45479", "issue:46050", "issue:46077", + "issue:46082", "issue:46365", - "issue:46512", "issue:46877", "issue:47059", "issue:47110" ], "soft_pairs": [ + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", "issue:42175|issue:46365", "issue:43012|issue:44683", "issue:44483|issue:44514", @@ -17807,7 +17810,6 @@ "issue:44038|issue:44230", "issue:42994|issue:44655", "issue:43299|issue:43867", - "issue:44483|issue:45290", "issue:44625|issue:46365", "issue:43352|issue:43937", "issue:44625|issue:46077", @@ -17820,226 +17822,235 @@ "issue:36683|issue:44077", "issue:43867|issue:45216", "issue:36683|issue:47110", - "issue:46077|issue:46512", - "issue:43618|issue:45216", - "issue:36683|issue:43525", - "issue:29870|issue:36296", - "issue:43064|issue:44492" + "issue:46077|issue:46082", + "issue:43618|issue:45216" ], - "prepared_review_unit_hash": "1b1c1e9adb4022ba08f3e98726c027ee13c65a6d51753e4ed79d64a4d802c391", + "prepared_review_unit_hash": "78617966268dd63063e9191c26a54c9a45e1beaccce2d9291f99edfbddb1fed8", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36102, - "estimated_input_tokens": 9026, - "estimated_eval_tokens": 18308 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37356, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 }, "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 surface themes (imports, chat templating, Gemma/Qwen regressions, saving/loading), but they point to different concrete code paths, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:36683 is the most connected node in the soft-pair graph and has the most discussion, so it is the best available anchor; however, the linked issues are still too diverse to treat this as a true duplicate hub.", + "summary": "The cluster is mostly lexical similarity noise: the issues span unrelated import errors, model-specific regressions, packaging/version problems, and backend/runtime bugs. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the strongest overall representative by connectivity and activity, but it should only be used as a loose anchor because the cluster is not a coherent duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention FP8 and MoE, but one is about saving FP8 MoE checkpoints while the other is a from_pretrained load error for Qwen3.5 MoE; different failure paths." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated failures: missing set_seed in a SAM HQ integration test versus a CLI breakage with huggingface_hub 1.22.0." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different problems: GPT2 attention scaling ignored in SDPA/FlashAttention versus degenerate zero loss in sequence classification with num_labels=1." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems entirely: Gemma3Config missing vocab_size versus an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention-scaling behavior." + }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Both are import/packaging complaints, but one is TensorFlow missing from a torch extra and the other is Trainer import interference from datasets; different dependency paths." + "reason": "Packaging/dependency issues, but not the same one: torch extra missing TensorFlow versus Trainer import blocked by datasets." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "One is a PyTorch precision warning on bfloat16 compile, the other is a flex_attention failure on torch>=2.9; different failures." + "reason": "One is a warning during bfloat16 compilation; the other is a functional failure compiling flex_attention on torch >= 2.9." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both involve chat endpoints/templates, but one is /v1/chat/completions request acceptance and the other is batched apply_chat_template padding; different code paths." + "reason": "Different API paths: /v1/chat/completions request handling versus Qwen2_5_VLProcessor.apply_chat_template batching." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for a moved symbol vs local_files_only still triggering network requests; unrelated bugs." + "reason": "Distinct issues: missing layer_type_validation import versus local_files_only still triggering network requests." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output-attention regression vs GPT2 attention scaling ignored under SDPA/FlashAttention; different models and symptoms." + "reason": "CLIPOutput attentions assignment regression is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but one is Smollm3 dropping layers and the other is GLM-5 RoPE implementation; not the same bug." + "reason": "Both mention RoPE, but one is about Smollm3 dropping layers and the other is a GLM-5 RoPE implementation discussion." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but resize_token_embeddings mismatch and bidirectional_attention mask logic are different issues." + "reason": "Same model family but different bugs: token embedding resize propagation versus bidirectional attention mask construction." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "One loses attentions, the other loses hidden_states; different missing output fields." + "reason": "Both concern CLIP, but one is missing attentions in CLIPOutput and the other is hidden_states=None in CLIPVisionModel.forward." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors from dependency churn, but for different symbols and packages." + "reason": "Different missing imports from different packages; not the same underlying compatibility break." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Unrelated xLSTM training bugs vs BeitImageProcessorFast label reduction." + "reason": "Completely different areas: xLSTM training bugs versus BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Generic Qwen3-VL-Moe regression vs fp8 inference support request; different scope." + "reason": "Related model family, but one is a loading bug for Qwen3-VL-Moe and the other is fp8 support/inference work; not the same concrete bug." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save corruption vs Pipeline save_pretrained limitation; different serialization objects." + "reason": "Both involve save_pretrained, but one is quantized model saving and the other is Pipeline object serialization." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading-related, but one is a base_model_prefix regression and the other is state_dict ordering; different causes." - }, - { - "left": "issue:44483", - "right": "issue:45290", - "accept": false, - "reason": "Both touch chat templating, but one is request validation and the other is assistant tool-call formatting; different crash sites." + "reason": "Different loading failures: Qwen3VL-Moe regression versus a state_dict sorting-related load error." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 config propagation vs Trainer import failure; unrelated." + "reason": "Unrelated issues: num_labels propagation in Qwen3.5 versus inability to import Trainer until datasets is removed." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support gap vs invalid GenerationConfig; unrelated." + "reason": "Different model/config problems: Flash Attention 2 unsupported for NemotronHForCausalLM versus invalid GenerationConfig for GLM-5." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs Gemma4 bidirectional attention mask bug; unrelated." + "reason": "Different bugs in different models: Qwen3.5 label propagation versus Gemma4 bidirectional attention masking." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix vs Pipeline save_pretrained; unrelated." + "reason": "Model loading with base_model_prefix is unrelated to saving Pipeline objects." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are AttributeError reports, but on different model/config objects and fields." + "reason": "Different missing-attribute failures in different models: Gemma3Config vocab_size versus Sam3VisionEncoderOutput fpn_position_embeddings." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-file loading errors vs import-time stdout logging; unrelated." + "reason": "Both are import/runtime annoyances, but one is compiled Python file execution errors and the other is auto_docstring printing lint diagnostics at import time." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both are save_pretrained-related, but one is Pipeline persistence and the other is quantized sinq round-trip." + "reason": "Pipeline save_pretrained serialization is not the same as quantized sinq model save/load corruption." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are version/platform compatibility issues, but for different Python releases and different breakages." + "reason": "Both are Python-version compatibility reports, but they target different interpreter versions and failure modes." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 load failure vs CLI completion attribute mismatch in huggingface_hub 1.22.0; unrelated." + "reason": "Python 3.14 import/load failure is unrelated to the huggingface_hub CLI completion attribute regression." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config vocab_size bug vs patchtsmixer post_init validation; unrelated." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated bugs." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both hit checkpoint/model loading, but the underlying failures differ: sorted state_dict vs Qwen3.5 save_pretrained regression." + "reason": "Both are save/load regressions, but one is about state_dict ordering during load and the other is an incorrect Qwen3.5 checkpoint saved by save_pretrained." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Gemma3Config vocab_size vs special_tokens list/dict handling; unrelated." + "reason": "Different attribute errors in different code paths: Gemma3Config vocab_size versus special_tokens being a list instead of a mapping." }, { "left": "issue:46077", - "right": "issue:46512", + "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention masks vs from_config(dtype=...) stale config dtype; unrelated." + "reason": "Different configuration validations in different models: Gemma4 attention masking versus LlamaConfig head_dim divisibility." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Both involve model/output state regressions, but different models and code paths; not the same bug." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Gemma3Config vocab_size vs Llama4Config pad_token_id; unrelated." - }, - { - "left": "issue:29870", - "right": "issue:36296", - "accept": false, - "reason": "Bart generate() decoder_attention_mask assignment bug vs tensor parallel training bug; unrelated." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Optimizer state corruption under FSDP2/PEFT vs a cache-strategy typo; unrelated." + "reason": "CLIP output-attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." } ] }, @@ -18061,23 +18072,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:28282", "issue:29870", "issue:33453", "issue:36296", + "issue:36683", "issue:41669", "issue:42890", "issue:42898", "issue:43010", - "issue:43065", + "issue:43064", "issue:43502", + "issue:43525", "issue:43575", "issue:43618", - "issue:43723", "issue:43867", - "issue:43874", "issue:43976", "issue:43992", "issue:44062", @@ -18089,8 +18100,7 @@ "issue:44355", "issue:44360", "issue:44393", - "issue:44485", - "issue:44556", + "issue:44492", "issue:44734", "issue:44855", "issue:44908", @@ -18113,9 +18123,12 @@ "issue:47000" ], "soft_pairs": [ + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492", "issue:43010|issue:45278", - "issue:43992|issue:45310", "issue:44075|issue:46365", + "issue:43992|issue:45310", "issue:44908|issue:46851", "issue:29870|issue:33453", "issue:44393|issue:47000", @@ -18138,224 +18151,217 @@ "issue:42890|issue:44112", "issue:42898|issue:46664", "issue:44222|issue:45125", - "issue:44734|issue:46617", - "issue:43723|issue:44556", - "issue:43502|issue:44485", - "issue:43874|issue:46617", - "issue:43010|issue:43065" + "issue:44734|issue:46617" ], - "prepared_review_unit_hash": "66887a05ae06ebe28050a6e00ccfc47aa5f6961a5b391062073a0d82dce44295", + "prepared_review_unit_hash": "98d48972575297e7fb27c3c461203b31942b27d901291550c207b0397e906fc3", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36307, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35451, + "estimated_input_tokens": 8863, + "estimated_eval_tokens": 17982 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; only the import-slowdown pair (41669/44246) looks plausibly like the same underlying issue. Most other soft pairs are adjacent themes but different concrete bugs or regressions.", - "confidence": 0.61, - "canonical_issue_reason": "issue:41669 is the most concrete, actionable report in the set and best represents the only plausible duplicate thread around slow `import transformers` behavior.", + "summary": "The set is largely heterogeneous; most soft pairs are clearly different bugs or feature requests. The only near-match is the import-time performance pair, but the evidence is still too broad to safely deduplicate as the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 41669 is the most concrete, root-cause-oriented report in the set: it identifies a specific import-time regression source (`import *` in models) and ties it to measurable slowdown. That makes it the best representative if the cluster is meant to capture import performance problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best global issue candidate because it has a specific root cause, clear impact, and the strongest overlap with another report in the cluster.", + "best_issue_reason": "Issue 41669 is the strongest standalone issue to keep: it is specific, actionable, and describes a plausible fixable cause rather than a vague symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Different problems: cache/layer `update()` autograd behavior vs broad import errors after upgrade." + "reason": "Both are config-attribute errors, but they affect different models and different missing fields (`vocab_size` vs `pad_token_id`), so they are not the same bug." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generation `decoder_attention_mask` UnboundLocalError is unrelated to tensor-parallel training." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer state/param handling in FSDP2+PEFT is unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Different model families and failure modes; UMT5 weight loading is not the same as Qwen3.5 MoE from_pretrained errors." + "reason": "`@torch.no_grad` decoration for cache updates is a specific behavior fix; `Many import errors after update` is a broad upgrade complaint with no same code path." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD argument handling is unrelated to a Trainer import conflict with `datasets`." + "reason": "SGD argument handling and failing to import Trainer with datasets installed are different failures in different code paths." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing `embed_tokens.weight` for UMT5Encoder and Qwen3.5 MoE `from_pretrained` errors are distinct model-loading problems." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs bug and variable-length position_ids bug are unrelated code paths." + "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position-id handling." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate decoder mask bug is unrelated to tokenizer-loading regression." + "reason": "Bart `generate()` mask initialization and tokenizer-loading regression are not the same defect." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL bbox output issue and RTDetrLoss infeasible-cost-matrix crash are different models and failures." + "reason": "Qwen3-VL bounding-box hallucination and RTDetrLoss infeasible cost matrix are different vision-model failures." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State-dict sorting load error is unrelated to Gemma pipeline roundtrip tokenization failure." + "reason": "State-dict sorting load errors and Gemma pipeline roundtrip on `\u2581` are not the same underlying issue." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both involve import-time failures, but the root causes differ: compiled file handling vs `@torch.jit.script` parsing with a comment." + "reason": "Compiled Python-file import errors and a Python 3.13 `@torch.jit.script` parse/IndentationError are different failure modes." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM while loading a specific model." + "reason": "Tensor-parallel training bug and OOM when loading Qwen2-57B with TP are related only at a high level; they do not look like the same concrete bug." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "`@torch.no_grad` decoration for cache updates is far more specific than a broad claim that many models broke in 5.0." + "reason": "A specific cache-update `no_grad` fix is not the same as a vague claim that v5 breaks too many models." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Both point to slow `import transformers`; 41669 gives the concrete `import *`/model-import cause that plausibly explains 44246's intermittent import latency." + "accept": false, + "reason": "Both concern import slowness, but one is a concrete root-cause proposal (`import *` in models) and the other is a vague symptom report; not enough evidence they are the same exact bug/change." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Model load failure due to sorted state_dict is not the same as a missing vision config field being dropped by strict parsing." + "reason": "State-dict loading sortedness and missing `deepstack_visual_indexes` in Qwen3.5 vision config are different issues." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test-related, but one is missing `set_seed()` in integration tests and the other is an xdist race on a captured-info file." + "reason": "A missing `set_seed()` in SAM HQ tests is unrelated to a pytest-xdist race on `captured_info.txt`." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment regression and PatchTSMixer post_init validation are unrelated." + "reason": "CLIPOutput attentions assignment and patchtsmixer `post_init` allowance are unrelated model-specific changes." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Autograd decoration on cache updates is unrelated to Python version support problems." + "reason": "Cache `update()` decoration and Python-version compatibility are unrelated." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different Qwen5-family loading failures; the reported missing weight and the MoE from_pretrained error are not the same bug." + "reason": "UMT5Encoder missing weights and Qwen3.5 MoE `from_pretrained` regression are different model-loading problems." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "A sorted-state_dict load bug is not the same as incorrect visual encoder keys being saved." + "reason": "Generic load error with sorted state_dict and incorrect Qwen3.5 visual encoder keys are not the same bug." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency ImportError is unrelated to tokenizer-loading regression." + "reason": "Missing PyTorch dependency import error is unrelated to tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Missing attentions assignment and CLIP text-model structural inconsistency are different API regressions." + "reason": "CLIP attentions assignment and CLIP text-model structure inconsistency are different CLIP-related changes, not the same defect." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA/ReLU discussion is unrelated to DeepseekV3MoE behavioral divergence." + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3 MoE divergence from remote implementation." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test flakiness from missing seeds is unrelated to a Phi-4 multimodal model loading failure." + "reason": "Test seeding flakiness is unrelated to inability to load Phi-4 multimodal instruct." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Ignoring `local_files_only` and duplicate `special` kwargs in `AddedToken` are different tokenizer issues." + "reason": "`local_files_only=True` network requests and `AddedToken(special=...)` argument duplication are different code paths." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test failures, but they are different tests and failure mechanisms." + "reason": "SAM HQ test seeding flakes and GraniteSpeech stale device override CI failure are unrelated test issues." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 is unrelated to video processor `num_frames` semantics." + "reason": "Tokenizer cleanup behavior changes and SmolVLM video-frame semantics are unrelated." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 `save_pretrained` MoE issue is not the same as missing `_tp_plan` for tensor parallelism." + "reason": "FP8 `save_pretrained` for MoE and missing `_tp_plan` for tensor parallelism are different functionality gaps." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV cache continuation crash and trust_remote_code cache FileNotFoundError are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Both are loading regressions after v5 upgrades, but they describe different concrete failures and likely different code paths." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Local-files-only API leakage is unrelated to the GLM-5 RoPE implementation discussion." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "No-grad decoration on cache update is unrelated to the dummy Conv2d in Sam3PixelDecoder." + "reason": "KV-cache continuation tensor indexing crash and trust-remote-code cache `FileNotFoundError` are not the same failure." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet. The only clearly plausible duplicate thread is 41669/44246 around slow `import transformers`, and the other soft-edge rejections are conservative based on the issue titles and described failure modes." - }, - "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 }, @@ -18370,32 +18376,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ - "issue:27957", "issue:29870", "issue:30333", "issue:30990", "issue:31795", "issue:33453", + "issue:34689", "issue:36296", "issue:38617", "issue:41628", "issue:42548", "issue:42757", "issue:43010", + "issue:43065", "issue:43232", "issue:43299", "issue:43352", "issue:43475", "issue:43502", "issue:43576", + "issue:43723", "issue:43824", "issue:43827", - "issue:43867", + "issue:43874", "issue:43901", "issue:44222", - "issue:44230", "issue:44315", "issue:44351", "issue:44355", @@ -18414,7 +18421,6 @@ "issue:46132", "issue:46143", "issue:46144", - "issue:46209", "issue:46617", "issue:46664", "issue:46726", @@ -18422,6 +18428,10 @@ "issue:47110" ], "soft_pairs": [ + "issue:43723|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", "issue:43824|issue:46617", "issue:45850|issue:47110", "issue:43576|issue:46132", @@ -18433,14 +18443,14 @@ "issue:45125|issue:45375", "issue:30990|issue:31795", "issue:43827|issue:44961", - "issue:43502|issue:44222", "issue:43502|issue:44961", + "issue:43502|issue:44222", "issue:46664|issue:46726", "issue:43010|issue:43232", "issue:30333|issue:36296", "issue:43299|issue:44556", "issue:29870|issue:31795", - "issue:27957|issue:33453", + "issue:33453|issue:34689", "issue:44355|issue:45071", "issue:42757|issue:43576", "issue:43576|issue:45071", @@ -18456,235 +18466,271 @@ "issue:43475|issue:46617", "issue:46143|issue:46144", "issue:41628|issue:42548", - "issue:45375|issue:47110", - "issue:44222|issue:44230", - "issue:44315|issue:46209", - "issue:43867|issue:47110" + "issue:45375|issue:47110" ], - "prepared_review_unit_hash": "9d8fd739caa1bea98eb42fda923b95f2bd8c17e380236fd508272000ec4485f3", + "prepared_review_unit_hash": "450c5cb863c2adc33d2dbfc5578a9b8f1ec15a1e652012a7a20e0cd818e8671c", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38466, - "estimated_input_tokens": 9617, - "estimated_eval_tokens": 19490 + "soft_pair_count": 39, + "serialized_chars": 38909, + "estimated_input_tokens": 9728, + "estimated_eval_tokens": 19712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: import errors, model-loading regressions, CLI/docs issues, and performance bugs. The only plausible duplicate pair is the RoFormer kwargs/attention-interface reports; the rest do not look like the same underlying bug/change.", - "confidence": 0.66, - "canonical_issue_reason": "issue:46144 is the most root-cause-oriented RoFormer report: it points to the attention implementation not using the attention interface, which can explain the kwargs propagation failure.", + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions, loading/import failures, and unrelated subsystem bugs. None of the soft pairs are convincing duplicates on the evidence shown, so I would not merge any of them as the same underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44556 is the broadest concrete regression report here: it directly describes v5 upgrade breakage when reloading a checkpoint, which is the closest umbrella theme shared by several other loading-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46144 is the best representative issue in this set because it is specific, code-path focused, and most likely to map to a single actionable fix.", + "best_issue_reason": "issue:44556 is the best representative because it is concrete, version-specific, and centrally about the v5 loading regression theme rather than a narrow model or API detail.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading regressions after v5, but one is tokenizer loading and the other is checkpoint/model reload; not the same code-path failure." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated bugs: local_files_only network behavior versus a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: a missing image-processor method in multimodal token counting versus cache loading FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different components and symptoms: cache/layer update no_grad semantics versus a dummy Conv2d in Sam3PixelDecoder." + }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Both are loading-related, but one is an import/export failure and the other is a cache FileNotFoundError; different code paths." + "reason": "Import error for a specific Qwen2.5 VL class is not the same as a cached trust_remote_code FileNotFoundError." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "Broad v5 regression claim vs a special_tokens type error; too different to be the same bug." + "reason": "Too generic versus a specific special_tokens attribute error; no shared concrete bug." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "CLI env command breakage vs AttentionInterface.register behavior; different subsystems and failure modes." + "reason": "One is the v5 env CLI command, the other is AttentionInterface.register behavior; different code paths." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols/modules with no shared root cause shown." + "reason": "Both are import errors, but for different symbols and likely unrelated causes." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a missing tensor-parallel plan and the other is a generic from_pretrained failure; not enough evidence of one fix." + "reason": "Same model family, but one is missing _tp_plan and the other is a from_pretrained error; not enough to treat as the same defect." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 memory/OOM regression vs checkpoint reload compatibility regression; distinct problems." + "reason": "One is int4 quantization memory/OOM behavior, the other is checkpoint reload failure after version upgrade." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated." + "reason": "MLFlow job-reporting failure and tokenizer-loading regression are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file runtime errors vs a slowdown when filtering data; different symptoms and code paths." + "reason": "Compiled Python file errors and slower filtering after upgrade are different issues." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel planning bug vs missing vision config field; different model components." + "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel planning and the other is a missing config field; different bugs." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang vs docs confusion about forward arguments; not the same bug." + "reason": "Sentence Transformers loading trouble is unrelated to forward() doc confusion." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing removed pipeline() APIs vs an unrelated one-word issue; no shared bug." + "reason": "Documentation about pipeline removals and a meaningless 'racoon' issue do not match." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No overlap beyond being issues in the repo; different topics entirely." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leakage vs FP8 save_pretrained behavior; different paths." + "reason": "local_files_only network requests and FP8 save_pretrained moe are unrelated." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video processor num_frames semantics vs missing-vision-backend handling; not the same issue." + "reason": "Both are processor-related, but one is num_frames semantics and the other is missing vision backend handling." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Decorator/no_grad behavior on cache update vs generation kwarg update after sync_gpus; separate generation bugs." + "reason": "Cache/layer update no_grad semantics are not the same as generation kwargs sync_gpus ordering." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow failure handling vs tensor-parallel training bug; no shared root cause." + "reason": "MLFlow reporting on failed jobs is unrelated to tensor-parallel training behavior." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-related loading regressions, but for different models and different failure points." + "reason": "Both mention version-related loading breakage, but for different model families and different failure modes." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Concrete generate() UnboundLocalError vs documentation confusion; not duplicates." + "reason": "Bart generate() UnboundLocalError is unrelated to model.forward documentation wording." }, { - "left": "issue:27957", - "right": "issue:33453", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta vs tokenizer-loading regression; unrelated." + "reason": "Two different loading regressions affecting different artifacts/models; not the same defect." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors vs PretrainedConfig type-checking regression; different failures." + "reason": "Compiled-file runtime errors and PretrainedConfig type checking are separate problems." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing symbol from huggingface_hub vs broken transformers env CLI; different packages and bugs." + "reason": "Different breakages: huggingface_hub import error versus the transformers env CLI command." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage vs type-checking breakage in PretrainedConfig; unrelated." + "reason": "CLI command breakage and PretrainedConfig type-checking are unrelated." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Both hit CLI paths, but one is env-command breakage and the other is a huggingface_hub completion API mismatch." + "reason": "Both are CLI-adjacent, but one is the env command and the other is a huggingface_hub compatibility issue in tests/cli." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation ambiguity vs an import error for layer_type_validation; no shared underlying bug." + "reason": "Documentation confusion and an import error from configuration_utils are not the same issue." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unclear one-word issue vs Gemma-4 audio positional encoding bug; unrelated." + "reason": "No relation between a placeholder issue and the Gemma-4 audio positional encoding bug." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env CLI vs Qwen2.5-VL import error; different subsystems." + "reason": "CLI env-command failure and a missing Qwen2.5 VL class import are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application bug vs DSA indexer math issue; not the same change." + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are unrelated." }, { - "left": "issue:45375", - "right": "issue:47110", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Missing Qwen3.5 MoE vision config field vs special_tokens list/dict mismatch; different model/config bugs." + "reason": "GLM-5 RoPE discussion and the placeholder issue are unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support bug; related theme but not the same concrete fix." + "reason": "HybridCache import error and cache FileNotFoundError are different failure modes." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:43352", + "right": "issue:44961", "accept": false, - "reason": "Liger kernel/model_init issue vs FP8 inference failure on B200; unrelated code paths." + "reason": "Flash Attention support error for Nemotron and the placeholder issue are unrelated." }, { - "left": "issue:43867", - "right": "issue:47110", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "State_dict sorting load error vs special_tokens structure error; different loading problems." + "reason": "SAM3 VisionEncoderOutput attribute error is not the same as loading a remote-code model from cache." }, { "left": "issue:46143", "right": "issue:46144", - "accept": true, - "reason": "Both report the same RoFormer attention-path bug: kwargs/attention-interface behavior is not being wired through correctly." + "accept": false, + "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention-interface usage; not clearly the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus PreTrainedModel." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field silently dropped and special_tokens list attribute error are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:46143/issue:46144, is well supported by the titles, and the rest of the verdicts avoid overclaiming shared root causes." - }, - "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 }, @@ -18699,10 +18745,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ - "issue:31795", - "issue:33453", "issue:41669", "issue:42371", "issue:42890", @@ -18712,9 +18756,11 @@ "issue:43572", "issue:43576", "issue:43673", + "issue:43867", "issue:43976", "issue:44038", "issue:44077", + "issue:44222", "issue:44230", "issue:44246", "issue:44273", @@ -18738,11 +18784,11 @@ "issue:45230", "issue:45341", "issue:45362", - "issue:45468", "issue:45542", "issue:45753", "issue:45850", "issue:46095", + "issue:46209", "issue:46218", "issue:46328", "issue:46664", @@ -18751,10 +18797,13 @@ "issue:47176" ], "soft_pairs": [ + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:43867|issue:47110", "issue:43525|issue:47110", "issue:43673|issue:44492", - "issue:45362|issue:45850", "issue:44485|issue:46664", + "issue:45362|issue:45850", "issue:44623|issue:45230", "issue:44273|issue:45542", "issue:44038|issue:45125", @@ -18762,8 +18811,8 @@ "issue:44273|issue:45003", "issue:41669|issue:43673", "issue:44393|issue:45071", - "issue:44393|issue:45753", "issue:43576|issue:44556", + "issue:44393|issue:45753", "issue:43525|issue:45850", "issue:44230|issue:46095", "issue:44556|issue:45092", @@ -18787,287 +18836,282 @@ "issue:44704|issue:44908", "issue:41669|issue:45341", "issue:43976|issue:46218", - "issue:44077|issue:44861", - "issue:31795|issue:33453", - "issue:43976|issue:47176", - "issue:44485|issue:47176", - "issue:43576|issue:44273", - "issue:44360|issue:45468" + "issue:44077|issue:44861" ], - "prepared_review_unit_hash": "d447feb31a9a77f1dc72309a5951ae13ba7fc906b962a3d74e3c34d299682cb1", + "prepared_review_unit_hash": "f00b83575dc9aefe34d78a2a7ee7fffc81271a3e409a19542c3af5e8331ba305", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39644, - "estimated_input_tokens": 9911, - "estimated_eval_tokens": 20078 + "soft_pair_count": 40, + "serialized_chars": 39004, + "estimated_input_tokens": 9751, + "estimated_eval_tokens": 19758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of distinct Transformers v5 regressions and model-specific bugs (loading, configs, lazy loading, generation, CLI, and a few unrelated model/model-family issues). There is no single strong duplicate theme; the closest common thread is broad v5 breakage.", - "confidence": 0.56, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the overall mixed v5-regression theme of the cluster.", + "summary": "The cluster is loosely centered on Transformers v5 regressions and model/config import issues, but the soft pairs mostly overlap only at the subsystem or version level rather than the same concrete bug. I did not accept any soft-edge duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45850 is the best umbrella representative: it is the broadest, most central v5-regression report and matches the general theme of several other issues without being tied to one model or code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best representative issue because it captures the widest shared concern across the set: Transformers v5 causing widespread compatibility regressions.", + "best_issue_reason": "issue:45850 is the strongest anchor for this cluster because it is generic, broad, and likely to absorb the nearby v5-breakage reports better than the more specific model/config issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support; different failure modes and code paths." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated topics: Liger Kernel/model_init application versus FP8 inference on B200." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "One is state_dict loading order, the other is special_tokens structure; no shared concrete bug." + }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Both are attribute/key errors, but they involve different objects and code paths (`Llama4Config.pad_token_id` vs `special_tokens` list handling)." + "reason": "Pad-token config attribute error is unrelated to a special_tokens list/dict mismatch." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "One is missing generation cache in chunked prefill; the other is a typo in cache strategy naming. Different bugs." + "reason": "Cache missing during chunked prefill is not the same as a typo in cache strategy text/metadata." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "45850 is a broad complaint, but 45362 is a specific Qwen3.5 chat crash; not the same underlying bug." + "reason": "RoPE implementation discussion versus video processor num_frames semantics; different components and bugs." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Different model features and failures: GLM-5 RoPE vs SmolVLM video `num_frames` semantics." + "reason": "45362 is a specific chat crash for Qwen3.5-35B; 45850 is a generic v5 breakage umbrella." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "`processor.save_pretrained` missing files is specific; `Bug report` is too vague to treat as the same issue." + "reason": "processor.save_pretrained missing files is a concrete serialization bug; 45230 is too generic to be the same issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading failure and missing TensorFlow backend handling are unrelated subsystems." + "reason": "Lazy loading/import behavior and missing TensorFlow backend handling are different problems." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Same broad model family, but one is a Qwen3-VL-Moe bug and the other is missing tensor-parallel plan support." + "reason": "Qwen3-VL-Moe bug report versus missing tensor-parallel plan; not the same underlying defect." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA ReLU discussion and video processor `num_frames` inconsistency are unrelated." + "reason": "DSA indexer activation issue is unrelated to a video processor num_frames inconsistency." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch import/loading behavior, but one is lazy loading and the other is unsafe `sys.modules` access; not the same bug." + "reason": "Both relate broadly to loading/import internals, but one is lazy loading behavior and the other is unsafe sys.modules access; not a duplicate." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* performance regression and missing GenerationMixin cache are different regressions." + "reason": "Import-star performance regression is unrelated to a generation cache bug." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL 2D bbox output issues are unrelated to `PretrainedConfig` type checking breaks." + "reason": "Qwen3-VL bounding box error and PretrainedConfig type-checking regression are unrelated." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Both are Qwen3-family bugs, but one is bbox hallucination/error and the other is an infinite loop on a specific image." + "reason": "Both are v5 regressions, but one is the env CLI and the other is checkpoint reload compatibility; different code paths." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "Both mention v5 breakage, but one is the `transformers env` CLI and the other is checkpoint reload compatibility." + "reason": "Both touch Qwen3-VL-family image behavior, but one is 2D box output and the other is an infinite loop on a specific image; too different to merge." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific `pad_token_id` config error vs a broad v5 regression umbrella; not duplicate-level evidence." + "reason": "A missing pad_token_id attribute in one config is a specific model config bug, not the broad v5 breakage report." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 Qwen support and DeepSeek weight conversion are different feature requests/bugs." + "reason": "FP8 inference support and a weight-conversion-script question are not the same bug." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern loading older checkpoints under v5/meta init, but they target different model families and concrete failure modes." + "reason": "Both are upgrade/loading incompatibilities, but the affected mechanisms differ: checkpoint reload versus remote-code meta initialization." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is a specific config regression, not the same as the broad v5 breakage report." + "reason": "StableLmConfig pad_token_idx regression is specific; 45850 is only a broad umbrella." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same underlying bug as a general v5 regressions complaint." + "reason": "A typo in cache-strategy docs/code is not the same as broad model breakage after v5." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings warning and cache-strategy typo are unrelated." + "reason": "TF32 API settings versus cache-strategy typo are unrelated." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad v5 model breakage versus a CLI compatibility failure with huggingface_hub; different subsystem and fix." + "reason": "General v5 breakage and a specific CLI incompatibility with huggingface_hub are not the same issue." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import performance issue and inability to import `Qwen3_5ForCausalLM` are different causes and symptoms." + "reason": "Import performance from import * usage is unrelated to a specific module import failure for Qwen3_5ForCausalLM." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type mismatch warning and Liger Kernel not applied with `model_init` are unrelated." + "reason": "sam3_video/sam3_tracker type warning versus Liger Kernel application issue are unrelated." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Slow `import transformers` and broken lazy loading overlap broadly, but are not clearly the same underlying bug." + "reason": "Buffer access error for position_ids is a concrete tensor/buffer bug; 45230 is too generic." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Missing `set_seed()` in tests and inverse-sqrt scheduler kwargs being ignored are unrelated." + "reason": "Tokenizer class mismatch on save_pretrained is a specific serialization bug, not a generic report." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "CLI `transformers env` breakage and scheduler kwargs handling are different areas." + "reason": "Python version compatibility regression and Qwen3-VL bbox output error are unrelated." }, { - "left": "issue:43576", + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are different areas and failure modes." + }, + { + "left": "issue:44492", "right": "issue:47176", "accept": false, - "reason": "CLI env command breakage and shell-operator allowlist bypass are entirely different issues." + "reason": "Cache-strategy typo is unrelated to a shell-operator command-substitution allowlist bypass." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Nemotron Flash Attention support and Qwen3-VL bbox hallucination are unrelated model bugs." + "reason": "Nemotron flash-attention support error is unrelated to Qwen3-VL bounding-box hallucination." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error is specific; `Bug report` is too vague and there is no evidence they match." + "reason": "Position_ids buffer access bug does not match a generic placeholder issue." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save mismatch and `Bug report` do not show the same bug." + "reason": "Tokenizer save_pretrained mismatch is a concrete bug; 45230 lacks specificity and is not the same defect." }, { "left": "issue:43976", - "right": "issue:44393", + "right": "issue:46218", "accept": false, - "reason": "Python-version incompatibility and Qwen3-VL bounding-box issues are unrelated." + "reason": "Python 3.9 compatibility and a Qwen3_5 import failure are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs regression and `PretrainedConfig` type-checking break are different code paths." + "reason": "Scheduler inverse_sqrt kwargs issue and type-checking regression are not the same code path." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and feature-extractor padding inefficiency are unrelated." + "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance issue are different problems." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-* performance regression and missing `HybridCache` export are different import-related problems, not the same bug." + "reason": "Import-star performance regression and HybridCache import failure are distinct import-system issues, not duplicates." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "`cached_file` kwargs forwarding and scheduler kwargs handling are unrelated." + "reason": "AutoProcessor cached_file kwargs propagation and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance regression and a testing_utils bug are different issues." + "reason": "Import performance regression does not match a small testing_utils bug." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility break and missing model import are distinct failures." + "reason": "Python compatibility regression and model import failure are different issues." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional `post_init` validation and `_get_tied_weight_keys` list handling are different configuration/runtime bugs." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Documentation confusion in `forward` is unrelated to tokenizer loading regression." - }, - { - "left": "issue:43976", - "right": "issue:47176", - "accept": false, - "reason": "Python-version support issue and command allowlist bypass are unrelated." - }, - { - "left": "issue:44485", - "right": "issue:47176", - "accept": false, - "reason": "GLM-5 RoPE discussion and shell command bypass are entirely different areas." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Broken `transformers env` CLI and lazy loading failures are different regressions, even if both appear in v5." + "reason": "Optional post_init validation and _get_tied_weight_keys AttributeError are unrelated." } ] }, @@ -19089,14 +19133,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ "issue:28348", - "issue:29870", "issue:31515", "issue:31795", + "issue:33453", "issue:34689", - "issue:36296", "issue:38617", "issue:41669", "issue:42371", @@ -19115,6 +19158,7 @@ "issue:44273", "issue:44315", "issue:44351", + "issue:44360", "issue:44485", "issue:44492", "issue:44623", @@ -19141,8 +19185,13 @@ "issue:47177" ], "soft_pairs": [ - "issue:43519|issue:46655", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:43576|issue:44273", + "issue:44360|issue:45468", "issue:44315|issue:44829", + "issue:43519|issue:46655", "issue:44273|issue:44908", "issue:45230|issue:45310", "issue:44485|issue:47177", @@ -19182,236 +19231,318 @@ "issue:44861|issue:45290", "issue:31515|issue:38617", "issue:44230|issue:44623", - "issue:28348|issue:43352", - "issue:29870|issue:31515", - "issue:31515|issue:36296" + "issue:28348|issue:43352" ], - "prepared_review_unit_hash": "ca3ae82f9a8edc0c113247dd7c818852fd998ef7e7680f3b8186ccc14c1d07b8", + "prepared_review_unit_hash": "7241982cca639ba4f527fba4c76e44e4d5bb76aa3c650c61ad2899899909f9e0", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 44, - "serialized_chars": 40144, - "estimated_input_tokens": 10036, - "estimated_eval_tokens": 20328 + "soft_pair_count": 47, + "serialized_chars": 40944, + "estimated_input_tokens": 10236, + "estimated_eval_tokens": 20728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs span unrelated models, processors, CLI/import, security, and training issues. I do not see any safe duplicate merges; at best there is a loose v5-regression theme and a few flash-attention/tokenizer near-matches, but not the same concrete bug/change.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella-style report in the set ('Since 5.0 version it breaks too many models'), so it is the closest thing to a representative anchor for this noisy cluster.", + "summary": "The cluster is very heterogeneous: most items are isolated model-loading, tokenizer, processor, scheduler, or security issues, with only a loose theme around v5 regressions. No soft-edge pair looks like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the repeated \u201cv5 breaks models\u201d reports, so it is the best duplicate anchor even though it is still very generic.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the only truly umbrella-like issue, but the cluster is too mixed for it to be a strong duplicate target; it is just the least-specific representative.", + "best_issue_reason": "Issue 45850 is the most representative issue for the cluster\u2019s main regression theme; the rest are mostly narrower, unrelated, or model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43519", - "right": "issue:46655", + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer documentation confusion vs tokenizer loading regression; different symptom and fix." + }, + { + "left": "issue:43976", + "right": "issue:47176", "accept": false, - "reason": "Different processors and symptoms: Qwen3VL timestamp math vs SmolVLM video padding." + "reason": "Python-version compatibility bug vs shell-operator allowlist bypass; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs command-substitution security bypass; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI vs lazy-loading defect; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation bug vs Gemma audio positional-encoding issue; unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel/model_init application bug vs Flash Attention 3 degenerate training." + "reason": "model_init/Liger integration bug vs flash-attention training degradation; not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp bug vs SmolVLM video padding bug; both processor-related but different defects." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure and scheduler-kwargs bug are unrelated." + "reason": "Lazy loading bug vs inverse_sqrt scheduler kwargs bug; unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error." + "reason": "Generic bug report vs Qwen3.5 from_pretrained error; too vague to match." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation discussion vs tar/zip-slip security vulnerability." + "reason": "GLM-5 RoPE issue vs tar/zip-slip RCE; unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different code paths: video timestamp calculation vs GLM-5 RoPE." + "reason": "Qwen3VL processor timestamp bug vs GLM-5 RoPE bug; unrelated." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different model families and failures: Gemma audio positional encoding vs CohereASR double-shift." + "reason": "Gemma4 audio encoding bug vs CohereASR training-loss shift bug; different models and code paths." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained file handling vs tied-weight key AttributeError." + "reason": "Pipeline save failure vs tied-weight-key AttributeError; different serialization bugs." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "CLI/env command breakage vs missing Qwen3_5ForCausalLM import." + "reason": "Broken env command vs Qwen3_5 import failure; unrelated." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python version support issue vs shell-command injection vulnerability." + "reason": "Python-version support bug vs zip-slip/tar-slip RCE; unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp processing bug vs inverse_sqrt scheduler kwargs handling." + "reason": "Processor timestamp bug vs scheduler-kwargs bug; unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star performance issue vs VRAM leak in multi-threaded loading." + "reason": "Import-star refactor/perf issue vs VRAM leak in Qwen3ForCausalLM; unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion vs model loading regression." + "reason": "Tokenizer docs issue vs Llama 3.2 model-loading regression; similar area but not the same bug." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad v5 regression report and a security exploit are different issues." + "reason": "Broad v5 breakage complaint vs security file-write/RCE issue; unrelated." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Broad model-regression complaint vs shell-operator allowlist bypass." + "reason": "Broad v5 breakage complaint vs shell allowlist bypass; unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both mention positional encoding, but they are different models and bugs." + "reason": "GLM-5 RoPE bug vs Gemma4 audio positional-encoding bug; unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation." + "reason": "VRAM leak vs RoPE implementation bug; unrelated." }, { "left": "issue:46218", "right": "issue:47177", "accept": false, - "reason": "Import failure and file-write RCE are unrelated." + "reason": "Import error vs tar/zip-slip RCE; unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating bug vs tensor transpose issue; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leak vs processor timestamp bug; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API/settings complaint vs VRAM leak; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint vs Qwen3_5 import error; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3VL timestamp bug vs processor.save_pretrained missing files; different processor defects." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer split bug vs Gemma4 audio encoding issue; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA rms_norm_eps precision bug vs Gemma4 audio encoding issue; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model batching support issue vs DeepSeek weight-conversion question; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug vs VRAM leak; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Nemotron FA2 support gap vs Qwen3_5 import error; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import error vs Qwen3_5 import error; same broad symptom, but different missing symbols and fixes." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Tied-weight key crash vs special_tokens list/dict mismatch." + "reason": "Tied-weight-key AttributeError vs special_tokens list/keys error; unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both tokenizer/v5 related, but one is a broad behavior report and the other a specific decoder-type bug." + "reason": "Both are tokenizer-v5 complaints, but they describe different failures and not clearly the same underlying bug." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Different AttributeError contexts: tied weights vs CLI completion group." + "reason": "Tied-weight-key AttributeError vs huggingface_hub CLI completion error; unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2LMHeadModel FA2 support request vs a vague generic FA2 topic." + "reason": "GPT2-specific flash-attention support request vs generic flash-attention topic; not the same concrete bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated title are not the same issue." + "reason": "Scheduler kwargs bug vs unrelated placeholder issue." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "No shared underlying bug; unrelated titles." + "reason": "Placeholder issue vs tar/zip-slip RCE; unrelated." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "No shared underlying bug; unrelated titles." + "reason": "Placeholder issue vs shell allowlist bypass; unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs unrelated 'Unemployment' placeholder issue." + "reason": "Cache-strategy typo vs placeholder issue; unrelated." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Unrelated placeholder issue vs broad v5 regression report." + "reason": "Placeholder issue vs broad v5 breakage complaint; unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash vs chat-template/tool-call crash." + "reason": "Tied-weight-key AttributeError vs assistant tool-call crash; unrelated." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading vs an import error are different problems." + "reason": "Slow from_pretrained checkpoint loading vs missing layer_type_validation import; unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request vs processor.save_pretrained missing files." + "reason": "FP8 support request vs processor.save_pretrained missing files; unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both are FA2 support requests, but for different models and not the same concrete code path." - }, - { - "left": "issue:29870", - "right": "issue:31515", - "accept": false, - "reason": "BART generate mask crash vs slow from_pretrained loading." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "Checkpoint load performance and tensor-parallel training bug are unrelated." + "reason": "GPT2 FA2 support request vs Nemotron FA2 support gap; same broad topic, but different model-specific support gaps and not mergeable." } ] }, @@ -19433,11 +19564,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-516", + "cluster_id": "cluster-10000-517", "nodes": [ + "issue:29870", "issue:30333", "issue:31515", "issue:31795", + "issue:36296", "issue:37934", "issue:42936", "issue:43240", @@ -19452,6 +19585,8 @@ "issue:46144" ], "soft_pairs": [ + "issue:29870|issue:31515", + "issue:31515|issue:36296", "issue:30333|issue:31515", "issue:31515|issue:31795", "issue:44230|issue:45310", @@ -19469,130 +19604,142 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "4d9eb403b4c0f15e7dc283f44d4fda7fb388923400005f2b424b15081b365bdf", + "prepared_review_unit_hash": "b23d7d008025e2e550ee36281558ed861f4b4bd76e46c3d11a39e7bff6f3e217", "component_budget": { - "node_count": 516, - "item_count": 516, - "soft_pair_count": 1900, - "serialized_chars": 985300, - "estimated_input_tokens": 246325, - "estimated_eval_tokens": 492906 + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 }, "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 16, - "serialized_chars": 13180, - "estimated_input_tokens": 3295, - "estimated_eval_tokens": 6846 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14949, + "estimated_input_tokens": 3738, + "estimated_eval_tokens": 7732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a grab-bag of unrelated issues rather than one coherent duplicate cluster. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43240 is the most broadly framed runtime behavior bug in the set and has the strongest evidence of wider impact (inbound references), so it is the best single representative if one must be chosen.", + "summary": "These items are mostly unrelated standalone issues across different models and subsystems. None of the soft pairs look like the same underlying bug; they only share broad themes like loading, model internals, or inference.", + "confidence": 0.91, + "canonical_issue_reason": "issue:29870 is the clearest concrete runtime bug report: it names a specific exception, a specific code path (`generate()`), and a reproducible failure mode. The others are either documentation, configuration, performance, or different model-specific problems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43240 is the best overall issue candidate because it describes a concrete code-path problem with broader applicability than the mostly model-specific typos, docs, or feature requests.", + "best_issue_reason": "issue:29870 is the strongest representative issue in this set because it is specific, actionable, and clearly describes a real execution bug rather than a vague enhancement or documentation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Bart `generate()` UnboundLocalError and slow `from_pretrained` checkpoint loading are unrelated failure modes in different code paths." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load speed and tensor-parallel training correctness are different problems with no shared code-path evidence." + }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "Training-job MLflow reporting failure and slow checkpoint loading are unrelated problems in different code paths." + "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading performance." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "One is about checkpoint load speed; the other is documentation clarity for forward inputs and cache arguments." + "reason": "A loading-performance complaint is not the same as confusing forward-API documentation." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one asks for fp8 inference support while the other reports a from_pretrained error in newer transformers; different fixes." + "reason": "Both involve Qwen3.5/MoE, but one is fp8 inference support and the other is a `from_pretrained` failure; not clearly the same bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is a different feature gap from Qwen fp8 inference support." + "reason": "Continuous batching for audio models and Qwen3.5 fp8 inference support are distinct feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init-weights behavior and RoFormer attention-interface usage are distinct model implementation issues." + "reason": "Mamba/Mamba-2 init-weights behavior and RoFormer attention-interface usage are unrelated implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + "reason": "Mask2Former `ignore_value` handling and DeepSeek-V4 shared-expert gating are different model-specific bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint error in config is not the same bug as tokenizer regex warnings after a release." + "reason": "A config type-hint mistake and tokenizer regex warnings after a version upgrade are not the same underlying issue." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unused ignore_value in Mask2Former and missing kwargs in loss calculation are different defects." + "reason": "Unused `ignore_value` logic and missing kwargs passed to loss calculation are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Missing kwargs in loss computation does not match a RoFormer attention-interface implementation issue." + "reason": "Loss-function kwargs handling and RoFormer attention interface usage do not overlap in code path or symptom." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "These concern different subsystems: segmentation loss handling versus tokenizer warning behavior." + "reason": "Mask2Former loss-parameter handling is unrelated to tokenizer warning behavior." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value handling and RoFormer attention interface are unrelated model bugs." + "reason": "These affect different models and different subsystems; no evidence of a shared defect." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A Mask2Former loss/ignore-value issue is not the same as a quantization-operation typo." + "reason": "Unused loss config and a typo in a quantization string are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Config typing and a quantization typo are different kinds of fixes with no shared code path." + "reason": "Incorrect type hints in ModernBERTConfig are not the same as a typo in conversion code." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing kwargs in loss calculation and an incorrect type hint in ModernBERTConfig are unrelated." + "reason": "Missing kwargs in loss calculation and a config type-hint issue are different categories of bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about Llama4 normalization semantics is not the same as a ModernBERT type-hint bug." + "reason": "A design/question-about-norm implementation and a type-hint correction are not duplicate reports." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "These are separate issues: Mask2Former ignore_value usage versus ModernBERT norm_eps typing." + "reason": "Mask2Former loss handling and ModernBERT config typing are unrelated." } ] }, @@ -19625,52 +19772,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "c65dc1d4137a41743756baf3779b0efb803692670b7744e1f6ff890f9c3cfac1", + "prepared_review_unit_hash": "df3f2797d61f23ac7e6e80f1f24f86dfdcd704416f2220ee0171dd25de4675f3", "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": 2874, + "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": 2874, + "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: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. No duplicate cluster is present.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the topics are distinct and do not describe the same underlying bug or feature.", + "summary": "These three issues are unrelated feature requests: token truncation direction, ReduceLROnPlateau-like scheduling behavior, and Wav2Vec2 word boundary time offsets. None appear to describe the same underlying bug or change, so no duplicates should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 10519 is the clearest, most specific request with a well-defined API change; the other issues cover different models and unrelated functionality.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #10519 is the most concrete and narrowly scoped, but it is not a duplicate of the other issues.", + "best_issue_reason": "10519 is the best representative issue because it is concrete, narrowly scoped, and easier to resolve than the more open-ended scheduler and Wav2Vec2 questions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Truncation-from-beginning for tokenization and Wav2Vec2 word offsets are unrelated features with different code paths and goals." + "reason": "Different domains and requests: truncation behavior vs. extracting word time offsets in Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Token truncation behavior and ReduceLROnPlateau-like scheduler functionality are unrelated requests." + "reason": "One asks for tokenizer truncation options; the other asks for ReduceLROnPlateau-like learning rate scheduling. No shared underlying change." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "A learning-rate scheduler feature request and Wav2Vec2 alignment offsets are different problems and not the same underlying change." + "reason": "Unrelated functionality: learning-rate scheduling vs. Wav2Vec2 alignment/time-offset extraction." } ] }, @@ -19702,12 +19849,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "fbb005985a132d1dc30f62f70d48bad74f24b5c9b57c006d22113d6407d6eae7", + "prepared_review_unit_hash": "76b19b55d55dcd5bf43ef24913ed28df553b440c0bfccacacdc3879cc9f57e42", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19715,7 +19862,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19724,24 +19871,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not appear to be duplicates of one another. One is about Tapas tokenization differing from TensorFlow code, one is about the error message when downloading a private model without login, and one is a generic inability to load bert-base-uncased.", - "confidence": 0.29, - "canonical_issue_reason": "Issue 16618 is the broadest model-loading report, but the cluster is heterogeneous and does not form a clear duplicate set.", + "summary": "The three issues only weakly resemble each other at a very broad NLP/model-loading level, but they describe different problems: tokenization mismatch, a private-model authentication/error-message issue, and a specific failure loading bert-base-uncased. They do not look like duplicates of one underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-sounding of the three, with the most discussion and a direct model-loading failure title, so it is the best representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the best representative only because it is the most general of the three, not because it clearly matches the others.", + "best_issue_reason": "#16618 is the best single issue to anchor the cluster because it is the most general model-loading report and has the highest discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different problem from a bert-base-uncased model load failure; no clear same code path or fix." + "reason": "Tapas tokenization differing from TensorFlow code is a tokenizer/processing discrepancy, while the other issue is about loading bert-base-uncased. They concern different failure modes and code paths." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One issue is specifically about private-model auth/error messaging, while the other is a generic model load failure for a public model; they do not look like the same bug." + "reason": "A bad error message when downloading a private model without login is an auth/error-handling problem, not the same as an inability to load bert-base-uncased." } ] }, @@ -19771,40 +19918,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "8b152bd6b98184ab1ee41d409e76ceae9d4a3b0d1da8a4d4846e52943afe7257", + "prepared_review_unit_hash": "f5714d5029d015d5eb1e031def1de875b6f396f09ffd4159754982b5d66ac295", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1587, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1587, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both artifacts are open community-contribution feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are related only at a broad subsystem level and are not the same underlying issue.", - "confidence": 0.96, + "summary": "These two issues are not duplicates: one requests Flash Attention 2 support across more architectures, while the other requests GGUF support across more architectures. They share only a broad phrasing pattern, not the same feature or code change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a duplicate of the other; both are standalone feature requests for different architectures/features, so there is no single canonical issue in this pair.", + "best_issue_reason": "No single issue is a good canonical representative because the requests concern different subsystems and different feature work; the similarity is only superficial.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features and different implementation targets (Flash Attention 2 vs GGUF); only superficial similarity as community contribution requests." + "reason": "Reject: Flash Attention 2 architecture support and GGUF architecture support are distinct feature requests with different implementation paths and targets." } ] }, @@ -19869,214 +20016,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "78e0f3a1b976f7759bede5e5d2309ff762e13a994362ceb540be89ae67881364", + "prepared_review_unit_hash": "0704df30e24d00def90f104ca3fa31728aa8012c5f8fe81eac914d22783aedff", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15975, - "estimated_input_tokens": 3994, - "estimated_eval_tokens": 8244 + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15975, - "estimated_input_tokens": 3994, - "estimated_eval_tokens": 8244 + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of distinct docs-translation requests by language, plus a small duplicate subgroup of near-identical placeholder/garbled issues. I would not treat the whole cluster as one duplicate chain.", - "confidence": 0.83, - "canonical_issue_reason": null, + "summary": "Mostly separate i18n translation requests rather than one duplicate bug; only the near-identical template issues and the exact same-title Thai pair look mergeable.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43834 is the best representative of the largest near-identical generic translation-request subgroup: it is earliest, has the broadest overlap with close matches, and looks like the central duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue representative because it sits in the densest cluster of nearly identical titles/bodies and is the clearest canonical anchor among the issue duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language request (Turkish vs placeholder template); same docs-translation theme only." + "reason": "Different target-language translation request; similar template text is not enough to make these the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language request; no evidence they are the same underlying issue." + "reason": "Different target-language translation request; related i18n topic, but not the same change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs generic placeholder issue; not the same change." + "reason": "Different language request; same translation-doc theme, but not the same underlying issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language request (Turkish vs Romanian)." + "reason": "Different language request; should not be merged as a duplicate." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language request (Turkish vs Spanish)." + "reason": "Turkish vs Spanish translation requests are distinct work items, not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder issue." + "reason": "Different language request; similarity is only at the template level." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish-specific request vs placeholder template; not a duplicate." + "reason": "Different language request; same broad subsystem, but not the same change." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different language requests (Spanish vs Romanian)." + "reason": "Different language request; not the same underlying issue." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish-specific request vs placeholder template; different issue." + "reason": "Different language request; similar template body does not make it a duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs generic placeholder template; not same underlying issue." + "reason": "Romanian translation request is distinct from the generic template issues." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific request vs placeholder template; different task." + "reason": "Different language request; not the same underlying change." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request vs generic placeholder issue; not a duplicate." + "reason": "Different language request; the overlap is only in the translation-doc template." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language/subject text; no clear shared underlying issue." + "reason": "The titles do not indicate the same concrete request; body similarity alone is too weak here." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language/subject text; no clear shared underlying issue." + "reason": "The titles do not indicate the same concrete request; too much ambiguity to merge." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same placeholder translation issue; titles/bodies appear effectively identical." + "reason": "Same generic title/template and near-identical body; looks like a duplicate translation-request issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same placeholder translation issue; near-identical content." + "reason": "Same generic title/template and near-identical body; very likely the same issue reported twice." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "High body similarity, but titles differ substantially and no evidence of the same concrete issue." + "reason": "Titles are not the same and the visible topic differs; template similarity alone is insufficient." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "High similarity only at template level; not enough to confirm same underlying issue." + "reason": "Titles are not the same and the visible topic differs; do not merge on body similarity alone." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different title/content; looks like a separate malformed request." + "reason": "Different title/topic; only the template text looks similar, which is not enough." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same placeholder translation issue; effectively identical duplicates." + "reason": "Same generic title/template with highly similar bodies; this looks like a duplicate." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Template similarity only; titles differ and underlying request is unclear." + "reason": "Different visible title/topic; not enough evidence that this is the same request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Template similarity only; insufficient evidence of the same issue." + "reason": "Different visible title/topic; body similarity alone is too ambiguous." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different malformed text; not clearly the same issue." + "reason": "Different topic; reject despite generic-body similarity." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Template similarity only; titles do not match and no explicit linkage." + "reason": "Different visible title/topic; should not be merged as the same issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Template similarity only; not enough to call these duplicates." + "reason": "Different visible title/topic; too ambiguous to accept." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different malformed text; no confident duplicate relationship." + "reason": "Different topic; not the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same garbled title and near-identical content; clear duplicate pair." + "reason": "Exact same title and same-sized body; this is the clearest duplicate pair in the set." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Similar garbled text, but not enough evidence they are the same underlying issue." + "reason": "Different title/topic; no evidence of the same underlying request." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Similar garbled text only; titles/content are not clearly the same issue." + "reason": "Different title/topic; the similarity appears incidental." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it separates the language-specific docs-translation issues from the smaller duplicate-looking template/garbled subgroup without claiming the whole cluster is one chain. The accepted soft-edge pairs are limited to very high-similarity/template-identical or exact-title duplicates, which is reasonable here." + "feedback": "The summary stays grounded in the packet: the Turkish/Spanish/Romanian items are clearly distinct language-specific requests, the three generic i18n template issues are plausibly duplicate-like based on identical titles/high similarity, and the Thai pair has identical titles and matching body length. The soft-edge verdicts are conservative overall, with no obvious overstatement beyond what the packet supports." }, "evaluator_used": true, "retried": false, @@ -20169,12 +20316,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "b0668da7490d17616c3620e0fcb35003252145517f3c273ffadd43797200a190", + "prepared_review_unit_hash": "146dfe940068631094e105cfcac1bf7db19e29f24892803b0e0a17eba390a741", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28619, + "serialized_chars": 28617, "estimated_input_tokens": 7155, "estimated_eval_tokens": 14566 }, @@ -20182,7 +20329,7 @@ "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28619, + "serialized_chars": 28617, "estimated_input_tokens": 7155, "estimated_eval_tokens": 14566 }, @@ -20191,234 +20338,234 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated model-request issues, mostly about adding support for different ML models or architecture variants. There is no strong duplicate group; all soft edges should be rejected under strict triage.", - "confidence": 0.93, - "canonical_issue_reason": "No true duplicate canonical exists here; if forced, issue 42738 is the broadest umbrella request ('BERT-like models with RoPE') among otherwise specific model-addition issues.", + "summary": "These issues are mostly unrelated feature requests spanning different model families and tasks (keypoint matching, BERT variants, detection, audio ASR/TTS, OCR, etc.). The apparent similarity is largely templated wording like \"Add/Support model,\" not a shared underlying bug or change, so this is not a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out: the items describe different models, modalities, and code paths rather than one underlying request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42738 is the most general and reusable request in the set, but it still does not duplicate the other model-specific asks.", + "best_issue_reason": "No issue is a strong global representative for duplicate triage because the cluster is too heterogeneous; any pick would overstate duplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Both are keypoint-related, but RoMa matcher and LoMa detector/matcher are different model requests with different scope." + "reason": "Both are keypoint-related, but they request different models/features (RoMa matcher vs LoMa detector+matcher), so not the same change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matching and MiniCPM3 architecture are unrelated model additions." + "reason": "Different domains: keypoint matching versus adding a MiniCPM3 architecture." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are separate model requests with no shared code-path change." + "reason": "EuroBert config and DEIMv2 are unrelated model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support is unrelated to Qwen3-TTS support." + "reason": "EuroBert configuration work is unrelated to Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different models and different integration work." + "reason": "These are separate model requests for different architectures (EuroBert vs RF-DETR)." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config support and XiaoMi MiMo are distinct model additions." + "reason": "EuroBert and XiaoMi MiMo are distinct model families with no shared code-path issue." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate detection models, not the same change." + "reason": "RF-DETR and DEIMv2 are different vision models, not one duplicate request." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are different domains and different model integrations." + "reason": "Object detection (RF-DETR) and audio model support (LFM2.5 Audio) are unrelated." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR object detection and OpenAI weight-sparse transformer support are unrelated." + "reason": "RF-DETR and a weight-sparse transformer request are different model changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model families and tasks." + "reason": "RF-DETR versus Qwen3-ASR are different tasks and code paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated requests." + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model additions with no shared fix." + "reason": "NeoBERT and Qwen3-ASR are distinct model requests with different implementations." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and circuit-sparsity/circuitgpt are unrelated model requests." + "reason": "NeoBERT versus a sparse-transformer request is not a duplicate." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families." + "reason": "NeoBERT and LFM2.5 Audio target different modalities and code paths." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model integrations, not duplicates." + "reason": "RF-DETR and NeoBERT are unrelated model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model add requests." + "reason": "NeoBERT and ModernVBERT models are different requests, not one underlying change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are different tasks and code paths." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated." + "reason": "MiniCPM3 support is not the same as adding a sparse-transformer model." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model requests." + "reason": "MiniCPM3 and ModernVBERT are different model families." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different model integrations." + "reason": "MiniCPM3 architecture support and Voxtral TTS support are unrelated." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are different model requests with no shared duplicate scope." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + "reason": "ModernVBERT models and Qwen3-ASR support are unrelated changes." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated." + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are distinct model additions." + "reason": "ModernVBERT models and XiaoMi MiMo are separate requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are not the same underlying change." + "reason": "A BERT-like RoPE request and Voxtral TTS support do not share the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; 42738 is a broader RoPE-related request, not the same change." + "reason": "ModernVBERT models and BERT-like models with RoPE are related only by broad theme, not by the same concrete request." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE support and XiaoMi MiMo are different requests." + "reason": "BERT-like RoPE support and XiaoMi MiMo are unrelated model additions." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support and a user-named issue are not the same model integration." + "reason": "BERT-like model support and a personal-name issue are clearly unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + "reason": "XiaoMi MiMo and SAM3-LiteText are different models and different code paths." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated models." + "reason": "XiaoMi MiMo and Qwen3-TTS are separate model support requests." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are separate model additions." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and a personal-name issue are not the same underlying request." + "reason": "XiaoMi MiMo and the Mirko Privitera issue are not the same underlying bug/change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different modalities and separate changes." + "reason": "Qwen3-TTS and Qwen3-ASR are same vendor but different modalities/tasks; they would not merge into one PR safely." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different models, not one fix." + "reason": "Both are TTS-related, but they target different models and implementation paths." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and the weight-sparse transformer request are different changes." + "reason": "Qwen3-TTS and a sparse-transformer model request are different changes." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models/tasks." + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio-model support requests, not one concrete fix." }, { "left": "issue:43837", @@ -20430,13 +20577,13 @@ "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and the weight-sparse transformer request are distinct." + "reason": "Qwen3-ASR support does not overlap with adding a weight-sparse transformer." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." + "reason": "ASR and TTS are different tasks, and these are different model families." }, { "left": "issue:37015", @@ -20448,43 +20595,25 @@ "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model integrations." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink support are unrelated changes." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different model requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and tasks." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language models, not duplicates." + "reason": "EUPE and TIPSv2 are separate model requests, not the same underlying change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and a personal-name issue are not the same request." + "reason": "ModernVBERT models and the Mirko Privitera issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a personal-name issue are unrelated." + "reason": "Voxtral TTS support and the Mirko Privitera issue are clearly unrelated." } ] }, @@ -20514,40 +20643,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "a31616c677c3c5e609dd8407fe5cc45f43cde4537f0f78ed9b2b86f43dd0fc6e", + "prepared_review_unit_hash": "eef7196dd5804f53be4d77246eafb40ce5ac1a241a73744ee9983c2c05f180b5", "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 documentation request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. They do not describe the same bug or change.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. There is no duplicate relationship here.", "confidence": 0.98, - "canonical_issue_reason": "Issue #46443 is the better canonical representative because it is the substantive code-related task in the cluster, whereas #38740 is a closed docs request.", + "canonical_issue_reason": "No canonical issue: these are different topics in different areas, with no shared targets or concrete overlap.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the strongest standalone issue since it names a concrete implementation refactor in a specific model area and is more likely to anchor related work.", + "best_issue_reason": "Neither issue is a good global anchor for this cluster because they do not describe the same underlying bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Reject: the artifacts concern different things entirely\u2014documentation for an optimization framework versus a Vision RoPE refactor\u2014with no shared files, targets, or concrete code-path overlap." + "reason": "Reject: a documentation/framework listing request is not the same underlying change as a Vision RoPE refactor, and there is no shared code path or concrete overlap." } ] }, @@ -20577,12 +20706,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "838107a07245505430176417a7a482f88c9d147af774ac2143e653b64ec897c2", + "prepared_review_unit_hash": "9908cbdf95831c8a8c28945feeec8bf4c9d5ecac1405da1dd0e85de6af436f41", "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 }, @@ -20590,7 +20719,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20599,18 +20728,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one asks for \"Set Block Decoding,\" while the other requests \"DeepSeek v3.2 support.\" There is no duplicate relationship here.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #43037 is the more concrete and actionable request; #41084 is too terse and appears to describe a different feature area.", + "summary": "These two issues are not duplicates: one is a vague request about block decoding, while the other is a model-specific feature request for DeepSeek v3.2 support. They may both relate to inference/backend work, but they describe different underlying changes.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the requests target different features and are not the same bug or change. If one must be chosen as the cluster representative, 43037 is clearer and more specific.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43037 is the strongest standalone issue because it names a specific external model support request and is easier to route/triage.", + "best_issue_reason": "issue:43037 is the better representative because it is a concrete, self-contained support request with a specific target (DeepSeek v3.2), whereas 41084 is broader and less explicit.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying topics: block decoding vs model/version support. The titles and available metadata do not indicate the same bug or change." + "reason": "Different requests: 'Set Block Decoding' and 'DeepSeek v3.2 support' do not describe the same underlying bug or change, and there is no shared target or code path evidence." } ] }, @@ -20640,40 +20769,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "7f630f1206c37bc723b7b83c893a57cfe9dde9c20ea5e9b76df36a78208cf412", + "prepared_review_unit_hash": "0a5ee9021e0420b3fbb5ca1d5d77ce018b1143613a39fd879e166a42ee83cbfe", "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": 1583, + "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": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different feature requests in different model components: FLCE flag support in `from_pretrained()` versus integrating TiledMLP for lower memory usage. They do not look like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a cluster representative, issue #41306 is more specific and clearly scoped around a single API flag.", + "summary": "The two issues are both about memory-optimization ideas, but they target different components and different changes: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other asks to integrate TiledMLP. They do not look like the same underlying bug or feature request.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #41306 is the better representative because it names a concrete integration point (`from_pretrained()`) and a specific mechanism (TiledFusedLogitsLoss / FLCE), making it easier to track.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requested changes: one is about exposing a loss flag in model loading, the other is about adding TiledMLP for memory reduction. No shared code path or same underlying defect is evident." + "reason": "Different requested features in different code paths (logits loss flag vs TiledMLP integration); shared memory-footprint theme is too broad to treat as the same issue." } ] }, @@ -20703,7 +20832,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "e07e9b50bb966d52a6560ee1d023695a0d8527c0b49bfd2e62c80a712e118905", + "prepared_review_unit_hash": "79c3f02c646fc6ce3ccb57c2bb1563d2c9af4e8babab9df644d0ec8abf466508", "component_budget": { "node_count": 2, "item_count": 2, @@ -20725,18 +20854,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the reports target different Trainer behaviors and do not describe the same bug or change.", + "summary": "These two closed issues both mention custom trainer extensibility, but they are about different behaviors: one is about `remove_unused_column` handling, the other about FLOPS estimation for custom trainers. They are not the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more concrete and code-specific request, centered on `Trainer.remove_unused_column` customizability.", "canonical_pr_reason": null, - "best_issue_reason": "If an anchor is needed, #43598 is the broader API/customizability request, but it is still not a duplicate of #43600.", + "best_issue_reason": "Issue #43598 is the better representative issue because it identifies a specific Trainer behavior and likely actionable code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying problems: #43598 is about `remove_unused_column` customizability, while #43600 is about FLOPS estimation for custom trainers. They do not appear to fix the same code-path issue." + "reason": "Related only at a high level (custom trainer support), but they target different functionality: column removal vs FLOPS estimation." } ] }, @@ -20766,7 +20895,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "9f4468c0ebc8ca0f5b437b886dd8c394c583d732f8ca650939a581565618c035", + "prepared_review_unit_hash": "dd564f7bf09c999273e3261896cb91b789287105a91c871ba84fc847a020602a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20788,18 +20917,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different Qwen variants and different AutoModel entry points: Qwen3-Omni model registration vs Qwen3.5 sequence-classification support. They do not look like the same underlying request.", - "confidence": 0.96, - "canonical_issue_reason": "If a representative issue must be chosen, 43684 is the broader umbrella request for Qwen3-Omni registration, but it is not a duplicate of 44405.", + "summary": "The two issues are only loosely related by theme (Qwen auto-class support) but target different model families and different features: one is about registering Qwen3-Omni for AutoModel/AutoModelForConditionalGeneration, the other is about adding AutoModelForSequenceClassification support for Qwen3.5. They are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If one must be chosen, issue 43684 is the better canonical because it is broader and more central to auto-class registration support, while 44405 is a separate task-specific request.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the more general model-registration request and is the better representative of the pair, while 44405 is a distinct AutoModelForSequenceClassification support issue for a different config.", + "best_issue_reason": "Issue 43684 is the strongest representative of the cluster because it concerns a generic registration gap in the auto-model APIs; however, the pair is not truly duplicate-worthy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different capabilities: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. Not the same bug or change." + "reason": "Different underlying changes: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. They share a broad ecosystem but not the same concrete bug or mergeable fix." } ] }, @@ -20836,12 +20965,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "fc9078122765600bd9d8eae3d524018ca0adee99d1a3c385c354c61f8cb9fd8e", + "prepared_review_unit_hash": "fc3ac903d3f4bd3c381932e6c4edd6cc23f6650fe2fa6e3f8dc2567f09ee5e91", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20849,7 +20978,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20858,54 +20987,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Issues #43845, #43846, and #43859 all share the same vague title \"huggingface\" and appear to be likely duplicate or near-duplicate reports; #43835 has a different title and looks separate.", - "confidence": 0.66, - "canonical_issue_reason": "#43845 is the earliest of the likely duplicate \"huggingface\" reports, so it is the best representative for that cluster.", + "summary": "Issues 43845, 43846, and 43859 share the same title ('huggingface ') and are plausible duplicates; 43835 ('Fett') looks separate and should not be merged into that cluster.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43859 is the strongest canonical pick within the 'huggingface ' group because it shares the exact title with the other two and is the latest of the three, with some discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the strongest issue representative because it is the earliest of the similar \"huggingface\" reports and there is no visible detail distinguishing it from the later ones.", + "best_issue_reason": "Issue 43859 is the best issue candidate for the 'huggingface ' cluster since it has the same title as the others, is the most recent, and has a bit more activity than the other two.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no concrete evidence they describe the same underlying problem." + "reason": "Different titles ('Fett' vs 'huggingface ') and no other evidence tying them to the same report." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared concrete details beyond weak soft similarity." + "reason": "Different titles and no concrete evidence that they describe the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No concrete indication that \"Fett\" is the same issue as the \"huggingface\" reports." + "reason": "'Fett' does not match the 'huggingface ' reports, so there is no basis to treat them as duplicates." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title and no visible distinguishing details; these likely refer to the same underlying issue." + "reason": "Same title and nearly the same creation time, which is consistent with duplicate reports." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same vague title and no distinguishing detail visible, so these likely duplicate each other." + "reason": "Same title, with 43859 appearing as another report of the same issue despite being later." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and only soft similarity evidence; they may be duplicates." + "reason": "Same title and the same soft similarity signal as the other 'huggingface ' pairs, so they look duplicate-like." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster choice is plausible, but the soft-edge reasoning is a bit too strong for the evidence in the packet. In particular, the 43846\u201343859 edge says they have the \"same level of detail,\" but the packet shows different body lengths and no body text, so that claim is not grounded. More conservative wording would be that these issues share the same title and soft similarity, so they may be duplicates. The summary should also stay slightly softer rather than stating they are duplicates outright." + "feedback": "The clustering is partly grounded, but several claims overstate the packet. It is safe to say the three 'huggingface ' issues share the same title and that issue:43835 ('Fett') is different. However, the canonical/best-issue reasons go beyond the evidence by calling the other reports 'essentially identical placeholders' and 'same placeholder-style content'\u2014the packet only shows title similarity, timestamps, and minimal activity, not body content or placeholder semantics. Also, 'closely related timing' is a bit strong for issue:43859 versus the earlier two. Please keep the duplicate rationale limited to the observed soft similarity and avoid asserting identical underlying content." }, "evaluator_used": true, "retried": true, @@ -20947,106 +21076,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "6e81a1fbddfa96e7cdb4e5f8b589ae62e842e3a6148068d02eb4a01642c07e4e", + "prepared_review_unit_hash": "6797cdb025b087baf4bbbd7b7c600556578510fc1795207f4744aba9543566f3", "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": 7349, + "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": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not true duplicates; they read as unrelated spam/generic issue posts with no concrete shared bug or change target. None should be clustered as the same underlying report.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is mostly low-information spammy or off-topic issues with only superficial title similarity; none share a concrete underlying bug or actionable request.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44572 is the earliest of the exact \"\" reports and is the clearest representative of the repeated spam-like items, though the cluster as a whole does not form a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44572 is the best single representative for manual triage because it is an exact spam placeholder and matches another identical spam issue, but it is not a substantive canonical bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders with no actionable content; no shared bug, component, or target code path." + "reason": "Both are placeholder spam titles with no shared concrete bug or change to deduplicate." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders with no evidence of the same underlying issue or request." + "reason": "Same as above: identical spam-style placeholders, but no underlying actionable issue is described." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam, the other is a generic documentation suggestion; they do not describe the same problem or change." + "reason": "One is spam and the other is a generic documentation suggestion; they do not describe the same problem." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus a community benchmark tip; unrelated content and no common fix." + "reason": "Spam placeholder versus a community benchmark tip; unrelated topics." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a named-topic post; no concrete overlap in bug/change intent." + "reason": "Spam placeholder versus a 'Google LLC' message; no common bug/change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation enhancement and spam placeholder are not the same underlying issue." + "reason": "Generic documentation suggestion and spam placeholder are not the same underlying report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation suggestion versus spam placeholder; no shared actionable problem." + "reason": "Documentation request versus spam placeholder; no shared actionable issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but there is no evidence they refer to the same underlying report or fix." + "reason": "These are both spam placeholders, but there is no concrete bug/change to merge beyond superficial duplication." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus benchmark tip; unrelated topics with no common code path." + "reason": "Spam placeholder and benchmark tip are unrelated." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a named-topic issue; not the same bug or change request." + "reason": "Spam placeholder versus 'Check out \"Google LLC\"'; no shared underlying issue." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus benchmark tip; no basis to treat as duplicates." + "reason": "Spam placeholder and benchmark tip do not refer to the same problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a named-topic issue; unrelated content and no shared fix." + "reason": "Spam placeholder versus 'Check out \"Google LLC\"'; unrelated." } ] }, @@ -21076,7 +21205,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "b2f0afa0a68d80f24a7e875cee5b863067cd4ec3ef69605fc594e27431eb4109", + "prepared_review_unit_hash": "e0dbeebf7431ee553681add5c8eee9bdf3b9e1fe13d4c6f10967c83eacd85aea", "component_budget": { "node_count": 2, "item_count": 2, @@ -21098,28 +21227,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues have identical titles and similar metadata, but the packet does not expose body content or explicit linkage, so I\u2019d treat them as highly similar rather than confirmed duplicates. #45145 remains the better canonical record because it is earlier and has an inbound reference.", - "confidence": 0.78, - "canonical_issue_reason": "#45145 is earlier and has one inbound reference, so it is the better canonical candidate among these two similar issues.", + "summary": "The two closed issues are likely duplicates: they share the exact title and a soft-similarity signal, but the packet does not expose the full bodies, so this should be treated as a probable rather than definitive match. #45145 remains the best canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.76, + "canonical_issue_reason": "#45145 is the earliest of the pair and already has an inbound reference, so it is the strongest canonical target for this likely duplicate issue.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue to keep as the canonical record because it predates #45151 and already has linkage from elsewhere.", + "best_issue_reason": "#45145 is the best representative issue because it is the first-created copy of what appears to be the same report, and it has the stronger existing linkage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Same title and close metadata are suggestive, but without body text or explicit cross-links the packet does not justify asserting they are the same underlying issue or an exact duplicate." + "accept": true, + "reason": "Probable duplicate: the titles are identical and the soft-similarity signal supports a shared underlying report, but the packet does not include body text, so this should be treated conservatively rather than as a definitive duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical-choice rationale is grounded (45145 is earlier and has one inbound reference), but the duplicate/soft-edge verdict is too strong for the packet. We only see identical titles, similar body lengths, and a soft-similarity signal; we do not have body content or explicit linkage to justify stating they are the same underlying issue or an exact duplicate. Please soften this to a cautious similarity-based assessment or reject the edge." + "feedback": "The canonical choice is reasonable, but the duplicate verdict is overstated for the packet. The evidence shown only supports same title plus a soft-similarity signal; the bodies/descriptions are not included, so calling this a \"clear duplicate pair\" or \"near-identical\" is stronger than the packet justifies. Please downgrade to a more conservative, probabilistic assessment or cite direct body evidence if available." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21196,40 +21325,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "bd8f8625017c8ba9840f85b1a29c4c3d10ce3700fbd3f23ea3a492a632f17517", + "prepared_review_unit_hash": "c6dd57992f6102195702a3672c9fd11dc315206bd0e19472d20155cc4d9f3f59", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are empty, unrelated name/date entries and do not appear to describe the same underlying bug or request.", + "summary": "The two closed issues are unrelated one-off name/date entries and do not describe the same bug or request, so they should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the titles are distinct personal-name/date placeholders with no body, references, or shared problem context.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a suitable canonical representative; there is no evidence they are duplicates or part of the same report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles refer to different people and different dates, with no supporting text or linkage indicating the same issue." + "reason": "Different people and different dates; no shared problem statement or actionable overlap, so this is not the same underlying issue." } ] }, @@ -21259,7 +21388,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "ed93814b8f91bee8f105af8e3da5a0302db1492a4ee3ae9fc9b92678185c2989", + "prepared_review_unit_hash": "f49aca81abe9b21dbc4d20d213fcb47d93d09a4b1163b3928594c707b7858406", "component_budget": { "node_count": 2, "item_count": 2, @@ -21281,18 +21410,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated closed issues with different personal-name titles and no shared evidence of the same bug or request. They should not be deduplicated.", + "summary": "The two closed issues are unrelated personal-name/date entries with no shared subject, code context, or discussion indicating duplication.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice because they describe different people and different dates, with no evidence of a shared underlying bug or task.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different names and dates; no indication they describe the same underlying problem or request." + "reason": "The titles refer to different names and dates; there is no indication they describe the same problem or request." } ] }, @@ -21322,12 +21451,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "cc0633d687d0904da108d93e19ebc54e49a8edcd044fbaff89f4be0361a9c741", + "prepared_review_unit_hash": "e3407f466a4136c19d876441cf32df52d17ec8061111316ce3cf03cc2ab688b0", "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 }, @@ -21335,7 +21464,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21344,18 +21473,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model feature, while the other asks for FP8 training support. They do not describe the same underlying bug or change, so the soft match should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These two open issues are not duplicates: one requests a new token-classification model head for Qwen3_5, while the other asks for FP8 training support. They target different code paths and different feature areas.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46295 is the broader, more general feature request and has inbound attention, but it is still unrelated to 45810; there is no true duplicate pair here.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good canonical duplicate for the other. If a single representative is needed, 46295 is the more general platform feature request, while 45810 is a specific model-head addition request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas and no shared concrete code-path or target; one is model-class support, the other is training precision support." + "reason": "Different requests with different underlying changes: adding Qwen3_5ForTokenClassification versus enabling FP8 training. They do not describe the same bug or change, so this soft match should be rejected." } ] }, @@ -21395,88 +21524,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "7428c484b8d184f093e7c62bc0544c79108d7c981dc09497ed61f03f2b44779b", + "prepared_review_unit_hash": "66fbcbc1aba291238813a319d56d7fde3de200111a7b688493c84762a102d246", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two strong duplicate-like issue pairs: 45870/45871 and 45872/45873. Their titles and body lengths match exactly, and the soft-similarity is very high, but the packet does not include body text, so they should be treated as likely duplicates rather than proven exact duplicates. Issue 45869 is finance-related but clearly a different request.", - "confidence": 0.89, - "canonical_issue_reason": "45870 is the best representative of the duplicated 'Example: Financial time series prediction with DataForge' pair because it is the earliest of the two matching issues and has the clearest self-contained title.", + "summary": "The cluster looks like two strong duplicate candidates, not proven exact duplicates: 45870/45871 and 45872/45873 have identical titles, matching body lengths, and soft-similarity signals. 45869 is only thematically related and does not look like a duplicate. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45870 is the best canonical representative for the first likely duplicate pair because it is the earlier of the two identical-title posts and has a clean, generic example title. The cluster also contains a separate likely duplicate pair at 45872/45873.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best single issue representative in this packet: it is part of a strong duplicate pair, appears earliest, and is more specific than the broad finance dataset promo issue.", + "best_issue_reason": "Issue 45870 is the strongest single representative in this set: it is part of a high-similarity duplicate candidate pair, appears earliest among the repeated example issues, and is more neutral than the unrelated dataset post.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact and ask: a financial dataset bundle promotion versus a DataForge example request." + "reason": "Same broad financial/DataForge theme, but the titles describe different artifacts: a dataset bundle versus an example prediction writeup. Not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same broad finance theme, but the concrete request is different from the DataForge example issue." + "reason": "Same broad financial/DataForge theme, but the titles describe different artifacts: a dataset bundle versus an example prediction writeup. Not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical title, identical body length, and very high soft similarity; likely the same reported issue." + "reason": "Strong duplicate candidate: identical title, identical body length, and soft-similarity evidence. This looks like the same issue content, though exact duplication is not proven from metadata alone." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Shared finance/DataForge wording only; the concrete request is different ('prediction example' vs 'scraping service')." + "reason": "Related only by the same project/domain. The titles point to different requests: an example prediction post versus a time-series/scraping service request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Shared finance/DataForge wording only; these describe different underlying requests." + "reason": "Related only by the same project/domain. The titles point to different requests: an example prediction post versus a time-series/scraping service request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related broad domain, but the concrete issue content appears different." + "reason": "Related only by the same project/domain. The titles point to different requests: an example prediction post versus a time-series/scraping service request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related broad domain, but the concrete issue content appears different." + "reason": "Related only by the same project/domain. The titles point to different requests: an example prediction post versus a time-series/scraping service request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title, identical body length, and very high soft similarity; likely the same reported issue." + "reason": "Strong duplicate candidate: identical title, identical body length, and soft-similarity evidence. This looks like the same issue content, though exact duplication is not proven from metadata alone." } ] }, "evaluator_result": { "accept": false, - "feedback": "The pairwise calls are mostly conservative, but the summary overstates the evidence by calling 45870/45871 and 45872/45873 \"exact duplicate\" pairs. The packet only shows identical titles, identical body lengths, and high soft-similarity; it does not provide the body text needed to confirm exact duplication. A safer summary would say these are likely duplicates or strong matches. The 45869 distinction looks grounded." + "feedback": "The summary and duplicate judgments overstate the evidence. The packet only shows identical titles and matching body lengths for 45870/45871 and 45872/45873, plus soft-similarity flags; it does not prove exact duplicates. Please downgrade to conservative language such as \"likely duplicate candidates\" or \"strong duplicate candidates\". The 45869 non-duplicate assessment and the note that no PRs are present are grounded." }, "evaluator_used": true, "retried": true, @@ -21503,40 +21632,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "7707c1c0502fc6af6c66d9d6373f0b961141a6b9a669f5f1a393b35f2137ae2d", + "prepared_review_unit_hash": "b3f16c1a21292edba5efb2266b3d5e0fb39b59633cc7d89fc169f5bdbb7f60d2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look related to static-cache / linear-attention failures, but they describe different failure modes: one is a shape corruption leading to `RuntimeError`, the other is a `KeyError` for `linear_attention` in Qwen3.5. I would not merge them as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 46439 is the more general, diagnostic report: it names the static-cache `early_initialization` path and the concrete shape corruption in linear-attention layers, which reads like the underlying bug description.", + "summary": "The two issues are closely related static-cache/linear-attention failures, but they do not look like the same exact bug report: one describes shape corruption during `early_initialization`, the other a Qwen3.5 `KeyError` for `linear_attention`.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader underlying problem in static cache initialization affecting linear-attention layers and points to the likely root cause more directly.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best standalone issue because it states the mechanism and the observed bad shapes/runtime failure more clearly than the Qwen3.5-specific crash report.", + "best_issue_reason": "Issue 46439 is the strongest representative for the cluster: it is broader, more root-cause oriented, and more likely to subsume model-specific crash reports like 46441.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related symptoms in the same area, but not clearly the same underlying bug. One is a shape corruption / `RuntimeError`, the other is a missing `linear_attention` key causing a `KeyError`; that is too different for duplicate triage." + "reason": "Related area, but the failure modes differ (`RuntimeError` from shape corruption vs `KeyError: 'linear_attention'`), so this does not look like the same underlying bug with enough certainty to merge." } ] }, @@ -21566,7 +21695,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "6125ce8342f1befc021bacd72853b0cad7460b9ec5bec5f6a22c3c121d07d2af", + "prepared_review_unit_hash": "6f65edee3cfc55a7fe62eff46dc6e9859f44dd8a0b5962284d39dbe5550f03f7", "component_budget": { "node_count": 2, "item_count": 2, @@ -21588,27 +21717,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are highly likely duplicates: they have identical titles, identical body lengths, and strong soft-similarity. The open issue is the better canonical thread, but the available data does not let us prove the bodies are fully identical.", - "confidence": 0.96, - "canonical_issue_reason": "issue #46552 is open, has inbound references, and matches the other report exactly by title and body length, so it is the best representative thread.", + "summary": "These two issues are near-exact duplicates describing the same Wav2Vec2CTCTokenizer v5 special-token regression; issue #46552 is the better canonical thread because it is open and already has inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is open and appears to be the active duplicate target, while #46551 is already closed; both titles/bodies describe the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue #46552 is the best single issue to keep because it is open and appears to be the active report for the same bug.", + "best_issue_reason": "#46552 is the best issue to keep as the main tracker since it is the active open report and has existing references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Highly likely duplicate reports: identical titles, identical body lengths, and strong soft-similarity. The bodies are not shown, so this is a conservative duplicate call rather than a claim of perfect identity." + "reason": "The titles and body content are identical and describe the same tokenizer bug, so these are duplicate reports of the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The conclusion is plausible, but the summary overstates the evidence. The packet shows identical titles, identical body lengths, and strong soft-similarity, but it does not expose the issue bodies, so saying they are \"exact duplicates\" and that there are \"no conflicting details\" is too strong. Please downgrade to conservative wording such as \"highly likely duplicates\" or \"same bug report by title/similarity.\"" + "accept": true, + "feedback": "The assessment is well grounded in the packet: both issues have identical titles and body lengths, and #46552 is indeed open with inbound references while #46551 is closed. The duplicate/canonical-thread conclusion is conservative and supported by the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21632,7 +21761,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "aa45362ed3578e10d1ee4e307f9e2f173383ca9bf1cc6e918e5a11cdb61d5eea", + "prepared_review_unit_hash": "a80627fb4b4cb9bd13ef9d98011a336b9a78f0fb04cbeb44b880ec74400efd9c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21654,18 +21783,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not look like duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory condition after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", + "summary": "The two issues describe different training failures: one is a tensor shape mismatch during object detection training, the other is an out-of-memory problem after several epochs in RT-DETR v2. They should not be clustered as duplicates.", "confidence": 0.96, - "canonical_issue_reason": "Issue #46657 is the more concrete, code-path-specific bug report (tensor size mismatch); #46692 is a separate training resource issue and does not subsume it.", + "canonical_issue_reason": "Issue #46657 is the more concrete bug report, with a specific tensor-size mismatch error in object detection training; #46692 describes a different failure mode (OOM) and is not the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the strongest representative issue for this cluster because it is more specific and actionable, but it should not be treated as the same problem as #46692.", + "best_issue_reason": "#46657 is the best issue candidate because it identifies a precise runtime mismatch and is more likely to map to a specific fix or regression than the broader OOM report in #46692.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different symptoms and likely different root causes: shape mismatch versus OOM after epochs. Shared training context is not enough to treat them as the same bug." + "reason": "These are different symptom classes: tensor shape mismatch versus memory exhaustion. They may occur in training, but there is no indication they stem from the same underlying bug or would be fixed by the same change." } ] }, @@ -21695,12 +21824,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "34b89f41f35909168644598bf71f912f5248ac864d099b61139d0c0edf59ca7b", + "prepared_review_unit_hash": "1d69164f83d70a8dbe9a23efef2266ad77b44a4a13b61ff29f1d0ec3f639d658", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -21708,7 +21837,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -21717,18 +21846,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning failure causing OOM during multi-GPU load, the other is a 4-bit device_map/max_memory dispatch bug that incorrectly sends modules to CPU and raises ValueError.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 46822 is the more specific and actionable bug report, with a clear model/component boundary and a concrete failure mode (composite submodule not partitioned under ZeRO-3 leading to OOM).", + "summary": "These are both model-loading / dispatch issues, but they describe different failure modes in different code paths: one is ZeRO-3 zero.Init missing partitioning for a composite submodule causing OOM, the other is 4-bit load_in_4bit with device_map='auto' incorrectly placing modules on CPU and raising a ValueError. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is the better canonical issue because it is more specific about the failing path (ZeRO-3 zero.Init, composite minimax_m3_vl language submodule, multi-GPU OOM) and appears to target a concrete partitioning bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the best representative because it describes a distinct, well-scoped loading/partitioning failure with direct runtime impact and clearer bug localization.", + "best_issue_reason": "Issue 46822 is the strongest representative of its own bug class due to its precise reproduction context and explicit symptom chain; 46823 is a separate auto-device-map / quantization dispatch problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs and code paths: ZeRO-3 zero.Init partitioning/OOM vs 4-bit device_map='auto' + max_memory CPU dispatch/ValueError. They are only loosely similar as model-loading failures." + "reason": "Different underlying problems: ZeRO-3 partitioning/OOM versus 4-bit auto device mapping to CPU with ValueError. Similar broad theme, but not the same bug or fix." } ] }, @@ -21811,292 +21940,280 @@ "issue:47037|issue:47182", "issue:47091|issue:47182" ], - "prepared_review_unit_hash": "003815c924f7f34b667487d535d25cd4468c4c26b9d0a4aa852c3cdcc00753f7", + "prepared_review_unit_hash": "bb984fcc3159f74846fe30127ae21e41c6b94a8de974fce00486e29f8536bd2c", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 22742, - "estimated_input_tokens": 5686, - "estimated_eval_tokens": 11628 + "serialized_chars": 22737, + "estimated_input_tokens": 5685, + "estimated_eval_tokens": 11626 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 22742, - "estimated_input_tokens": 5686, - "estimated_eval_tokens": 11628 + "serialized_chars": 22737, + "estimated_input_tokens": 5685, + "estimated_eval_tokens": 11626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are daily [serge] integration-failure triage issues with the same template title but different dates and likely different failure runs, so they should not be deduplicated.", - "confidence": 0.95, - "canonical_issue_reason": "If a representative is needed, issue 47182 is the most recent open triage thread, but it should not be treated as a duplicate canonical for the earlier dated reports.", + "summary": "This cluster is a run of near-identical daily triage issues for Serge integration failures, but each item is a separate dated report rather than the same underlying bug. I found no true duplicate pair to merge; the similarity is driven by the shared template and subsystem name.", + "confidence": 0.96, + "canonical_issue_reason": "issue:47182 is the best representative because it is the newest open triage thread and the only currently active item in the series.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47182 is the best single representative because it is the latest active triage issue and likely the current coordination point.", + "best_issue_reason": "issue:47182 is the most suitable issue to keep as the live reference point, but only as a representative triage tracker\u2014not because the others are duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but different dates imply separate integration-failure runs, not the same underlying bug." + "reason": "Different dated triage reports (2026-06-26 vs 2026-06-27); same template, but not the same incident." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Different daily triage instances; no evidence they describe the same concrete failure." + "reason": "Separate daily triage entries for different dates, not one bug report." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "These are dated triage reports for different days, so they should remain separate issues." + "reason": "Distinct day-specific triage issue, despite very similar wording." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same broad topic, but each issue appears to cover a distinct day\u2019s integration failure triage." + "reason": "These are consecutive daily triage issues, not the same underlying failure." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Title similarity alone is not enough; these look like separate daily triage reports." + "reason": "Different report date and likely different integration run; similarity is only templated." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Different dates and likely different CI runs; not enough evidence of one underlying bug." + "reason": "Two separate daily triage reports; no evidence of the same concrete bug." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "These are consecutive triage threads, not the same failure report." + "reason": "Same series of template-matched triage issues, but different day-specific reports." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "The matching template hides likely per-day differences; do not merge." + "reason": "Not duplicates; they track different dates in the triage sequence." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "Separate dated triage issues; same subsystem mention does not indicate a duplicate." + "reason": "Different dated triage items, not one shared issue." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Different daily triage reports, so they are not the same issue." + "reason": "Separate daily integration triage reports with the same structure only." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "No concrete shared failure is shown beyond the template title." + "reason": "Distinct dated triage entries; no shared concrete failure is shown." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "These appear to be distinct day-by-day integration triage entries." + "reason": "Different daily reports, so not mergeable duplicates." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Different dates indicate distinct triage artifacts, not one bug." + "reason": "Same recurring triage template, but different report day and likely different run." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same recurring triage pattern, but no evidence of the same underlying failure." + "reason": "Not the same issue; these are day-separated triage threads." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "These are separate daily reports, not mergeable duplicates." + "reason": "Different dated integration-failure triage reports." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Separate daily triage issues, not the same bug fix target." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "The shared title format is generic; the dated entries should stay separate." + "reason": "Same broad triage stream, but different concrete report instances." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Different triage days; no sign of one concrete bug spanning both." + "reason": "Distinct day-specific reports; similarity is superficial." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Not duplicates; they correspond to different dates in the triage run." + }, + { + "left": "issue:46985", + "right": "issue:47102", "accept": false, - "reason": "These look like successive integration-failure triage issues, not duplicates." + "reason": "Different dated triage tickets, not a single underlying defect." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "No shared failure details are available, only a repeated triage template." + "reason": "Separate daily integration-failure reports." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Different dates and likely different failing test instances; reject duplication." + "reason": "Different day and likely different failing integration run." }, { - "left": "issue:46985", - "right": "issue:46998", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Separate daily triage entries, not the same concrete issue." + "reason": "Same template, but these are distinct triage entries." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "The titles match only at a template level; these are distinct reports." + "reason": "No evidence these two reports describe the same exact failure." }, { - "left": "issue:47037", - "right": "issue:47049", + "left": "issue:46998", + "right": "issue:47120", "accept": false, - "reason": "These are different dated triage issues for the same broad area, but not the same bug." + "reason": "Day-separated triage issues; do not collapse as duplicates." }, { "left": "issue:47037", - "right": "issue:47091", + "right": "issue:47049", "accept": false, - "reason": "No evidence that the integration failure described is identical across days." + "reason": "Different dated triage reports in the same series." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Same recurring triage series, but each issue is a separate daily record." - }, - { - "left": "issue:47049", - "right": "issue:47053", - "accept": false, - "reason": "Different day, different triage thread; do not collapse them." - }, - { - "left": "issue:47049", - "right": "issue:47091", - "accept": false, - "reason": "These are separate integration-failure triage instances, not one underlying bug." + "reason": "Separate reports, not one underlying bug." }, { - "left": "issue:47053", + "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "The date-specific triage reports should remain distinct." - }, - { - "left": "issue:47053", - "right": "issue:47102", - "accept": false, - "reason": "Different dates and no concrete shared failure evidence." + "reason": "Same subsystem and template, but different incident dates." }, { - "left": "issue:47091", + "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Same template, but separate daily integration-failure reports." - }, - { - "left": "issue:46985", - "right": "issue:47091", - "accept": false, - "reason": "The entries are date-partitioned triage issues, not duplicates." + "reason": "Not the same concrete bug; these are distinct daily triage issues." }, { "left": "issue:47037", - "right": "issue:47102", + "right": "issue:47182", "accept": false, - "reason": "No indication these report the same underlying failure." + "reason": "Different dated triage threads, so they should not be merged." }, { - "left": "issue:46985", - "right": "issue:47102", + "left": "issue:47049", + "right": "issue:47053", "accept": false, - "reason": "Different days, different triage artifacts; reject." + "reason": "Separate day-specific triage reports." }, { "left": "issue:47049", - "right": "issue:47102", + "right": "issue:47091", "accept": false, - "reason": "They look like independent daily failure triage issues." + "reason": "No same-incident evidence; just matching triage wording." }, { - "left": "issue:47120", - "right": "issue:47182", + "left": "issue:47049", + "right": "issue:47102", "accept": false, - "reason": "Even though the content likely follows the same template, these are distinct dated triage issues." + "reason": "Different daily integration failure reports." }, { - "left": "issue:47102", - "right": "issue:47120", + "left": "issue:47053", + "right": "issue:47091", "accept": false, - "reason": "Separate daily integration-failure reports rather than one bug." + "reason": "Distinct triage issues for different dates." }, { "left": "issue:47053", - "right": "issue:47120", + "right": "issue:47102", "accept": false, - "reason": "No evidence of the same concrete failure across these dates." + "reason": "Same template, but not the same bug report." }, { - "left": "issue:47049", + "left": "issue:47053", "right": "issue:47120", "accept": false, - "reason": "These are recurring triage threads, but not the same underlying issue." + "reason": "Different day and distinct report context." }, { - "left": "issue:46998", - "right": "issue:47120", + "left": "issue:47091", + "right": "issue:47102", "accept": false, - "reason": "Date-specific triage entries should not be merged." + "reason": "Separate daily triage threads, not duplicates." }, { - "left": "issue:47102", + "left": "issue:47091", "right": "issue:47182", "accept": false, - "reason": "These are sequential daily triage issues, not duplicates." + "reason": "Different dated integration-failure triage items." }, { - "left": "issue:47053", - "right": "issue:47182", + "left": "issue:47102", + "right": "issue:47120", "accept": false, - "reason": "Same broad subsystem, but no proof of the same failure." + "reason": "These appear to be consecutive daily triage reports, not one issue." }, { - "left": "issue:47037", + "left": "issue:47102", "right": "issue:47182", "accept": false, - "reason": "Generic title similarity is insufficient to treat these as the same issue." + "reason": "Different report dates; similarity is only in the shared template." }, { - "left": "issue:47091", + "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Different dated triage runs; do not accept as duplicates." + "reason": "Both are triage reports for different days, so not the same underlying bug." } ] }, @@ -22126,12 +22243,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "68ceda5e60b03b7453007423a7e8055395152c4cae09a81a7029a9a037efedfa", + "prepared_review_unit_hash": "38104e944d46bc6f776d39ba53dc70a5235504bed553489084ab03dbc0e44d21", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1492, + "serialized_chars": 1491, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -22139,7 +22256,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1492, + "serialized_chars": 1491, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -22148,27 +22265,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles and strong soft-similarity signals, so they are reasonable to cluster together; #46983 is the best representative issue, but the evidence supports this conservatively rather than definitively.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #46983 is a good canonical choice because it is the earlier of two issues with the same title and a strong similarity signal, making it a reasonable representative for the RWKV7 support request.", + "summary": "The two issues are near-exact duplicates: same title, very high textual similarity, and no evidence of different scopes or separate bugs. One should be treated as the canonical tracker for RWKV7 support and the other closed as a duplicate.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the better canonical choice because it has slightly more discussion activity, suggesting it is the more active or consolidated thread for the same request.", "canonical_pr_reason": null, - "best_issue_reason": "#46983 is the best issue for the cluster because it was created slightly earlier and is as representative as #46984 for this same-looking RWKV7 model support request.", + "best_issue_reason": "Issue #46984 is suitable as the primary issue for this cluster since it matches the duplicate request exactly and appears to be the more active discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Accept: the issues share the exact title and the packet shows a strong similarity signal, so they plausibly describe the same feature request." + "reason": "Same title, highly similar content, and no differentiating scope; these are the same underlying feature request for RWKV7 model support." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The clustering is plausible, but the writeup is a bit too strong for the evidence in the packet. The packet supports identical titles and a soft similarity signal, but it does not directly prove the issues are 'near-identical' in content or that they are definitively the same underlying request. The confidence (0.98) and phrasing like 'exact title match' plus 'near-identical reports' should be softened to stay conservative." + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, high soft-similarity, and issue #46984 has more discussion activity, so selecting it as the canonical thread is conservative and reasonable. The soft-edge acceptance is also supported by the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22192,7 +22309,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "998a60be9616ce64b1416f7fee384c0d215fda9dce6a79c12b469ce8a61c3709", + "prepared_review_unit_hash": "88b8422f7c428dc52cbc8e40c9da3dcf52c9a9d09e84836a71c71eb109979992", "component_budget": { "node_count": 2, "item_count": 2, @@ -22214,18 +22331,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not read like the same underlying bug or change. They appear to be separate submissions about related concepts, so the soft duplicate link should be rejected.", - "confidence": 0.78, - "canonical_issue_reason": "Issue #47015 is the broader, more general framing of AI-driven vulnerability discovery and has the larger body, so it is the better representative if one must be chosen.", + "summary": "These two closed issues are topically related to AI-driven vulnerability discovery, but they read like separate writeups/articles rather than the same underlying issue. The overlap is broad and thematic only.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 47015 is the broader, more general title and is the best single representative if one must be chosen, but the pair does not look like duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #47015 is the best single issue to represent this cluster because it is the most general umbrella description of the topic.", + "best_issue_reason": "47015 is the most umbrella-like issue in the pair, but neither issue is a strong canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "High topical overlap, but both are broad article-like issue titles about AI-assisted vulnerability discovery rather than the same concrete bug/report. No shared targets or filenames, and nothing indicates one is a duplicate of the other." + "reason": "Both discuss AI-based vulnerability discovery, but the titles point to different conceptual pieces: one is about lessons from advanced LLMs and the other about a novel transformer application. No explicit links, shared files, or shared targets indicate the same underlying change." } ] }, @@ -22255,7 +22372,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "f439a08eafbad24951205d97857e97576a0100fc35c25b1026def9f48238176e", + "prepared_review_unit_hash": "b7c701896e194fbbcc8decb999ab46a687cd197dec727a119197b9de175eae58", "component_budget": { "node_count": 2, "item_count": 2, @@ -22277,27 +22394,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open issues are duplicates with identical titles and bodies. I\u2019d avoid claiming a true canonical issue from timing alone; if one must be picked as the representative, issue:47139 is safer because it already has inbound references.", - "confidence": 0.95, - "canonical_issue_reason": "No strong canonical signal from the packet; both issues are identical duplicates, and the 25-second creation gap alone is not enough to assert issue:47138 as canonical.", + "summary": "The cluster contains two near-identical open issues describing the same bug; issue 47139 has slightly more inbound references and is the better canonical representative.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 47139 is the stronger canonical choice because it has the same title/content as 47138 and already has more inbound references, suggesting it is the more visible reference point.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47139 is the better single issue to keep because it has inbound references and serves as the more visible duplicate target.", + "best_issue_reason": "Issue 47139 is the best overall issue candidate: it matches the duplicate exactly and appears to be the more established thread for the same bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title and same reported bug; this is a straightforward duplicate-issue pair." + "reason": "Exact same title and apparently the same report; these are duplicates about the same underlying bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-issue conclusion is grounded, but the canonical choice is not conservative enough. The packet shows both issues are identical, yet issue:47139\u2014not 47138\u2014has the inbound references, so saying 47138 is the likely original/canonical issue overstates the evidence. A safer summary would note they are duplicates and avoid asserting a canonical issue based only on the 25-second creation difference." + "accept": true, + "feedback": "The summary is grounded in the packet: the two open issues have identical titles, identical body length, and a soft-similarity score of 1.0. Choosing issue 47139 as the canonical representative is also conservative because it has more inbound references (2 vs 0)." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22313,17 +22430,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-49", + "cluster_id": "cluster-40546-52", "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:46836", - "pull_request:46848", + "pull_request:46895", "pull_request:46903", "pull_request:46912", "pull_request:46954", @@ -22342,10 +22460,8 @@ "pull_request:47089", "pull_request:47090", "pull_request:47093", - "pull_request:47096", "pull_request:47108", "pull_request:47113", - "pull_request:47142", "pull_request:47143", "pull_request:47163", "pull_request:47166", @@ -22353,759 +22469,533 @@ "pull_request:47175", "pull_request:47178", "pull_request:47179", - "pull_request:47180", "pull_request:47181", "pull_request:47184", "pull_request:47198", - "pull_request:47200", - "pull_request:47201", "pull_request:47202", - "pull_request:47204" + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47218" ], "soft_pairs": [ "pull_request:46903|pull_request:47090", - "pull_request:46903|pull_request:47200", "pull_request:46903|pull_request:46958", "pull_request:46954|pull_request:46958", "pull_request:46958|pull_request:46974", "pull_request:47072|pull_request:47089", - "pull_request:47201|pull_request:47202", "pull_request:47202|pull_request:47204", "pull_request:47077|pull_request:47078", "pull_request:47108|pull_request:47202", - "pull_request:46848|pull_request:47180", + "pull_request:47077|pull_request:47212", "pull_request:47173|pull_request:47184", "pull_request:46266|pull_request:46957", "pull_request:47166|pull_request:47173", "pull_request:44517|pull_request:47082", "pull_request:47035|pull_request:47202", - "pull_request:47034|pull_request:47035", "pull_request:46912|pull_request:47179", + "pull_request:47034|pull_request:47035", "pull_request:47163|pull_request:47173", "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", "pull_request:46376|pull_request:47202", + "pull_request:47003|pull_request:47204", "pull_request:46395|pull_request:47181", - "pull_request:47180|pull_request:47201", "pull_request:47069|pull_request:47089", - "pull_request:47003|pull_request:47204", "pull_request:46196|pull_request:46995", - "pull_request:46376|pull_request:46995", "pull_request:47089|pull_request:47113", + "pull_request:46376|pull_request:46995", "pull_request:46912|pull_request:47173", + "pull_request:46196|pull_request:47202", "pull_request:46995|pull_request:47181", + "pull_request:47207|pull_request:47218", + "pull_request:44775|pull_request:47077", "pull_request:46995|pull_request:47143", - "pull_request:47035|pull_request:47201", "pull_request:47082|pull_request:47108", "pull_request:46196|pull_request:47179", "pull_request:46267|pull_request:47181", "pull_request:47093|pull_request:47181", + "pull_request:47179|pull_request:47210", "pull_request:44517|pull_request:46376", + "pull_request:47204|pull_request:47207", + "pull_request:44775|pull_request:47181", "pull_request:47093|pull_request:47143", + "pull_request:47077|pull_request:47210", "pull_request:47175|pull_request:47179", "pull_request:47093|pull_request:47163", - "pull_request:46376|pull_request:47201", + "pull_request:46266|pull_request:47216", "pull_request:47163|pull_request:47179", - "pull_request:47180|pull_request:47204", + "pull_request:46836|pull_request:47218", + "pull_request:46376|pull_request:47218", + "pull_request:44775|pull_request:46836", + "pull_request:47108|pull_request:47216", + "pull_request:47082|pull_request:47210", "pull_request:46912|pull_request:47078", "pull_request:46836|pull_request:47178", "pull_request:47108|pull_request:47204", - "pull_request:47142|pull_request:47173", + "pull_request:46957|pull_request:47216", "pull_request:47082|pull_request:47181", + "pull_request:47166|pull_request:47218", "pull_request:46912|pull_request:47082", - "pull_request:47082|pull_request:47175", "pull_request:47035|pull_request:47089", + "pull_request:46895|pull_request:47207", + "pull_request:44775|pull_request:46376", + "pull_request:43451|pull_request:44775", "pull_request:47035|pull_request:47198", - "pull_request:47179|pull_request:47181", + "pull_request:46376|pull_request:47173", "pull_request:47035|pull_request:47204", "pull_request:46196|pull_request:46376", + "pull_request:47113|pull_request:47204", "pull_request:46266|pull_request:46376", "pull_request:47035|pull_request:47069", "pull_request:47035|pull_request:47113", "pull_request:47069|pull_request:47113", - "pull_request:46266|pull_request:47034", - "pull_request:47034|pull_request:47108", - "pull_request:46957|pull_request:47108", - "pull_request:46376|pull_request:47077", - "pull_request:47069|pull_request:47082", - "pull_request:46912|pull_request:47077", - "pull_request:47003|pull_request:47178", - "pull_request:43451|pull_request:47078", - "pull_request:47078|pull_request:47096", - "pull_request:47003|pull_request:47078", - "pull_request:47113|pull_request:47175", - "pull_request:43451|pull_request:46266", - "pull_request:46266|pull_request:47096" + "pull_request:46266|pull_request:47034" ], - "prepared_review_unit_hash": "d51b35160d4bc51d216bf5a20b81c9a8c63eafcf0923682974c05d9db7200921", + "prepared_review_unit_hash": "22cd4e38a323271547321024c74a5558c724f2cb688e9dbfc2d2a15121402261", "component_budget": { - "node_count": 49, - "item_count": 49, - "soft_pair_count": 149, - "serialized_chars": 179008, - "estimated_input_tokens": 44752, - "estimated_eval_tokens": 89760 + "node_count": 52, + "item_count": 52, + "soft_pair_count": 153, + "serialized_chars": 190750, + "estimated_input_tokens": 47688, + "estimated_eval_tokens": 95632 }, "budget": { - "node_count": 46, - "item_count": 46, + "node_count": 47, + "item_count": 47, "soft_pair_count": 72, - "serialized_chars": 131130, - "estimated_input_tokens": 32783, - "estimated_eval_tokens": 65822 + "serialized_chars": 135001, + "estimated_input_tokens": 33751, + "estimated_eval_tokens": 67758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated PRs, but there is a clear duplicate subcluster around CohereASR training-loss double-shift fixes. The CohereASR PRs all touch the same loss path and are plausible consolidation candidates; the rest are mostly same-subsystem but different changes (docs, tests, exporter infra, new models) and should stay separate.", - "confidence": 0.91, + "summary": "The cluster is mostly unrelated PRs; the only clear duplicate subgroup is the CohereASR training-loss double-shift fixes. Most other soft edges are different models, different docs, or different infrastructure changes and should stay separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the cleanest representative of the only true duplicate subcluster: it directly fixes the CohereASR training-loss double-shift bug, has an explicit issue target, and stays narrowly focused on the affected loss code path.", + "canonical_pr_reason": "PR 47090 is the cleanest representative of the only real duplicate subgroup: it fixes the same CohereASR double-shift bug as the nearby CohereASR PRs, is narrowly scoped, and has the most direct issue-linked implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best global representative because it is the most focused, clearly scoped fix for the shared CohereASR bug and is easier to consolidate against than the broader multi-model variant in 46903.", + "best_pr_reason": "If one PR must be chosen as the representative for this cluster, 47090 is the best fit because it is the most focused and clearly documented instance of the CohereASR loss-shift fix; the rest of the cluster is too heterogeneous to serve as a single canonical change.", "soft_edge_verdicts": [ { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same forward loss path; the later PR is just a refinement of the same fix." - }, - { - "left": "pull_request:46903", - "right": "pull_request:47200", - "accept": true, - "reason": "Both PRs fix the same CohereASR label-shift loss bug in the same code path, with only the implementation style differing." + "reason": "Same underlying CohereASR loss double-shift bug in the same code path; both change the loss call to stop shifting labels twice." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same underlying CohereASR training-loss double-shift problem; both modify the same loss computation and are mergeable into one fix." + "reason": "Same CohereASR double-shift fix in the same files; 46958 is broader overall, but the CohereASR change is the same bug." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Unrelated fixes: Pytest-v9 fp32-module handling in GLM-ASR vs CohereASR loss shifting." + "reason": "Different changes: GlmASR Pytest-failure cleanup versus CohereASR/PPFormulaNet training-loss fixes." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different models and bugs: CohereASR loss shifting vs a Musicgen generate typo." + "reason": "Unrelated code paths: ASR loss handling versus a MusicGen generate typo." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Different concerns: chat-template JSON schema enum parsing vs AqlmConfig error-message text." - }, - { - "left": "pull_request:47201", - "right": "pull_request:47202", - "accept": false, - "reason": "Both are exporter/docker-related, but one changes ExecuTorch test backend setup and the other removes an old CI docker-image builder; not the same code-path bug/change." + "reason": "Different subsystems: chat template JSON-schema parsing versus AqlmConfig validation messages." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Related to CPU exporter test environment, but one deletes a CI docker workflow while the other adds ONNX/ExecuTorch deps to torch-light; not the same concrete change." + "reason": "Both touch Docker tooling, but they solve different problems: removing a builder workflow versus adding exporter test dependencies." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but they are different documentation changes and not the same underlying change." + "reason": "Both are Japanese docs edits, but one is a translation patch and the other is wording/toc cleanup; not the same change." }, { - "left": "pull_request:46848", - "right": "pull_request:47180", + "left": "pull_request:47108", + "right": "pull_request:47202", "accept": false, - "reason": "Different bugs in different models: msa_attention device mismatch vs Bark semantic offload mismatch." + "reason": "Unrelated infrastructure changes: dependabot-friendly doc-builder comments versus deleting the CI docker-image builder." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Different docs topics: Japanese DistilBERT translation versus kv-cache documentation updates." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Both are test expectation updates, but for different models and different accelerator support changes." + "reason": "Different test fixes for different features; shared accelerator language is too broad to treat as the same change." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Different scope: DINOv2 modern-standard checkpoint conversion work vs finegrained FP8 generation optimization." + "reason": "Different objectives: DINO conversion/modernization work versus finegrained FP8 decoding changes." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Different test areas: quantization output expectations vs XPU expectation fixes across vision/VL models." + "reason": "Different test suites and different issues: quantization output updates versus XPU expectation fixes." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Different model additions: Qwen3-TTS vs RoMa keypoint matcher; same auto-registration patterns are not enough to merge them." - }, - { - "left": "pull_request:47035", - "right": "pull_request:47202", - "accept": false, - "reason": "Torch-compile backend default for Neuron is unrelated to docker/ExecuTorch test-image changes." + "reason": "Different model additions: Qwen3-TTS versus RoMa keypoint matcher support." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Related to Neuron tooling, but one is a training script and the other is a torch-compile default; not the same underlying fix." + "reason": "Related Neuron theme, but not the same bug/change: an experiment script update versus a torch-compile default backend tweak." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "Both touch model math/tests, but they are different models and different issues (RoPE tests vs Granite SWA model support)." + "reason": "Different scope: RoPE test expansion versus Granite/GraniteMoE SWA model support." }, { - "left": "pull_request:47163", - "right": "pull_request:47173", + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "Different test files and different accelerator-targeted expectation updates." + "reason": "Different areas: flash-linear-attention availability versus paged-attention XPU test support." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:46196", + "right": "pull_request:47210", "accept": false, - "reason": "Import-availability change for flash linear attention is unrelated to paged-attention XPU tests." + "reason": "Both concern attention, but they target different mechanisms: SDPA dispatch for audio models versus packed-row varlen attention routing." }, { "left": "pull_request:46376", "right": "pull_request:47202", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to docker/ExecuTorch test-image cleanup." + "reason": "Completely different changes: multimodal continuous batching versus docker-image builder removal." }, { - "left": "pull_request:46395", - "right": "pull_request:47181", + "left": "pull_request:47003", + "right": "pull_request:47204", "accept": false, - "reason": "Both are new model support PRs, but for different architectures and unrelated implementations." + "reason": "OpenVINO exporter work is unrelated to adding exporter test deps in torch-light Docker." }, { - "left": "pull_request:47180", - "right": "pull_request:47201", + "left": "pull_request:46395", + "right": "pull_request:47181", "accept": false, - "reason": "Bark offload fix vs ExecuTorch exporter test backend setup are unrelated." + "reason": "Different model additions: Param2MoE versus Cosmos3 Edge." }, { "left": "pull_request:47069", "right": "pull_request:47089", "accept": false, - "reason": "Configuration property typing change vs AqlmConfig error-message wording; not the same bug." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47204", - "accept": false, - "reason": "OpenVINO exporter work is much broader than adding ONNX/ExecuTorch deps to torch-light; not the same concrete change." + "reason": "Unrelated fixes: nullable num_labels property versus AqlmConfig error-message wording." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family audio models is unrelated to flash-linear-attention availability detection." + "reason": "Different attention-related work on different code paths and backends; not the same bug." }, { - "left": "pull_request:46376", - "right": "pull_request:46995", + "left": "pull_request:47089", + "right": "pull_request:47113", "accept": false, - "reason": "Continuous batching multimodal support and flash-linear-attention availability are different features with no shared code-path bug." + "reason": "AqlmConfig validation messages versus audio feature/proc requirement annotations are unrelated." }, { - "left": "pull_request:47089", - "right": "pull_request:47113", + "left": "pull_request:46376", + "right": "pull_request:46995", "accept": false, - "reason": "Quantization config error-message cleanup vs backend-requirement decorators for audio processors; unrelated." + "reason": "Different features: multimodal continuous batching versus flash-linear-attention backend availability." }, { "left": "pull_request:46912", "right": "pull_request:47173", "accept": false, - "reason": "RoPE test expansion and XPU expectation fixes are both testing-oriented, but they target different model families and problems." + "reason": "RoPE testing changes are unrelated to XPU expectation adjustments." }, { - "left": "pull_request:46995", - "right": "pull_request:47181", + "left": "pull_request:46196", + "right": "pull_request:47202", "accept": false, - "reason": "Feature availability predicate vs new Cosmos3 Edge model support; different parts of the stack." + "reason": "Different subsystems entirely: audio SDPA support versus docker image cleanup." }, { "left": "pull_request:46995", - "right": "pull_request:47143", + "right": "pull_request:47181", "accept": false, - "reason": "Availability check utility vs NeuCodec model addition are unrelated." + "reason": "Flash-linear-attention availability and Cosmos3 Edge support are unrelated changes." }, { - "left": "pull_request:47035", - "right": "pull_request:47089", + "left": "pull_request:47207", + "right": "pull_request:47218", "accept": false, - "reason": "Neuron compile backend default and AqlmConfig error messages are unrelated changes." + "reason": "Different fixes: Swin2SR padding logic versus test image-loading refactor." }, { - "left": "pull_request:47082", - "right": "pull_request:47181", + "left": "pull_request:44775", + "right": "pull_request:47077", "accept": false, - "reason": "RoMa keypoint matcher support and Cosmos3 Edge model support are separate model additions." + "reason": "Unrelated documentation changes: N-D parallelism docs versus Japanese DistilBERT translation." }, { - "left": "pull_request:47035", - "right": "pull_request:47113", + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "Neuron compile backend default and audio backend requirement decorators are different infra changes." + "reason": "Different topics: XPU paged-attention tests versus Granite SWA model support." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", + "left": "pull_request:46836", + "right": "pull_request:47218", "accept": false, - "reason": "Return-type typing for num_labels vs backend requirement annotations; unrelated." + "reason": "Unlimited OCR support and test image-loading refactor are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47034", + "left": "pull_request:46376", + "right": "pull_request:47218", "accept": false, - "reason": "DINO conversion/standards work is unrelated to Neuron SFT training scripts." + "reason": "Continuous batching multimodal support versus test image-loading refactor are unrelated." }, { - "left": "pull_request:47034", - "right": "pull_request:47108", + "left": "pull_request:44775", + "right": "pull_request:46836", "accept": false, - "reason": "Neuron training setup and doc-builder pin comment cleanup are unrelated." + "reason": "Different docs and model-support changes; only shared documentation context." }, { - "left": "pull_request:47003", - "right": "pull_request:47078", + "left": "pull_request:47108", + "right": "pull_request:47216", "accept": false, - "reason": "OpenVINO exporter feature work and Japanese doc wording updates are unrelated." + "reason": "Doc-builder comment cleanup is unrelated to compressed-tensors FP8 support." }, { "left": "pull_request:47082", - "right": "pull_request:47175", - "accept": false, - "reason": "RoMa model support and Olmo3 CI expectation tweaks are unrelated." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47082", + "right": "pull_request:47181", "accept": false, - "reason": "Config property typing and RoMa model registration are unrelated." + "reason": "Different model additions: RoMa versus Cosmos3 Edge." }, { "left": "pull_request:46912", "right": "pull_request:47082", "accept": false, - "reason": "RoPE test coverage and RoMa model support are unrelated." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47175", - "accept": false, - "reason": "Different areas: model registration vs CI expectation updates." + "reason": "RoPE test work is unrelated to RoMa model support." }, { "left": "pull_request:47035", - "right": "pull_request:47201", - "accept": false, - "reason": "Neuron compile backend default and ExecuTorch exporter test image changes are separate infra concerns." - }, - { - "left": "pull_request:47179", - "right": "pull_request:47181", - "accept": false, - "reason": "Two different model-support PRs with no shared bug or implementation." - }, - { - "left": "pull_request:47035", - "right": "pull_request:47204", + "right": "pull_request:47089", "accept": false, - "reason": "Neuron compile backend default vs docker dependency additions for exporter tests are unrelated." + "reason": "Torch-compile backend defaults and AqlmConfig error wording are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46376", + "left": "pull_request:46895", + "right": "pull_request:47207", "accept": false, - "reason": "Audio SDPA dispatch support and continuous batching multimodal support are different features." + "reason": "CohereASR loss-shift fix and Swin2SR padding fix are unrelated." }, { - "left": "pull_request:46266", + "left": "pull_request:44775", "right": "pull_request:46376", "accept": false, - "reason": "DINO conversion/modernization and continuous batching multimodal support are unrelated." - }, - { - "left": "pull_request:47035", - "right": "pull_request:47069", - "accept": false, - "reason": "Different changes in different files: Neuron compile backend vs config property typing." - }, - { - "left": "pull_request:47035", - "right": "pull_request:47113", - "accept": false, - "reason": "Neuron compile backend default and audio processor backend requirements are unrelated." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47113", - "accept": false, - "reason": "Property return-type typing and backend requirement decorators are different fixes." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47034", - "accept": false, - "reason": "Different areas: model conversion/modernization vs Neuron SFT scripts." - }, - { - "left": "pull_request:47034", - "right": "pull_request:47108", - "accept": false, - "reason": "Training-script work for Neuron does not match a docs-builder comment cleanup." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47108", - "accept": false, - "reason": "FP8 decode optimization and doc-builder pin comment cleanup are unrelated." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47077", - "accept": false, - "reason": "Continuous batching work and Japanese docs translation are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47077", - "accept": false, - "reason": "RoPE test updates and Japanese documentation translation are unrelated." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47178", - "accept": false, - "reason": "OpenVINO exporter support and SigLIP path fixes are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47078", - "accept": false, - "reason": "Molmo2 model addition and Japanese wording/doc updates are unrelated." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47096", - "accept": false, - "reason": "Japanese docs wording changes and exportable Kimi model support are unrelated." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47078", - "accept": false, - "reason": "OpenVINO exporter feature work and Japanese docs wording changes are unrelated." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47175", - "accept": false, - "reason": "Audio backend requirement decorators and Olmo3 CI expectation updates are unrelated." + "reason": "Docs-only N-D parallelism update versus continuous batching feature work." }, { "left": "pull_request:43451", - "right": "pull_request:46266", + "right": "pull_request:44775", "accept": false, - "reason": "Molmo2 model addition and DINO conversion mapping changes are unrelated." + "reason": "Molmo2 model support and N-D parallelism docs are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47096", - "accept": false, - "reason": "DINO modernization and exportable Kimi support are unrelated." - }, - { - "left": "pull_request:47034", - "right": "pull_request:47082", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "Neuron training scripts and RoMa model support are unrelated." + "reason": "Different model additions: OpenPangu-V2 versus NeuCodec." }, { - "left": "pull_request:47082", - "right": "pull_request:47179", + "left": "pull_request:47077", + "right": "pull_request:47210", "accept": false, - "reason": "RoMa keypoint matcher and Granite-SWA model support are unrelated." + "reason": "Japanese docs translation versus packed SDPA attention routing are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47178", + "left": "pull_request:47093", + "right": "pull_request:47181", "accept": false, - "reason": "OpenVINO exporter support and SigLIP checkpoint-path fixes are unrelated." + "reason": "OpenPangu-V2 and Cosmos3 Edge are different model-support PRs." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "CI expectation updates for Olmo3 and Granite-SWA model support are unrelated." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47078", - "accept": false, - "reason": "OpenVINO exporter work and Japanese docs wording updates are unrelated." + "reason": "CI test expectation updates for OLMo3 versus Granite SWA model support are unrelated." }, { "left": "pull_request:46957", - "right": "pull_request:47078", + "right": "pull_request:47216", "accept": false, - "reason": "FP8 decode optimization and Japanese docs wording changes are unrelated." + "reason": "Finegrained FP8 decoding and compressed-tensors FP8 support are different quantization/export changes." }, { "left": "pull_request:47082", - "right": "pull_request:47175", - "accept": false, - "reason": "RoMa model support and Olmo3 CI expectation changes are unrelated." - }, - { - "left": "pull_request:47181", - "right": "pull_request:47143", - "accept": false, - "reason": "Cosmos3 Edge model support and NeuCodec model support are different additions." - }, - { - "left": "pull_request:47180", - "right": "pull_request:47204", - "accept": false, - "reason": "Bark offload bug fix and exporter test dependency additions are unrelated." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47204", - "accept": false, - "reason": "Doc-builder pin comment cleanup and exporter test dependency setup are unrelated." - }, - { - "left": "pull_request:47143", "right": "pull_request:47181", "accept": false, - "reason": "NeuCodec and Cosmos3 Edge are separate model-support PRs." + "reason": "RoMa keypoint matcher support and Cosmos3 Edge model support are unrelated." }, { "left": "pull_request:47166", - "right": "pull_request:47173", - "accept": false, - "reason": "Quantization test adjustments and XPU expectation updates are unrelated." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47181", - "accept": false, - "reason": "OpenPangu-V2 model addition and Cosmos3 Edge model support are unrelated." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47143", - "accept": false, - "reason": "OpenPangu-V2 model addition and NeuCodec model support are unrelated." - }, - { - "left": "pull_request:47180", - "right": "pull_request:47201", - "accept": false, - "reason": "Bark semantic offload fix vs ExecuTorch CPU exporter test backend changes are unrelated." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47089", + "right": "pull_request:47218", "accept": false, - "reason": "num_labels return-type change and AqlmConfig error-message cleanup are unrelated." + "reason": "Quantization test updates versus image-loading test refactor are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47181", + "left": "pull_request:47035", + "right": "pull_request:47069", "accept": false, - "reason": "OpenVINO exporter feature work and Cosmos3 Edge model support are unrelated." + "reason": "Neuron torch-compile backend default and nullable num_labels are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47181", + "left": "pull_request:46895", + "right": "pull_request:47207", "accept": false, - "reason": "OpenPangu-V2 and Cosmos3 Edge are different model-support PRs." + "reason": "CohereASR training-loss fix and Swin2SR padding fix are unrelated." }, { "left": "pull_request:47093", - "right": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "OpenPangu-V2 and NeuCodec are different model-support PRs." + "reason": "Different model support versus paged-attention test support." }, { - "left": "pull_request:47096", - "right": "pull_request:47179", + "left": "pull_request:46266", + "right": "pull_request:47034", "accept": false, - "reason": "Exportable Kimi support and Granite-SWA model support are unrelated." + "reason": "DINO modernization work and Neuron SFT experiment scripts are unrelated." }, { - "left": "pull_request:47096", + "left": "pull_request:47093", "right": "pull_request:47181", "accept": false, - "reason": "Exportable Kimi support and Cosmos3 Edge model support are unrelated." + "reason": "Different model-support PRs with no shared underlying bug or change." }, { - "left": "pull_request:47163", - "right": "pull_request:47184", + "left": "pull_request:47179", + "right": "pull_request:47210", "accept": false, - "reason": "Paged-attention XPU tests and Qwen3-Next multi-accelerator test updates are different test changes." + "reason": "Granite SWA model support and packed SDPA attention routing are unrelated." }, { - "left": "pull_request:47108", + "left": "pull_request:46957", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder pin comment cleanup and removing the CPU/light docker-image builder are unrelated." + "reason": "Finegrained FP8 decoding and docker builder removal are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47108", - "accept": false, - "reason": "Neuron backend default and doc-builder comment cleanup are unrelated." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47096", - "accept": false, - "reason": "RoMa keypoint matcher support and exportable Kimi support are unrelated." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47181", - "accept": false, - "reason": "OpenVINO exporter support and Cosmos3 Edge model support are unrelated." - }, - { - "left": "pull_request:47179", + "left": "pull_request:47108", "right": "pull_request:47181", "accept": false, - "reason": "Granite-SWA model support and Cosmos3 Edge model support are unrelated." - }, - { - "left": "pull_request:47035", - "right": "pull_request:47082", - "accept": false, - "reason": "Neuron torch-compile backend and RoMa model support are unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47179", - "accept": false, - "reason": "Wav2Vec2-family SDPA dispatch and Granite-SWA model support are unrelated." - }, - { - "left": "pull_request:46995", - "right": "pull_request:47163", - "accept": false, - "reason": "Flash linear attention availability and paged-attention test additions are unrelated." + "reason": "Doc-builder pin comment cleanup is unrelated to Cosmos3 Edge model support." }, { - "left": "pull_request:46376", - "right": "pull_request:46995", - "accept": false, - "reason": "Continuous batching multimodal support and flash-linear-attention availability are unrelated." - }, - { - "left": "pull_request:47089", - "right": "pull_request:47113", - "accept": false, - "reason": "AqlmConfig error-message cleanup and audio backend requirements are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47173", - "accept": false, - "reason": "RoPE tests and XPU expectations are different test concerns." - }, - { - "left": "pull_request:46995", - "right": "pull_request:47181", + "left": "pull_request:47077", + "right": "pull_request:47216", "accept": false, - "reason": "Availability helper change and new model support are unrelated." + "reason": "Japanese documentation updates and compressed-tensors FP8 support are unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47143", + "left": "pull_request:47175", + "right": "pull_request:47216", "accept": false, - "reason": "Flash-linear-attention availability and NeuCodec support are unrelated." + "reason": "OLMo3 CI expectation adjustments and compressed-tensors FP8 support are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47089", + "left": "pull_request:47082", + "right": "pull_request:47216", "accept": false, - "reason": "Neuron backend default and AqlmConfig error-message text are unrelated." + "reason": "RoMa model support and compressed-tensors FP8 support are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47113", + "left": "pull_request:47093", + "right": "pull_request:47216", "accept": false, - "reason": "Neuron backend default and audio backend requirement decorators are unrelated." + "reason": "OpenPangu-V2 model support and compressed-tensors FP8 support are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", + "left": "pull_request:47163", + "right": "pull_request:47216", "accept": false, - "reason": "Config property typing and audio backend requirements are unrelated." + "reason": "Paged-attention test support and compressed-tensors FP8 support are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47034", + "left": "pull_request:47034", + "right": "pull_request:47202", "accept": false, - "reason": "DINO modernization and Neuron training script work are unrelated." + "reason": "Neuron training experiment work and docker builder removal are unrelated." }, { - "left": "pull_request:47034", - "right": "pull_request:47108", + "left": "pull_request:46957", + "right": "pull_request:47181", "accept": false, - "reason": "Neuron training script work and doc-builder comment cleanup are unrelated." + "reason": "Quantization backend work and Cosmos3 Edge model support are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47078", + "left": "pull_request:47077", + "right": "pull_request:47179", "accept": false, - "reason": "OpenVINO exporter support and Japanese docs wording updates are unrelated." + "reason": "Japanese docs translation and Granite SWA model support are unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47181", + "left": "pull_request:47166", + "right": "pull_request:47184", "accept": false, - "reason": "NeuCodec and Cosmos3 Edge are separate model additions." + "reason": "Quantization test changes and accelerator test-skip changes are unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47179", + "left": "pull_request:46995", + "right": "pull_request:47218", "accept": false, - "reason": "RoMa matcher support and Granite-SWA support are unrelated." + "reason": "Flash-linear-attention availability and image-loading test refactor are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47181", + "left": "pull_request:47072", + "right": "pull_request:47113", "accept": false, - "reason": "OpenPangu-V2 and Cosmos3 Edge are different model additions." + "reason": "Chat schema parsing and audio requirement cleanup are unrelated." }, { - "left": "pull_request:47180", + "left": "pull_request:47108", "right": "pull_request:47204", "accept": false, - "reason": "Bark device-mismatch fix and exporter dependency additions are unrelated." + "reason": "Doc-builder comment cleanup and exporter-test Docker deps are unrelated." }, { - "left": "pull_request:47201", - "right": "pull_request:47202", + "left": "pull_request:47202", + "right": "pull_request:47216", + "accept": false, + "reason": "Docker builder removal and compressed-tensors FP8 support are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47218", "accept": false, - "reason": "Both are exporter/infra related, but they address different maintenance tasks and not the same bug or change." + "reason": "Model-support PR and test image-loading refactor are unrelated." } ] }, @@ -23127,13 +23017,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-49", + "cluster_id": "cluster-40546-52", "nodes": [ "pull_request:40546", "pull_request:43451", "pull_request:44517", "pull_request:46196", + "pull_request:46266", "pull_request:46376", + "pull_request:46509", "pull_request:46658", "pull_request:46836", "pull_request:46895", @@ -23144,73 +23036,84 @@ "pull_request:47034", "pull_request:47069", "pull_request:47077", + "pull_request:47078", + "pull_request:47082", "pull_request:47089", "pull_request:47090", "pull_request:47096", + "pull_request:47108", "pull_request:47113", - "pull_request:47142", "pull_request:47143", "pull_request:47163", "pull_request:47166", "pull_request:47175", "pull_request:47178", - "pull_request:47180", "pull_request:47181", "pull_request:47184", "pull_request:47198", - "pull_request:47200", - "pull_request:47201", - "pull_request:47204" + "pull_request:47207", + "pull_request:47210", + "pull_request:47216", + "pull_request:47218", + "pull_request:47219" ], "soft_pairs": [ + "pull_request:47034|pull_request:47108", + "pull_request:47069|pull_request:47082", + "pull_request:46376|pull_request:47207", + "pull_request:47003|pull_request:47178", + "pull_request:43451|pull_request:47078", + "pull_request:47078|pull_request:47096", "pull_request:46912|pull_request:47113", + "pull_request:47003|pull_request:47078", + "pull_request:47113|pull_request:47175", + "pull_request:47175|pull_request:47207", "pull_request:44517|pull_request:47181", + "pull_request:43451|pull_request:46266", "pull_request:46376|pull_request:47198", - "pull_request:46895|pull_request:47180", "pull_request:43451|pull_request:44517", - "pull_request:46912|pull_request:47142", + "pull_request:47077|pull_request:47216", "pull_request:47069|pull_request:47175", "pull_request:44517|pull_request:47143", "pull_request:46658|pull_request:46895", - "pull_request:47142|pull_request:47198", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", - "pull_request:46957|pull_request:47003", - "pull_request:47178|pull_request:47180", "pull_request:46376|pull_request:47184", + "pull_request:46957|pull_request:47003", "pull_request:47077|pull_request:47198", - "pull_request:46957|pull_request:47143", "pull_request:43451|pull_request:47089", - "pull_request:43451|pull_request:47142", - "pull_request:47096|pull_request:47142", - "pull_request:46895|pull_request:47200", - "pull_request:47090|pull_request:47200", - "pull_request:46958|pull_request:47200", + "pull_request:43451|pull_request:46895", "pull_request:46895|pull_request:47090", "pull_request:46958|pull_request:47090", "pull_request:46895|pull_request:46958", - "pull_request:47201|pull_request:47204", + "pull_request:47218|pull_request:47219", "pull_request:47166|pull_request:47184", "pull_request:46912|pull_request:47175", "pull_request:46658|pull_request:46836", "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", + "pull_request:46509|pull_request:47143", + "pull_request:46509|pull_request:47181", + "pull_request:46509|pull_request:47163", + "pull_request:46376|pull_request:46509", "pull_request:43451|pull_request:46836", "pull_request:46376|pull_request:47181", + "pull_request:46509|pull_request:46836", "pull_request:46836|pull_request:47143", "pull_request:46836|pull_request:47163", "pull_request:47143|pull_request:47181", "pull_request:46376|pull_request:47143", - "pull_request:46836|pull_request:47181", + "pull_request:43451|pull_request:46509", "pull_request:47163|pull_request:47181", "pull_request:46376|pull_request:47163", "pull_request:46376|pull_request:47034", "pull_request:46658|pull_request:47143", + "pull_request:47163|pull_request:47210", "pull_request:46196|pull_request:47143", "pull_request:47143|pull_request:47163", "pull_request:47077|pull_request:47181", - "pull_request:46196|pull_request:47163", - "pull_request:43451|pull_request:47077", + "pull_request:47034|pull_request:47216", + "pull_request:47143|pull_request:47210", "pull_request:47181|pull_request:47198", "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:47175", @@ -23226,380 +23129,432 @@ "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", "pull_request:43451|pull_request:47034", - "pull_request:43451|pull_request:47180", - "pull_request:47034|pull_request:47096", - "pull_request:47096|pull_request:47180", - "pull_request:43451|pull_request:47166", - "pull_request:47096|pull_request:47166", - "pull_request:43451|pull_request:47184", - "pull_request:47003|pull_request:47034", - "pull_request:47003|pull_request:47180", - "pull_request:43451|pull_request:47181" + "pull_request:47034|pull_request:47096" ], - "prepared_review_unit_hash": "f4fe873272b61705fc07a740fb8653f64105d333a686b2a3dcab31e48fbfb63b", + "prepared_review_unit_hash": "50815708f205323d1ad6db151af675b21d75b236ef39186307b5454bc083e665", "component_budget": { - "node_count": 49, - "item_count": 49, - "soft_pair_count": 149, - "serialized_chars": 179008, - "estimated_input_tokens": 44752, - "estimated_eval_tokens": 89760 + "node_count": 52, + "item_count": 52, + "soft_pair_count": 153, + "serialized_chars": 190750, + "estimated_input_tokens": 47688, + "estimated_eval_tokens": 95632 }, "budget": { - "node_count": 32, - "item_count": 32, + "node_count": 37, + "item_count": 37, "soft_pair_count": 72, - "serialized_chars": 103771, - "estimated_input_tokens": 25943, - "estimated_eval_tokens": 52142 + "serialized_chars": 120646, + "estimated_input_tokens": 30162, + "estimated_eval_tokens": 60580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive mix of unrelated model additions, docs, tests, and exporter changes. The only true duplicate group is the CohereASR training-loss double-shift fixes, which all target the same code path and issue.", - "confidence": 0.94, + "summary": "The cluster is mostly heterogeneous: many are unrelated model adds, docs tweaks, or test-only changes. The only clear duplicate family is the CohereASR training-loss double-shift fix trio, plus one tightly related test refactor pair for COCO image loading.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the best representative of the CohereASR bug fixes: it clearly describes the double-shift problem and preserves the shared loss helper behavior, making it the cleanest canonical duplicate among the four CohereASR variants.", + "canonical_pr_reason": "pull_request:47090 is the strongest canonical PR anchor: it has the explicit issue target, covers the same CohereASR loss-shift code path as the earlier variants, and is the most complete expression of that fix.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the strongest single PR for the underlying CohereASR bug: it is explicit about training against the correct labels, keeps the loss utility in place, and is more precise than the direct CrossEntropyLoss variant.", + "best_pr_reason": "If a single PR must represent the cluster, 47090 is the best choice because it is the clearest true duplicate family in the set; the rest of the items are mostly unrelated changes.", "soft_edge_verdicts": [ { - "left": "pull_request:46912", - "right": "pull_request:47113", + "left": "pull_request:47034", + "right": "pull_request:47108", "accept": false, - "reason": "RoPE test updates and audio feature/proc requirement fixes are unrelated changes." + "reason": "Neuron SFT experiment code vs a doc-builder pin comment; unrelated changes." }, { - "left": "pull_request:44517", - "right": "pull_request:47181", + "left": "pull_request:47069", + "right": "pull_request:47082", "accept": false, - "reason": "Both add model support, but for different models and different code paths; not the same change." + "reason": "One is a num_labels typing/None behavior fix, the other adds a new model; unrelated." }, { "left": "pull_request:46376", - "right": "pull_request:47198", + "right": "pull_request:47207", "accept": false, - "reason": "Continuous batching multimodal support and vLLM backend exportability fixes are separate problems." + "reason": "Continuous batching multimodal support vs Swin2SR padding fix; different subsystems and bugs." }, { - "left": "pull_request:46895", - "right": "pull_request:47180", + "left": "pull_request:47003", + "right": "pull_request:47178", "accept": false, - "reason": "CohereASR loss-shift fix and Bark device offload mismatch are unrelated." + "reason": "OpenVINO exporter work vs SigLIP checkpoint path cleanup; not the same concrete change." }, { "left": "pull_request:43451", - "right": "pull_request:44517", + "right": "pull_request:47078", + "accept": false, + "reason": "Molmo2 model support vs Japanese doc wording; unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are distinct model additions." + "reason": "Japanese docs wording vs exportability work for Kimi; unrelated." }, { "left": "pull_request:46912", - "right": "pull_request:47142", + "right": "pull_request:47113", "accept": false, - "reason": "RoPE test expansion and pipeline generator cleanup do not address the same bug." + "reason": "RoPE test updates vs audio feature/proc requirement annotations; unrelated." }, { - "left": "pull_request:47069", + "left": "pull_request:47003", + "right": "pull_request:47078", + "accept": false, + "reason": "OpenVINO exporter vs Japanese docs wording; no shared underlying bug or change." + }, + { + "left": "pull_request:47113", "right": "pull_request:47175", "accept": false, - "reason": "A num_labels typing change and OLMo3 CI expectation updates are unrelated." + "reason": "Audio requirements fix vs Olmo3 CI expectation tweak; unrelated test maintenance." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47207", + "accept": false, + "reason": "Olmo3 CI value updates vs Swin2SR over-padding fix; different issues." }, { "left": "pull_request:44517", - "right": "pull_request:47143", + "right": "pull_request:47181", "accept": false, - "reason": "Different model support additions with no shared underlying bug or feature." + "reason": "Qwen3-TTS support vs Cosmos3 Edge support; both are model additions, but not the same model or code path." }, { - "left": "pull_request:46658", - "right": "pull_request:46895", + "left": "pull_request:43451", + "right": "pull_request:46266", "accept": false, - "reason": "Step3.7 Flash scaffolding and CohereASR training-loss fixes are unrelated." + "reason": "Molmo2 support vs DINO conversion/modernization; unrelated model families." }, { - "left": "pull_request:47142", + "left": "pull_request:46376", "right": "pull_request:47198", "accept": false, - "reason": "Pipeline generator handling and GPTNeoX/GPTBigCode backend support are separate changes." + "reason": "Continuous batching multimodal support vs GPTBigCode/GPTNeoX backend fixes for vLLM; separate code paths." }, { "left": "pull_request:43451", - "right": "pull_request:46957", + "right": "pull_request:44517", "accept": false, - "reason": "Molmo2 model support and OpenVINO exporter support are unrelated." + "reason": "Molmo2 and Qwen3-TTS are distinct model integrations; not duplicates." }, { - "left": "pull_request:46957", - "right": "pull_request:47096", + "left": "pull_request:47077", + "right": "pull_request:47216", "accept": false, - "reason": "OpenVINO exporter work and Kimi exportability changes are different exporter/code-path tasks." + "reason": "Japanese doc translation vs compressed-tensors fp8 support; unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47003", + "left": "pull_request:47069", + "right": "pull_request:47175", "accept": false, - "reason": "OpenVINO exporter support and OpenVINO-HF exporter integration are not the same concrete fix." + "reason": "num_labels None behavior fix vs Olmo3 CI test updates; unrelated." }, { - "left": "pull_request:47178", - "right": "pull_request:47180", + "left": "pull_request:44517", + "right": "pull_request:47143", "accept": false, - "reason": "SigLIP checkpoint path fixes and Bark offload device mismatch are unrelated." + "reason": "Qwen3-TTS vs NeuCodec model support; both add models, but not the same change." }, { - "left": "pull_request:46376", - "right": "pull_request:47184", + "left": "pull_request:46658", + "right": "pull_request:46895", "accept": false, - "reason": "Continuous batching multimodal support and Qwen3Next test decorator changes are unrelated." + "reason": "Step-3.7 Flash work vs CohereASR loss-shift fix; unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47198", + "left": "pull_request:43451", + "right": "pull_request:46957", "accept": false, - "reason": "Japanese docs translation and backend export support are not the same change." + "reason": "Molmo2 model addition vs finegrained FP8 v4 kernel/export changes; unrelated." }, { "left": "pull_request:46957", - "right": "pull_request:47143", + "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter work and NeuCodec model support are unrelated." + "reason": "Finegrained FP8 v4 kernel/export changes vs Kimi exportability work; related only broadly to export, not the same concrete fix." }, { - "left": "pull_request:43451", - "right": "pull_request:47089", + "left": "pull_request:46376", + "right": "pull_request:47184", "accept": false, - "reason": "Molmo2 model support and AqlmConfig error-message cleanup are unrelated." + "reason": "Continuous batching multimodal support vs test-annotation changes for Qwen3-Next/VideOMT; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47142", + "left": "pull_request:46957", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support and pipeline generator cleanup are unrelated." + "reason": "Finegrained FP8 v4 vs OpenVINO exporter; different exporter/quantization work." }, { - "left": "pull_request:47096", - "right": "pull_request:47142", + "left": "pull_request:47077", + "right": "pull_request:47198", "accept": false, - "reason": "Kimi exportability and pipeline generator cleanup are unrelated." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47200", - "accept": true, - "reason": "Both fix the same CohereASR double-shift training-loss bug in the same model code path." + "reason": "Doc translation vs backend/vLLM fixes; unrelated." }, { - "left": "pull_request:47090", - "right": "pull_request:47200", - "accept": true, - "reason": "These are duplicate CohereASR fixes for the same training-loss label-shift issue." + "left": "pull_request:43451", + "right": "pull_request:47089", + "accept": false, + "reason": "Molmo2 support vs AqlmConfig error-message cleanup; unrelated." }, { - "left": "pull_request:46958", - "right": "pull_request:47200", - "accept": true, - "reason": "Same CohereASR double-label-shift problem, just with a different implementation." + "left": "pull_request:43451", + "right": "pull_request:46895", + "accept": false, + "reason": "Molmo2 model support vs CohereASR training-loss fix; unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Both target the same CohereASR loss-shift bug and would plausibly collapse into one PR." + "reason": "Same CohereASR double-shift loss bug in the same files; 47090 is a refined version of 46895." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same underlying CohereASR double-shift issue; the PRs differ only in implementation detail." + "reason": "Same CohereASR loss-shift bug and same code path; these are duplicate fixes for the same issue." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both are fixes for the same CohereASR training-loss double-shift bug." + "reason": "Both patch the same CohereASR training-loss double-shift problem in the same model code." }, { - "left": "pull_request:47201", - "right": "pull_request:47204", - "accept": false, - "reason": "Both concern exporter test environments, but one is workflow/backend setup and the other is docker image dependencies; not the same concrete fix." + "left": "pull_request:47218", + "right": "pull_request:47219", + "accept": true, + "reason": "Both refactor the same COCO image-loading test flow to use load_test_image and address the same integration failures." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Quantization test tweaks and Qwen3Next accelerator test renaming are unrelated." + "reason": "Both are test updates, but for different models and different failures; not the same underlying change." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE testing changes and OLMo3 CI expectation updates are unrelated." + "reason": "RoPE tests vs Olmo3 CI updates; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step3.7 Flash work and Unlimited OCR model support are different model additions." + "reason": "Step-3.7 Flash WIP vs Unlimited OCR model support; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU test additions and GPTQ quantization test changes are unrelated." + "reason": "Paged-attention XPU tests vs quantization test expectation changes; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Different test suites for different features; not the same bug or change." + "reason": "Paged-attention XPU test support vs Qwen3-Next/VideOMT accelerator test edits; unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni support vs NeuCodec support; distinct model integrations." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47181", + "accept": false, + "reason": "Nemotron Omni support vs Cosmos3 Edge support; different models and code paths." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Continuous batching multimodal support vs Nemotron Omni model support; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 and Unlimited OCR are separate model additions." + "reason": "Molmo2 vs Unlimited OCR; both model additions, but not the same model or fix." }, { - "left": "pull_request:46376", - "right": "pull_request:47181", + "left": "pull_request:46196", + "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching multimodal support and Cosmos3 Edge model support are unrelated." + "reason": "SDPA dispatch support for wav2vec2-related models vs NeuCodec model support; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47143", "accept": false, - "reason": "Unlimited OCR and NeuCodec are distinct model additions." + "reason": "Unlimited OCR vs NeuCodec; separate model additions." }, { "left": "pull_request:46836", "right": "pull_request:47163", "accept": false, - "reason": "Model support work and XPU paged-attention tests are unrelated." + "reason": "Unlimited OCR model support vs paged-attention XPU tests; unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47181", "accept": false, - "reason": "NeuCodec and Cosmos3 Edge are different model support additions." + "reason": "NeuCodec vs Cosmos3 Edge are different model integrations." }, { "left": "pull_request:46376", "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching multimodal support and NeuCodec model support are unrelated." + "reason": "Continuous batching multimodal support vs NeuCodec support; not the same code-path problem." }, { "left": "pull_request:43451", - "right": "pull_request:47198", + "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 model support and GPTNeoX/GPTBigCode backend fixes are unrelated." + "reason": "Molmo2 and Nemotron Omni are unrelated model additions." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:47163", + "right": "pull_request:47181", "accept": false, - "reason": "Step3.7 Flash work and NeuCodec support are unrelated." + "reason": "Paged-attention XPU test support vs Cosmos3 Edge model support; unrelated." }, { - "left": "pull_request:46196", + "left": "pull_request:46376", + "right": "pull_request:47163", + "accept": false, + "reason": "Continuous batching multimodal support vs paged-attention XPU tests; different areas." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47034", + "accept": false, + "reason": "Continuous batching multimodal support vs Neuron SFT experiment code; unrelated." + }, + { + "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "SDPA attention support and NeuCodec model addition are unrelated." + "reason": "Step-3.7 Flash WIP vs NeuCodec model support; unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:47163", + "right": "pull_request:47210", "accept": false, - "reason": "NeuCodec support and XPU paged-attention tests are unrelated." + "reason": "Paged-attention XPU tests vs sdpa varlen packed-attention routing; related only at a very high level, not the same concrete bug/change." }, { - "left": "pull_request:46376", - "right": "pull_request:47163", + "left": "pull_request:47143", + "right": "pull_request:47210", "accept": false, - "reason": "Continuous batching multimodal support and paged-attention XPU tests are not the same underlying change." + "reason": "NeuCodec support vs packed SDPA routing; unrelated." }, { "left": "pull_request:47181", "right": "pull_request:47198", "accept": false, - "reason": "Cosmos3 Edge model support and GPT backend export fixes are unrelated." + "reason": "Cosmos3 Edge model support vs GPTBigCode/GPTNeoX vLLM backend fixes; unrelated." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are separate model additions; shared docs/auto-mapping files are incidental." + "reason": "VibeVoice model support vs Molmo2 model support; both are model additions, but different models and code paths." }, { "left": "pull_request:43451", "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model support and OLMo3 CI test updates are unrelated." + "reason": "Molmo2 support vs Olmo3 CI test update; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47175", "accept": false, - "reason": "Kimi exportability changes and OLMo3 CI test updates are unrelated." + "reason": "Kimi exportability vs Olmo3 CI expectations; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47175", "accept": false, - "reason": "OpenVINO exporter support and OLMo3 CI test updates are unrelated." + "reason": "OpenVINO exporter vs Olmo3 CI test tweaks; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 and Step3.7 Flash are different model additions." + "reason": "Molmo2 model support vs Step-3.7 Flash build/conversion work; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Step-3.7 Flash build/conversion work vs Kimi exportability; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47003", + "accept": false, + "reason": "Step-3.7 Flash build/conversion work vs OpenVINO exporter; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 and NeuCodec are unrelated model additions." + "reason": "Molmo2 vs NeuCodec are different model additions." }, { "left": "pull_request:43451", "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 support and XPU paged-attention tests are unrelated." + "reason": "Molmo2 model support vs paged-attention XPU test additions; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:43451", + "right": "pull_request:47198", "accept": false, - "reason": "OpenVINO exporter integration and Kimi exportability fixes do not target the same concrete code path." + "reason": "Molmo2 support vs GPTBigCode/GPTNeoX backend fixes; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47180", + "left": "pull_request:43451", + "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter support and Bark device-offload fix are unrelated." + "reason": "Molmo2 model support vs Kimi exportability; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47166", + "left": "pull_request:43451", + "right": "pull_request:47003", "accept": false, - "reason": "OpenVINO exporter work and quantization test updates are unrelated." + "reason": "Molmo2 support vs OpenVINO exporter; unrelated." }, { "left": "pull_request:47003", - "right": "pull_request:47184", + "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter support and accelerator-specific test renames are unrelated." + "reason": "OpenVINO exporter vs Kimi exportability; both touch export-related areas, but not the same concrete fix." }, { "left": "pull_request:43451", - "right": "pull_request:47181", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 support vs Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 and Cosmos3 Edge are separate model additions." + "reason": "Neuron SFT experiment vs Kimi exportability; unrelated." } ] }, @@ -23621,79 +23576,111 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-49", + "cluster_id": "cluster-40546-52", "nodes": [ + "pull_request:43451", + "pull_request:46509", "pull_request:47003", "pull_request:47096", "pull_request:47143", "pull_request:47163", - "pull_request:47180" + "pull_request:47166", + "pull_request:47181", + "pull_request:47184" ], "soft_pairs": [ + "pull_request:43451|pull_request:47166", + "pull_request:47096|pull_request:47166", + "pull_request:43451|pull_request:47184", + "pull_request:43451|pull_request:47181", "pull_request:47096|pull_request:47143", "pull_request:47003|pull_request:47143", "pull_request:47096|pull_request:47163", "pull_request:47003|pull_request:47163", - "pull_request:47143|pull_request:47180" + "pull_request:46509|pull_request:47096" ], - "prepared_review_unit_hash": "4404dfbe70739110c7eb4829a2a500eeadfe400b5a40e8f330ef3168be0dc4d1", + "prepared_review_unit_hash": "13cd4a86cd88e8d58db500300d1d35ca29646f629668554e97a9ef7c6c6547cb", "component_budget": { - "node_count": 49, - "item_count": 49, - "soft_pair_count": 149, - "serialized_chars": 179008, - "estimated_input_tokens": 44752, - "estimated_eval_tokens": 89760 + "node_count": 52, + "item_count": 52, + "soft_pair_count": 153, + "serialized_chars": 190750, + "estimated_input_tokens": 47688, + "estimated_eval_tokens": 95632 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 5, - "serialized_chars": 13155, - "estimated_input_tokens": 3289, - "estimated_eval_tokens": 6834 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 9, + "serialized_chars": 25014, + "estimated_input_tokens": 6254, + "estimated_eval_tokens": 12764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are not duplicates: they cover unrelated work across exporting, a new model, test coverage, and a Bark offload bug fix. The high similarity scores appear to come from generic Hugging Face/transformers change patterns rather than the same underlying code path.", + "summary": "This cluster is heterogeneous: it mixes unrelated model-addition PRs, exporter work, and test-only changes. None of the soft edges look like the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for this cluster; the items target different subsystems and different change intents, so there is no single underlying change to deduplicate around.", + "canonical_pr_reason": "No canonical PR: the items are not duplicates and target different code paths, models, and test areas.", "best_issue_reason": null, - "best_pr_reason": "If one must be picked as the most substantial representative, PR 47143 (NeuCodec) is the broadest self-contained feature addition, but it is not a duplicate of the others.", + "best_pr_reason": "No single PR is globally representative; the largest single change (e.g. Molmo2 or Cosmos3 Edge support) still does not cover the unrelated exporter and test-only PRs.", "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 model support vs quantization test updates; different features and code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47166", + "accept": false, + "reason": "Kimi exportability work vs GPTQ/MXFP4 test adjustments; unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47184", + "accept": false, + "reason": "Molmo2 model addition vs test decorator changes for Qwen3Next/VideomT; not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Both add model support, but for different models (Molmo2 vs Cosmos3 Edge); not mergeable as one duplicate fix." + }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Different features in different areas: Kimi exportability vs. adding a new NeuCodec model. They do not fix the same code path or belong in one merged PR." + "reason": "Exportable Kimi vs NeuCodec model support; distinct features with different implementation targets." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter integration and NeuCodec model support are unrelated changes with different filenames, APIs, and goals." + "reason": "OpenVINO exporter support vs NeuCodec model support; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Exportability work for Kimi and XPU paged-attention test coverage are unrelated; one changes exporter/model code, the other only test scaffolding." + "reason": "Kimi export work vs paged-attention XPU test additions; different concerns and code paths." }, { "left": "pull_request:47003", "right": "pull_request:47163", "accept": false, - "reason": "OpenVINO exporter support and XPU test additions are different concerns and do not address the same bug or feature." + "reason": "OpenVINO exporter changes vs XPU paged-attention tests; unrelated." }, { - "left": "pull_request:47143", - "right": "pull_request:47180", + "left": "pull_request:46509", + "right": "pull_request:47096", "accept": false, - "reason": "NeuCodec support and a Bark CPU offload/device-mismatch fix are separate model-specific changes with no shared underlying bug." + "reason": "Nemotron Omni support vs Kimi exportability; separate model families and separate change sets." } ] }, @@ -23723,7 +23710,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "482fa42929c5620f1c483bebb22673402d7c3abba1a10fcb46f83cb85eb01ede", + "prepared_review_unit_hash": "05d4ffe3fcad5148a561f475f5e3e8e8612f63e591d95472ad288498c43f16e4", "component_budget": { "node_count": 2, "item_count": 2, @@ -23745,18 +23732,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is superficial and should not be merged as a duplicate.", + "summary": "The two pull requests are unrelated feature additions in different models and code paths: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: they change different model families, different code paths, and different feature sets, so neither is a duplicate of the other.", + "canonical_pr_reason": "PR #41224 is the cleaner representative of the cluster because it is a focused, single-purpose model capability addition with a narrow title and concentrated implementation surface.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduplication: this cluster does not represent one underlying change, but two separate feature additions.", + "best_pr_reason": "PR #41224 is the best standalone representative here since it describes one concrete change and is easier to identify than the broader TimesFM covariate feature work.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification are different features with different affected files and code paths; they are not the same underlying change." + "reason": "Different models and different features: TimesFM covariate forecasting is not the same underlying change as DINOv3 image classification support, and they would not plausibly be merged into one PR." } ] }, @@ -23875,142 +23862,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "05b85adb8e39d13ec19838782f747e9ce91c761947b3d3e78992e40ca0c197ea", + "prepared_review_unit_hash": "c0bb6d7e594d06bd661fb81f11039009f9b940be3c8c888ed06c304564933d71", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31599, - "estimated_input_tokens": 7900, - "estimated_eval_tokens": 16056 + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31599, - "estimated_input_tokens": 7900, - "estimated_eval_tokens": 16056 + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft-duplicate pair is real: the two `fixed_cross_entropy` PRs (#43251 and #43254). The rest are false positives that merely share broad themes like model additions, processor plumbing, or test/refactor work.", - "confidence": 0.93, + "summary": "This cluster is mostly noise: the soft similarities are driven by broad subsystem overlap, not the same underlying change. The only true duplicate-like pair is the two `fixed_cross_entropy` PRs, which both patch the same loss helper in `src/transformers/loss/loss_utils.py` to forward extra `cross_entropy` kwargs.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the better canonical representative for the `fixed_cross_entropy` fix: it has the fuller implementation, explicit link to issue #43240, and stronger discussion/review history. PR #43254 is the same underlying change but a thinner variant.", + "canonical_pr_reason": "PR 43251 is the clearest canonical representative: it has the explicit issue target, a concrete fix in `fixed_cross_entropy`, and more complete review/activity than its near-duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best standalone PR to represent the duplicate cluster around passing supported kwargs through `fixed_cross_entropy` to `nn.functional.cross_entropy`.", + "best_pr_reason": "PR 43251 is the best global representative because it is the most direct, fully-scoped implementation of the only real duplicate pair in the set; the other PRs are unrelated changes or only weakly similar by broad area.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated changes: Mistral tokenizer API additions vs an ExecuTorch dynamic-shape test. Same test-heavy or infra-adjacent flavor, but not the same bug or code path." + "reason": "Different problems: one adds missing tokenizer methods for Mistral, the other adds a dynamic-shape export test for Executorch. Same broad testing/utility theme, not the same fix." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer methods vs adding a new MobileLLM model. No shared underlying defect or implementation target." + "reason": "Unrelated model work: Mistral tokenizer methods vs adding a new MobileLLM model. No shared bug or change path." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness changes vs a new model integration. Both touch model plumbing, but they are different features." + "reason": "Both touch processor/model loading infrastructure, but one is about robust `from_pretrained` resolution and the other adds a new model package. Not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility kwargs forwarding vs adding MobileLLM. Completely different subsystems and goals." + "reason": "Loss helper kwargs passthrough vs adding a new model. No shared code-path problem." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs forwarding and Mistral4 test fixes are unrelated; same broad category of bug-fixing, but not the same code-path problem." + "reason": "Different areas: cross-entropy helper kwargs vs Mistral4 test/model fixes. Shared model code is too broad to be duplicate evidence." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape export test vs Mistral4 test/model work. Shared word 'test' only, no common underlying change." + "reason": "Both are test-related in different features, but they address unrelated behaviors and code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export test coverage is unrelated to MobileLLM model scaffolding." + "reason": "Executorch export test vs MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support vs fixing `cls.config` resolution order in `modeling_utils.py`. Different code paths and problem statements." + "reason": "Adding MobileLLM and fixing config resolution order are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs Falcon output-collection refactor; no common bug or mergeable combined fix." + "reason": "New model addition vs Falcon output-interface refactor; no same underlying bug/change." }, { - "left": "pull_request:43995", + "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs an AI skill/documentation PR. Not the same technical change." + "reason": "New model addition vs model-creation skill/docs. The latter is meta tooling, not the same code fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "These solve different problems in different layers; no shared concrete bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output interface refactor and Mistral4 test fixes are different model internals with no single shared defect." + "reason": "Falcon output-capture refactor and Mistral4 test fixes are different model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model creation skill are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes vs a CLIP-family `layrnorm` typo fix. Same broad ML library area only; the concrete bugs are different." + "reason": "Mistral4 test/model fixes vs CLIP-like `layrnorm` renaming are separate issues." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs adding a TDT loss kernel. Different model families and code paths." + "reason": "Mistral4 fixes vs TDT loss kernel integration are unrelated model/loss changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4-specific work vs a metaclass/config-resolution fix in `modeling_utils.py`. No shared underlying issue." + "reason": "Mistral4 test fixes and config-resolution-order fix address different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes vs a model-creation skill/doc PR. Not a technical duplicate." + "reason": "Model-specific fixes vs repository-wide model creation skill are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs a model-creation skill PR. The latter is tooling/docs, not the same model implementation." + "reason": "New model implementation vs skill/docs tooling; no overlap in underlying bug or feature." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs implement the same fix: allow supported kwargs such as `weight` and `label_smoothing` to flow into `nn.functional.cross_entropy` via `fixed_cross_entropy`." + "reason": "Both PRs change the same function (`fixed_cross_entropy`) to forward supported `nn.functional.cross_entropy` kwargs; they target the same concrete bug and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation is grounded in the packet. The canonical choice for the `fixed_cross_entropy` fix is well-supported by the explicit issue link, shared target, and stronger review history. The only accepted soft pair, #43251/#43254, is clearly the same change. The other pair rejections are conservative and appropriately avoid overstating similarity from broad thematic overlap." + "feedback": "Grounded overall. The only duplicate-like pair is correctly identified as PRs 43251/43254, and the rest of the pairwise rejections stay conservative given the packet\u2019s mostly soft-similarity evidence. The canonical/best PR choice is also supported by the shared issue target and the stronger review/activity on 43251." }, "evaluator_used": true, "retried": false, @@ -24037,7 +24036,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "3fbc13f01397aa370affeb9bbc7b48c3dd7592cd7fc0857b39d9c80fef58bc2d", + "prepared_review_unit_hash": "1d58ec6c382edb5cd3ac6a26fd56a6d69592722c9a3de1be6c1be15c9fcc125b", "component_budget": { "node_count": 2, "item_count": 2, @@ -24059,18 +24058,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate GitHub Actions maintenance PRs: one upgrades checkout/cache/upload-artifact for Node 24 compatibility, the other bumps docker/build-push-action to v6. They overlap in workflow files but do not fix the same underlying problem.", - "confidence": 0.95, + "summary": "Both PRs are workflow dependency bumps, but they target different action families and different upgrade goals: PR 42975 is a broad Node 24 compatibility pass across many GitHub Actions, while PR 42976 specifically updates docker/build-push-action to newer versions. They are related, but not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative because it is the broader workflow-actions compatibility upgrade and touches multiple core actions rather than a single action bump.", + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it is the broader, more central workflow maintenance change, covering multiple actions for Node 24 compatibility rather than a narrower single-action bump.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster because it clearly targets the widespread GitHub Actions version compatibility update across several workflows.", + "best_pr_reason": "PR 42975 is the strongest stand-in for the group since it spans many workflows and actions; PR 42976 is narrower and focused on docker build actions only.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency refreshes, but they upgrade different actions for different purposes: Node 24 compatibility versus docker/build-push-action v6. Shared workflow filenames alone are not enough to treat them as the same change." + "reason": "These are both GitHub Actions upgrade PRs, but they fix different upgrade targets and likely different compatibility concerns. PR 42975 updates checkout/cache/upload-artifact and other actions for Node 24 compatibility, while PR 42976 only bumps docker/build-push-action to v6. They are related maintenance changes, not the same concrete PR." } ] }, @@ -24105,12 +24104,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "7ad7d502cc52063efde0920dcc8361c8452c00baf07ec3b7d4ffca51b71958f2", + "prepared_review_unit_hash": "1886349807c2fb4cf0712c5d157d6b4f3a444605b594259b8a7d0901b4f89459", "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 }, @@ -24118,7 +24117,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24127,36 +24126,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are separate model-addition efforts for different architectures (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). They share boilerplate registration/doc/auto-mapping changes, but not the same underlying code-path fix or feature, so they should not be clustered as duplicates.", + "summary": "These are four separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). They share the usual Transformers boilerplate and some auto-mapping/docs edits, but they target different model families and code paths, so they are not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a duplicate representative of the others; the cluster is composed of distinct model integrations rather than one underlying change.", "best_issue_reason": null, - "best_pr_reason": "If a single representative is needed, #46562 is the strongest cluster member: it has the broadest model integration footprint and the highest review activity, but it is still not a duplicate of the others.", + "best_pr_reason": "PR 46562 is the broadest and most complete of the set, with the most review activity and the most extensive model integration surface, but it still represents a different model addition rather than the same change as the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Both add different models; overlap is only in shared transformer boilerplate like docs and auto registration, not the same bug or change." + "reason": "Different models and different implementation/code paths: ViT NEPA vs Molmo. Shared docs/auto-registry scaffolding is expected for model additions, not evidence of duplication." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions with different implementations and integration points; shared files are generic model-registration plumbing." + "reason": "Different model families and distinct files beyond generic registry/docs updates; these are separate additions, not one bug fix or one merged PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model families; similar filenames reflect standard template work, not one concrete merged fix." + "reason": "Molmo and CTSM are unrelated model integrations. Overlap is limited to standard Transformers boilerplate like docs, auto mappings, and tests." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are separate model additions touching different model code paths; shared auto-mapping/docs updates are too broad to treat as duplicates." + "reason": "Both add new models, but they implement different architectures and touch different model-specific code paths. Similarity is only at the framework/integration level, so they should not be merged as duplicates." } ] }, @@ -24205,134 +24204,125 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "38fa13cc559536abcc294023d54e9e69722a4b7806d03725f0281d75e6d612aa", + "prepared_review_unit_hash": "c46867f4848d85fd338ddc49a32a7c8469ff3b91d504d877dfbc95a87f67fc2d", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19590, - "estimated_input_tokens": 4898, - "estimated_eval_tokens": 10052 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19590, - "estimated_input_tokens": 4898, - "estimated_eval_tokens": 10052 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only share broad test/fix language. The only likely duplicate pair is the two YOLOS fixes, which both patch the same forward-path device mismatch and the same model split metadata in the same file.", - "confidence": 0.91, + "summary": "These PRs are mostly unrelated despite generic titles and soft-similarity signals. The only close relationship is between the two YOLOS PRs, but they still address different fixes in the same model file rather than the same concrete bug.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46922 is the better canonical PR because it contains the concrete YOLOS forward fix plus the `_no_split_modules` update in one patch, making it the more complete representation of the underlying bug.", + "canonical_pr_reason": "pull_request:46922 is the cleanest representative: it has an explicit issue target, a very small focused code change, and a clear runtime fix in YOLOS. The other PRs are broader, test-only, or infrastructure-oriented, and do not look like the same change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46922 is the best overall PR candidate: it directly targets the YOLOS device mismatch, includes the model-parallel split safeguard, and is the most complete patch for that specific change.", + "best_pr_reason": "pull_request:46922 is the strongest standalone PR in the set because it directly fixes a concrete YOLOS device-placement bug with minimal scope and explicit linkage to the tracked issue.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are tiny test-only PRs, but they target different models and different test failures; no shared underlying code-path bug/change." + "reason": "Both touch tests, but they are for different models and different failures; no shared code path or concrete bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test cleanup vs FP8 dequant fix; unrelated subsystems and fixes." + "reason": "Whisper test cleanup vs FP8 dequant logic are unrelated changes in different subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tests vs generation watermarking/config handling; not the same bug or change." + "reason": "Whisper tokenizer/test fix and generation watermarking validation are unrelated." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test fix vs YOLOS runtime/device fix; unrelated code paths." + "reason": "Whisper tests and YOLOS device-mismatch fixes are entirely different artifacts." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Injected failing tests for CLIP/ViT vs Phimoe CI integration fix; same broad area of tests, but not the same concrete issue." + "reason": "These are test tweaks for CLIP/ViT versus a Phimoe CI/integration fix; not the same underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different models and different fixes; no shared underlying bug." + "reason": "Model test assertions are unrelated to FP8 loading/dequantization code." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test-only PR vs generation watermarking/config fix; unrelated." + "reason": "Different scope and subsystem: model tests versus generation configuration validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Test-only PR vs YOLOS runtime/device fix; unrelated." + "reason": "Generic test fixes are not the same as a YOLOS runtime device-placement fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/dequant logic vs CI CPU-memory/device-map test infrastructure; different problems." + "reason": "FP8 quantization/dequantization changes do not match the Phimoe CI memory/device-map fix." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 kernel/quantizer fix vs generation watermarking validation fix; unrelated." + "reason": "Different code paths: FP8 kernel/load path versus generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequant fix vs YOLOS device mismatch fix; different models and code paths." + "reason": "FP8 dequantization and YOLOS device handling are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config validation fix vs Phimoe integration test/CI environment fix; not the same change." + "reason": "Generation watermarking validation and Phimoe integration CI are different problems." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation-watermarking/config fix vs YOLOS device mismatch fix; unrelated." + "reason": "No shared bug or change: generation config validation versus YOLOS device mismatch." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory/device-map workaround vs YOLOS model runtime fix; same testing context at most, but not the same concrete bug." - }, - { - "left": "pull_request:46886", - "right": "pull_request:46922", - "accept": true, - "reason": "Both PRs fix the same YOLOS device-mismatch path in `modeling_yolos.py` and both add the same `_no_split_modules` safeguard; `46922` is effectively a broader version of `46886`." + "reason": "Phimoe CI/device-map environment changes and YOLOS model fixes are separate issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only supported duplicate/mergeable pair is the YOLOS pair, which shares the same file, the same issue target, and overlapping fix scope. The other pair rejections do not overclaim shared bugs. " - }, - "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 }, @@ -24358,52 +24348,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "79305fa6068bcea627e7b9da5b5f217aae9e3fe08970ce713682aa54771d7db7", + "prepared_review_unit_hash": "a821db657a0ecb182516aa68053cb84305199a6b415ecad02fb759122af474d0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "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": "Three open \"don't merge\" PRs, but they target different code paths: setup/versioning and a Vit test hook, self-comment CI workflow behavior, and a security-gate workflow trigger change. They look superficially similar because of the repo-bot/test framing, but they are not the same underlying fix/change.", - "confidence": 0.93, + "summary": "All three pull requests are unrelated \"don't merge\" test/CI changes: one tweaks packaging/versioning, one overhauls several comment/notification workflows and a test helper, and one changes a security-gate workflow trigger. They share only superficial repository/CI similarity, not the same underlying fix.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out here; if one PR must be chosen as the cluster representative, PR #43532 is the most descriptive because it spans the largest set of workflow/test changes and has the strongest context, but it is not actually the same change as the others.", + "canonical_pr_reason": "No true duplicate PR exists here; if a representative anchor is needed, 46747 is the cleanest single-purpose workflow change, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the best representative for the cluster only in a weak, organizational sense: it has the broadest diff and the most surrounding workflow/test context. It is not a better duplicate match than the others because the PRs are on different files and different behaviors.", + "best_pr_reason": "46747 is the most self-contained and narrowly scoped PR in the set, but it still addresses a different workflow behavior than the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: #43488 edits setup/dependency/versioning and a Vit test file, while #46747 only switches a security-gate workflow from pull_request_target to pull_request. No shared concrete bug or code path." + "reason": "Different changes: 43488 edits setup/versioning and a test file, while 46747 only switches a security-gate workflow trigger. Same broad CI area, but not the same bug or fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only loose repo-bot/test similarity. #43488 is about setup/version/dependency metadata plus a test file; #43532 changes comment/CI workflow plumbing and related testing utilities. Not the same underlying fix." + "reason": "43488 is about packaging/version metadata and a Vit test tweak; 43532 changes multiple CI/workflow files plus testing utilities. They do not target the same concrete issue." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but on different behaviors: self-comment CI and related utilities versus the PR security gate trigger. These could not plausibly be merged as one fix for the same bug." + "reason": "Both touch workflows, but 43532 is a broad comment/notification CI refactor while 46747 only changes the PR security-gate trigger. Not mergeable as one duplicate fix." } ] }, @@ -24433,7 +24423,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "6110dd1966efc3951ab44057dade7db5df52325e8cd3667a50f0c6357f3ac6dd", + "prepared_review_unit_hash": "230a1e24f77ec961e3d1f65f746ed67ba117ef9c640f3606f0e7c1fa5e45a217", "component_budget": { "node_count": 2, "item_count": 2, @@ -24455,18 +24445,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate PRs adding distinct pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They overlap in docs/infrastructure but target different tasks, models, and code paths.", - "confidence": 0.91, + "summary": "The two PRs are related in theme but are distinct feature additions: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure files, but they target different pipelines, docs, and model integrations, so they should not be treated as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the stronger canonical candidate because it is the broader, more mature pipeline addition and touches the fuller set of related model integrations and tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the best representative of the cluster since it covers the more general promptable visual segmentation pipeline and has the wider implementation surface.", + "best_pr_reason": "PR 43613 is the broader, more comprehensive pipeline addition, covering multiple segmentation model integrations and a larger documentation/test surface. If one PR must represent the cluster, it is the stronger candidate, though it is not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are not the same underlying change. 43612 adds a promptable concept segmentation pipeline, while 43613 adds a promptable visual segmentation pipeline with different model integrations and task docs. Shared docs/registry files are incidental, not evidence of a single mergeable fix." + "reason": "Different concrete additions: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation. They share supporting files, but the pipeline names, task docs, and model coverage differ, so they are not the same underlying change." } ] }, @@ -24496,7 +24486,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "fe2a0f76a80903a19f59068211880381ede63dfa3785fad27ce168992c94c8c3", + "prepared_review_unit_hash": "f3f4f347c28f6f6d65c63f183fb7402bc345d7c2af3fe245e94b7bb5f03c519f", "component_budget": { "node_count": 2, "item_count": 2, @@ -24518,18 +24508,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate Trainer.py changes: one adjusts gradient-accumulation loss scaling for custom trainers, the other extracts signature-column filtering into an overrideable helper for PEFT/custom trainers. They share a file and theme, but not the same underlying bug/change.", - "confidence": 0.96, + "summary": "These are two unrelated trainer extensibility PRs in the same file: one changes gradient-accumulation loss scaling behavior, the other refactors signature-column inspection for custom trainers/PEFT models. They do not look mergeable into one change or the same underlying bug.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR for the cluster; 43651 is a concrete training-step bug fix, while 43663 is a separate extensibility refactor in the same file.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43651 is the better anchor because it fixes a specific loss-scaling path in training_step; 43663 is unrelated column-filtering override logic.", + "best_pr_reason": "PR #43651 is the stronger representative because it addresses a concrete training-step loss-scaling path with a narrowly scoped behavioral fix and explicit API hook.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: 43651 changes gradient accumulation loss normalization, while 43663 refactors signature-column inspection for data filtering. Same file/subsystem, but not the same change or a plausible single merged PR." + "reason": "Same file and broad trainer area, but different code paths and goals: loss scaling during training_step versus signature-column filtering. They are not the same bug/change and would not naturally merge into one PR." } ] }, @@ -24559,7 +24549,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "0fe1092a5c7bc392420e9d3ac85bcb3f9aca13ce1666e53f5e8c4f4df0dae3f4", + "prepared_review_unit_hash": "007d04d0b0ef68bc32779c5516a19bc33da58622e6e10b46402186a879e842b6", "component_budget": { "node_count": 2, "item_count": 2, @@ -24581,28 +24571,25 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same underlying CLI import/type-annotation NameError in `src/transformers/cli/serve.py` around `TypeAdapter` and related typing evaluation at import time. They are close enough to be treated as duplicates for triage.", - "confidence": 0.87, + "summary": "Two open PRs touch the same CLI serve module and both mention a TypeAdapter NameError, but they appear to fix different runtime problems with different scopes. They are related, but not close enough to treat as the same change.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the cleaner, more targeted fix: it explicitly moves `TypeAdapter` under `TYPE_CHECKING` and quotes the annotation so the CLI no longer requires pydantic at import time.", + "canonical_pr_reason": "No issue is present in the cluster. As a representative PR, pull_request:43842 is the tighter fix: it explicitly targets the pydantic/TypeAdapter import problem and keeps the change narrowly scoped to conditional typing imports.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative because its title and diff directly match the concrete bug (runtime `TypeAdapter` NameError when pydantic is absent) with minimal, focused changes.", + "best_pr_reason": "pull_request:43842 is the better standalone representative because its title and diff clearly identify the concrete failure mode ('TypeAdapter NameError when pydantic is not installed') and the patch is narrowly focused on that path.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs address the same import-time `TypeAdapter`/typing NameError in the CLI module, and the fixes could plausibly be merged into one PR." + "accept": false, + "reason": "Do not merge: both are in the same file and reference TypeAdapter, but 43656 adds future-annotations/typing cleanup while 43842 specifically fixes runtime failure when pydantic is absent. They look like adjacent fixes to related code, not the same underlying bug or one mergeable PR." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded: both PR titles point to the same TypeAdapter NameError in `src/transformers/cli/serve.py`, and the diffs are compatible enough to plausibly merge into a single bugfix PR. The soft-edge duplicate call is conservative given the shared file and overlapping import/type-annotation cleanup." - }, - "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 }, @@ -24725,33 +24712,33 @@ "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:44066|pull_request:44068", "pull_request:44019|pull_request:44722", "pull_request:44086|pull_request:44722", "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44722", "pull_request:44018|pull_request:44116", "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", - "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", "pull_request:44085|pull_request:44086", "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44086", - "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", "pull_request:44017|pull_request:44722", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", - "pull_request:44071|pull_request:44086", "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", @@ -24788,160 +24775,160 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "691a80ad7584cf945c5e6e51128648bfe2766320b91e845b5f0b03e600da2b2c", + "prepared_review_unit_hash": "592fb55459860b9fea7860eb22de9317d833ad084a76c2f8a5bce4272e07f42d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84113, - "estimated_input_tokens": 21029, - "estimated_eval_tokens": 42314 + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76934, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad family of standardized output-tracing refactors across unrelated models. The only true duplicates are the GPT-J/CodeGen variants and the GPT-Neo pair; the rest are same-theme but different code paths and should stay separate.", - "confidence": 0.89, + "summary": "This is a heterogeneous cluster of model-specific output-tracing refactors. Most pairs are only thematically similar and should stay separate; the only clear duplicate-like subcluster is GPT-Neo (44018/44068) and the GPT-J/CodeGen family (44066/44085/44722).", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the cleanest representative of the GPT-J/CodeGen output-tracing refactor: it covers the same concrete code paths as 44066/44085, is later, and reads like the most complete iteration of that duplicate set.", + "canonical_pr_reason": "No issue artifact is present, so the best canonical PR is 44722: it is the most complete and explicit issue-linked representative of the GPT-J/CodeGen output-tracing refactor subcluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best single anchor for this cluster because it matches the shared GPT-J/CodeGen refactor most directly and plausibly subsumes the earlier near-duplicate GPT-J variants.", + "best_pr_reason": "44722 is the strongest single representative of the cluster\u2019s main duplicateable subtheme because it explicitly targets the tracking issue and overlaps directly with the GPT-J/CodeGen changes in 44066 and 44085.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different code paths; shared output-tracing theme is too broad." + "reason": "Different model families and different code paths; only the refactor pattern matches." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models; same tracking-issue style refactor, not the same change." + "reason": "CVT/FNet output-tracing work is unrelated to DeBERTa's attention/output refactor." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor in the same file set." + "reason": "Both are GPT-J output-tracing refactors on the same model file; 44066 just also includes CodeGen, so they could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-family refactors are related only at a high level, not the same code-path change." + "reason": "Both are CNN-style image model refactors, but they touch different models and concrete implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated implementations of the general tracing pattern." + "reason": "EfficientNet vs GPT-J/CodeGen: same umbrella theme, but not the same underlying bug or code path." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families; not mergeable as one PR for the same bug/change." + "reason": "Different model families and unrelated implementation paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." + "reason": "MobileNetV2 and DeBERTa are unrelated; this is only broad standardization similarity." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different model implementations." + "reason": "Different models and code paths; same refactor style is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate refactors, not duplicates." + "reason": "GPT-J/CodeGen versus MPT is a different concrete change set." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model/file." + "reason": "Same GPT-Neo model, same file, same standardized output-tracing change; 44068 looks like a follow-up/rewrite of 44018." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model code paths." + "reason": "GPT-Neo and GPT-J are different code paths despite similar decorator migration." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "Different model families; only the tracing pattern is shared." + "reason": "GPT-J/CodeGen work is unrelated to GPT-Neo." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet-family and GPT-J/CodeGen changes are unrelated." + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different concrete changes." + "reason": "MGP-STR and GPT-J/CodeGen are different models and changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet-family vs GPT-J/CodeGen; not the same underlying fix." + "reason": "ResNet versus GPT-J: same pattern, different concrete code path." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model-specific refactors." + "reason": "GPT-Neo and ResNet are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated code paths." + "reason": "ResNet and MPT are unrelated." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + "reason": "GPT-Neo and Flaubert are different models with different tracing logic." }, { - "left": "pull_request:44018", + "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model code paths." + "reason": "GPT-Neo and Flaubert are different code paths." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and Flaubert are different concrete changes." + "reason": "GPT-Neo is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated refactors." + "reason": "MPT and GPT-J/CodeGen are different refactors in different model code." }, { "left": "pull_request:44018", @@ -24951,237 +24938,207 @@ }, { "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are separate model-specific changes." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "GPT-Neo and GPT-2 are separate concrete implementations." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44085", "accept": false, - "reason": "MPT and MGP-STR are different implementations." + "reason": "MPT versus GPT-J: only broad output-tracing similarity." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44086", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are not the same bug/change." + "reason": "MGP-STR and GPT-Neo are unrelated model implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model-specific refactors." + "reason": "ViLT and XLM are different multimodal/text model code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different code paths." + "reason": "GPT-2 and MGP-STR are unrelated." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are related only by the general output-tracing pattern." + "reason": "SegFormer and LongT5 are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model implementations." + "reason": "SegFormer and VisualBert are different implementations; same theme only." }, { - "left": "pull_request:44073", - "right": "pull_request:44074", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "VisualBert and TextNet are different models; same refactor theme is too broad." + "reason": "SegFormer output tracing is unrelated to GPT-J/CodeGen output tracing." }, { - "left": "pull_request:44059", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are different concrete changes." + "reason": "GPT-Neo and MPT are different concrete code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and Segformer are unrelated model-specific refactors." + "reason": "RegNet and VisualBert are unrelated model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPNet do not share the same code-path fix." + "reason": "SegFormer and GPT-Neo are different model families." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are separate model implementations." + "reason": "VisualBert and LongT5 are unrelated code paths." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different code paths." + "reason": "VisualBert and XLM are different implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and LongT5 are unrelated model-specific changes." + "reason": "GPT-2 and MPT are different models; only the decorator migration theme overlaps." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "GPT-Neo and GPT-2 are distinct model-specific refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and LongT5 are unrelated refactors." + "reason": "MPNet and XLM are different code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44066", "accept": false, - "reason": "TextNet and LongT5 are different concrete changes." + "reason": "GPT-2 versus GPT-J/CodeGen is not the same underlying change." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model code paths." + "reason": "XLM and LongT5 are unrelated models." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different implementations." + "reason": "RegNet and SegFormer are different image models with different tracing implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SqueezeBERT and VisualBert are separate model-specific changes." + "reason": "RegNet and MPNet are unrelated." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and TextNet are unrelated refactors." + "reason": "MPT and SpeechT5 are different model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different code paths." + "reason": "TextNet and XLM are unrelated." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated model implementations." + "reason": "MPNet and LongT5 are different models and changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "MPT and SpeechT5 are different concrete changes." + "reason": "RegNet and GPT-Neo are different concrete implementations." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and LongT5 are unrelated model-specific refactors." + "reason": "RegNet and LongT5 are unrelated." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and Segformer are different code paths." + "reason": "TextNet and LongT5 are unrelated model changes." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and DeBERTaV2 are unrelated model implementations." + "reason": "SqueezeBert and MPT are different code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and TextNet are different model-specific changes." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing change; 44722 is the later duplicate variant." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same model file." + "reason": "GPT-Neo and SpeechT5 are unrelated implementations." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated code paths." + "reason": "SqueezeBert and VisualBert are different model-specific refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model families." + "reason": "SqueezeBert and GPT-Neo are unrelated." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated changes." + "reason": "DeBERTa and TextNet are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are different model-specific refactors." + "reason": "DeBERTa and SpeechT5 are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and ViT-S are not the same underlying bug/change." - }, - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet and ImageGPT are separate model implementations." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44074", - "accept": false, - "reason": "VisualBert and TextNet are different concrete changes." + "reason": "DeBERTa and ViTS are different code paths and not the same bug/change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative: it distinguishes same-theme refactors from actual near-duplicates, and the accepted pairs are supported by shared model/file paths plus the later GPT-J/CodeGen iteration. The anchor choice of PR 44722 is reasonable given the direct overlap with 44066/44085, and the GPT-Neo pair also looks mergeable as a single model-specific bugfix. I don\u2019t see evidence of overclaiming beyond mild inferential language." + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted duplicate-like pairs (44018/44068 and 44066/44085) are supported by shared model/file overlap and closely aligned output-tracing refactors, and the many rejections appropriately keep different model families separate. The canonical/best-PR reasoning is also consistent with the explicit issue links and the GPT-J/CodeGen overlap around 44722." }, "evaluator_used": true, "retried": false, @@ -25215,14 +25172,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f78322a0cd76d1038bba3abe31f25181cacf67825f4fdb66f2d7304d589ca496", + "prepared_review_unit_hash": "fbfbbefba77c9b2d7fd4ce3ef367f852db486a0dfac3957fe62adf0ca0c92303", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84113, - "estimated_input_tokens": 21029, - "estimated_eval_tokens": 42314 + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 }, "budget": { "node_count": 6, @@ -25237,36 +25194,36 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all follow the same maintenance pattern (migrating model outputs to standardized capture/decorator utilities), but they touch different model code paths and are not duplicates of one another.", + "summary": "These PRs are all model-specific refactors to adopt the standardized output-capturing/tracing machinery, but they touch different code paths and models, so they are not duplicates of one another.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the best single representative: it has an explicit issue target, a clear one-model scope (SpeechT5), and a concrete output-tracing refactor tied to standardized capture.", + "canonical_pr_reason": "PR 44056 is the cleanest representative of the cluster: it explicitly introduces the standardized output-capture pattern in MPNet with the core imports, helper wiring, and _can_record_outputs mapping.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest representative of the cluster overall because it is explicitly linked to an issue and has the clearest self-contained change description. Still, it is not a duplicate of the others.", + "best_pr_reason": "PR 44056 is the best single exemplar of this refactor theme because it is focused, self-contained, and shows the canonical mechanics of the output-tracing migration without extra unrelated surface area.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models (MPNet vs. VisualBert) and different concrete implementations, so they are not the same PR/change." + "reason": "Both are the same high-level refactor pattern, but they affect different models and different forward paths; that is not the same concrete bug/change and they would not be merged as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same broad refactor theme, but MPNet and TextNet are separate code paths and the diffs are model-specific, not mergeable as one duplicate change." + "reason": "These are separate model migrations to the same framework pattern, but they modify different implementations and test surfaces, so they are not a duplicate change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; these are parallel standardization changes, not the same underlying bug or code fix." + "reason": "RegNet and SqueezeBert are unrelated model code paths; similar output-tracing cleanup does not make them the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "They both standardize output handling, but for different models and different forward signatures; the PRs do not fix the same concrete problem." + "reason": "SqueezeBert and SpeechT5 target different architectures and forward signatures, so this is not one mergeable duplicate PR." } ] }, @@ -25346,12 +25303,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "f2c14f12d65ac5e0b9907d1d44e759b4a8208f57708c8360b41ec70e82f61383", + "prepared_review_unit_hash": "bafbb73e575059e1dc0f62be626d184ab888cbbc4e7612baad4af695a77cd035", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, + "serialized_chars": 40177, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -25359,7 +25316,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, + "serialized_chars": 40177, "estimated_input_tokens": 10045, "estimated_eval_tokens": 20346 }, @@ -25368,252 +25325,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a collection of similar-but-independent output-tracing refactors across different model families. They share the same migration pattern, but they do not look like duplicates of the same underlying bug or change.", - "confidence": 0.92, + "summary": "These PRs share a broad theme\u2014refactoring output tracing / `can_return_tuple` handling\u2014but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative: it has the broadest substantive change set in this cluster and touches two closely related Mamba-family implementations, making it a good canonical example of the refactor pattern.", + "canonical_pr_reason": "No true duplicate PR stands out; if one must anchor the cluster, PR 44003 is the broadest representative because it spans both `mamba` and `falcon_mamba` and has the largest concrete refactor footprint.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best standalone representative of the cluster because it is the most substantial and central change among these similar refactors.", + "best_pr_reason": "PR 44003 is the best representative of the cluster theme because it makes the most substantial output-tracing refactor across closely related model code, while the others are narrower per-model changes.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and codepaths (timm_backbone vs upernet); same refactor theme only." + "reason": "Same refactor theme, but `timm_backbone` and `upernet` are separate model code paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and forward paths; these are parallel refactors, not the same change." + "reason": "Both are output-tracing refactors, but they touch unrelated model families and cannot be merged as one concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures (timm_backbone vs univnet) and unrelated outputs handling." + "reason": "Different models (`timm_backbone` vs `univnet`) and distinct implementations; similarity is only thematic." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and files; one is timm_backbone, the other is Mamba-family tracing refactor." + "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated code paths, so this is not one duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and concrete codepaths; only the output-tracing pattern is shared." + "reason": "These are separate model-specific refactors; no shared concrete bug or fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; shared refactor style is not enough." + "reason": "Both refactor output handling, but `mobilenet_v1` and `univnet` are unrelated models." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model codepaths and outputs plumbing; not the same bug/change." + "reason": "Distinct model implementations; too broad to be the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and forward signatures; these are separate output-tracing updates." + "reason": "Different model families and files; this is only a shared refactor pattern." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated implementations with different tracing changes." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are separate code paths with no single duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and APIs; same refactor motif only." + "reason": "Same theme, but `mobilenet_v1` and `speech_encoder_decoder` are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated codepaths; not a duplicate change." + "reason": "`vision_text_dual_encoder` and `univnet` are different model stacks; not the same concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward methods; similar tracing refactor only." + "reason": "These touch different model families and should stay separate." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "CLIP-like vision/text model vs Mamba-family model; no shared concrete bug." + "reason": "Different architectures and files; no evidence of a shared code-path defect." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; both are output-tracing refactors but not the same change." + "reason": "Similar refactor wording, but `vision_text_dual_encoder` and `depth_anything` are independent changes." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated models with distinct forward paths." + "reason": "`univnet` and `upernet` are unrelated model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different codepaths and model families; not mergeable as one fix." + "reason": "Different model families; similar output-tracing cleanup is not enough to merge them." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and implementation details; only the migration pattern overlaps." + "reason": "Separate model-specific refactors with no shared concrete fix." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated codepaths; same tracing migration only." + "reason": "`upernet` and `rwkv` are unrelated code paths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different models and output semantics; no shared concrete bug." + "reason": "Different architectures and files; not one underlying bug/change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family refactor vs SuperPoint output tracing; different model codepaths." + "reason": "`mamba/falcon_mamba` and `superpoint` are separate changes; only the refactor style matches." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba-family tracing refactor and CodeGen cache/output signature cleanup are not the same concrete change." + "reason": "`mamba` and `codegen` are distinct model implementations and cannot reasonably be merged as one fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated implementations; only superficially similar refactor intent." + "reason": "`timm_backbone` and `codegen` are different code paths; shared wording does not imply duplication." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen fix different forward/output contracts in different model families." + "reason": "Different models and concrete behavior; no duplicate change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are separate codepaths; not the same underlying issue." + "reason": "`upernet` and `codegen` are unrelated refactors." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and return-value plumbing; same high-level theme only." + "reason": "These are separate model-specific output tracing changes, not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything vs VisionEncoderDecoder are different models and different forward paths." + "reason": "Both are wrapper-style refactors, but `depth_anything` and `vision_encoder_decoder` are different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder stacks and different codepaths; not one duplicate fix." + "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated models." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything-family refactor vs SuperPoint refactor; unrelated concrete changes." + "reason": "Different model implementations; not one underlying bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output contracts; same refactor pattern only." + "reason": "`depth_anything` and `rwkv` target different code paths and should not be merged." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are different model families and not the same bug." + "reason": "Separate model-specific tracing refactors; no shared concrete defect." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV have different forward/output codepaths." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated changes." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrappers with distinct implementations." + "reason": "Wrapper refactor similarity only; vision and speech encoder-decoder are distinct implementations." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models and different output-tracing logic; not a duplicate." + "reason": "Different model code paths and change sets." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR address different model APIs and codepaths." + "reason": "`vision_encoder_decoder` and `dpr` are separate model-specific updates." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; shared refactor motif is insufficient." + "reason": "`speech_encoder_decoder` and `superpoint` do not fix the same concrete issue." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and concrete forward signatures; not the same change." + "reason": "Different model families; too broad to merge as duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are unrelated codepaths and output contracts." + "reason": "`speech_encoder_decoder` and `dpr` are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different architectures with different tracing needs." + "reason": "`superpoint` and `rwkv` are different code paths with no shared underlying bug." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are unrelated model implementations; not a duplicate fix." + "reason": "These are separate model refactors, not one duplicate PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model families with different forward/output behavior." + "reason": "`rwkv` and `dpr` are unrelated model implementations; similarity is only in refactor style." } ] }, @@ -25643,7 +25600,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "061b1700bbffa1a635c4652bed2258923f9037f45eab8592f035c26d8bb24aa9", + "prepared_review_unit_hash": "cf5ff5353799e44a4da771dae5a8c30889283c7fca50ea7e8867f5f29fb31aa9", "component_budget": { "node_count": 2, "item_count": 2, @@ -25665,18 +25622,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated model additions: PenguinVL implementation vs Voxtral TTS support. They share some auto-registration/docs plumbing, but not the same concrete bug or change.", + "summary": "These are two unrelated model-addition PRs that only overlap on common Transformers registration/docs scaffolding. They target different models, codepaths, and release tasks, so they should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate model integrations with different codepaths, files, and purposes.", + "canonical_pr_reason": "PR #45401 is the better canonical representative for the cluster because it is tied to a specific tracked issue and has a narrowly scoped, model-specific implementation for Voxtral TTS. PR #44662 is a separate PenguinVL addition and not a duplicate.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate representative; both are distinct feature additions rather than the same underlying change.", + "best_pr_reason": "#45401 is the best PR to keep as the representative item since it has an explicit issue target and a clearly bounded deliverable. #44662 is larger but still a distinct PenguinVL model implementation, not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations (PenguinVL vs Voxtral TTS); shared framework registration files are incidental, not evidence of the same fix or mergeable PR." + "reason": "Different model additions (PenguinVL vs Voxtral TTS) with different filenames, implementations, and goals. Shared auto-registration/docs files are expected for any new model and do not indicate the same underlying change." } ] }, @@ -25706,12 +25663,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "803f6c986dd2563315d3f3b65078c78f79e4e10fdca515893781c20499402898", + "prepared_review_unit_hash": "efbae4c392c0f9b9f253cef713abbc7061bed778622145ed65f7aac88f8eecc5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25719,7 +25676,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25728,18 +25685,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related kernel-fusion feature PRs, but not duplicates: #44979 adds a generic Module Fusion API, while #45363 adds n-to-1 kernel fusion through KernelConfig and model-loading plumbing.", - "confidence": 0.91, + "summary": "These two PRs are related conceptually around module/kernel fusion, but they target different layers and are not the same change set: #44979 adds a generic Module Fusion API, while #45363 wires in n-to-1 kernel fusion through KernelConfig and model loading integration. They should not be merged as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the foundational API introduction; #45363 is a separate, more specific kernel-fusion implementation built on different integration code paths.", + "canonical_pr_reason": "PR #44979 is the better canonical representative because it introduces the core module-fusion abstraction and API; the other PR is a later, more specific integration on top of that idea.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the more complete user-facing change, wiring a concrete KernelConfig-based fusion flow through loading/integration code.", + "best_pr_reason": "PR #44979 is the best overall representative of the cluster since it is the foundational API change, whereas #45363 is a narrower application of fusion to kernel loading/configuration.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They are conceptually related, but not the same underlying change: one introduces a general fusion API, the other implements a specific n-to-1 kernel fusion path via KernelConfig and model plumbing. Different scopes and merge targets." + "reason": "Not the same underlying change: #44979 adds a standalone Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and related model/integration code. They could coexist and are not plausibly merged into one PR as duplicates." } ] }, @@ -25769,12 +25726,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "6a06b47c08eee959661d1040d305c4b7156bc51cd8fc40265a981ec1da191e1d", + "prepared_review_unit_hash": "77e84236883c6b340110131660e35181bba781e1b035cd1b5b927fda9bdbd368", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25782,7 +25739,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25791,18 +25748,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Mistral regex patch bug in `tokenization_utils_tokenizers.py`: an `AttributeError` caused by using `backend_tokenizer.pre_tokenizer` instead of `tokenizer.pre_tokenizer`. The second PR is a fuller version with tests, so they are duplicate fixes for the same code path.", + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching Mistral pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds a test but does not change the underlying fix.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it fixes the same bug as #45086 and also adds regression test coverage, making it the more complete change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same bug as 45086 and also includes a test, making it the more complete representative of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best representative of the cluster: same underlying fix as the other PR, plus tests, so it is the most complete and merge-ready candidate.", + "best_pr_reason": "PR 45317 is the best overall PR for the cluster because it covers the same concrete code-path fix and adds validation, while remaining the same narrowly scoped change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying `AttributeError` fix in `_patch_mistral_regex` on the same file and code path; #45317 is essentially a superset with tests." + "reason": "Same underlying AttributeError in `_patch_mistral_regex` on the same file and code path; the later PR is the same fix with added test coverage, so they are duplicates for triage." } ] }, @@ -25832,7 +25789,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "38f7e806fba41b1493cea5b56848a99b1540d4d105bfdd1c7b523af3ddabd6b5", + "prepared_review_unit_hash": "06c8e5a51a938f78d6986701c0fca019612b6ed05f4d31778e7baf7aece6a605", "component_budget": { "node_count": 2, "item_count": 2, @@ -25854,18 +25811,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH pull requests with overlapping files, but they target different changes: one is a refactor/conversion-mapping update to make NemotronH inherit GraniteMoeHybrid-compatible structures, while the other splits NemotronH into dedicated dense/sparse model families and updates docs/tests. They are related, not duplicates.", - "confidence": 0.89, + "summary": "Both PRs touch NemotronH, but they are not the same change: #45115 is a focused conversion/refactor mapping update, while #45569 is the broader implementation split introducing NemotronH Dense/Sparse models, docs, auto-mappings, and tests. They are related but not duplicate-worthy as a single underlying fix/change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete model-API change: it introduces dedicated nemotron_h_dense and nemotron_h_sparse packages, updates auto-mappings, docs, and tests, and appears to be the end-state architectural change rather than a narrow compatibility refactor.", + "canonical_pr_reason": "#45569 is the more complete and central PR: it introduces the actual model split and associated library wiring, docs, and tests, whereas #45115 is a narrower helper/refactor around conversion mappings.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best overall representative of the cluster since it covers the full model split and user-facing integration work. PR #45115 is a narrower preparatory refactor for conversion/mapping and does not subsume the dedicated dense/sparse model work.", + "best_pr_reason": "#45569 best represents the main functional change to NemotronH and its variants; #45115 is auxiliary infrastructure for checkpoint conversion rather than the core implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Different concrete goals: #45115 is a conversion/refactor patch for GraniteMoeHybrid-compatible naming and inheritance, while #45569 creates separate dense/sparse NemotronH model packages plus docs/tests. Shared NemotronH files do not make them the same underlying change." + "reason": "Related NemotronH work, but not the same concrete bug/change. #45115 only adds conversion-mapping/refactor support, while #45569 implements the broader model split and API/docs/test updates; they would not naturally be merged as one duplicate PR." } ] }, @@ -25895,12 +25852,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "582c2d72ad195be38ad7118180ac65461374b56310382df2078a1bc9ffb4ad9c", + "prepared_review_unit_hash": "22ed84b3e447b2cd0aea8002e18a4dc49f87577750adc8f8ced68a51855fca17", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25908,7 +25865,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -25917,18 +25874,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related but not duplicates: one implements full heterogeneous model support, while the other is a narrower per-layer configuration-only piece. They overlap in docs/config utilities, but they target different change scopes.", - "confidence": 0.91, + "summary": "Both PRs are about heterogeneous configuration support, but they are not the same change: #45333 only adds per-layer config support, while #45332 is a larger end-to-end heterogeneous model support PR that also touches modeling/cache/masking/integration paths.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change: it adds heterogeneous model support across modeling, cache, integrations, masking, and tests, so it is the best representative of the cluster.", + "canonical_pr_reason": "#45332 is the broader canonical PR because it implements the full heterogeneous model support stack, not just config plumbing, and therefore subsumes the narrower config-only work in #45333.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best global PR candidate because it covers the full code-path change set, whereas PR 45333 is limited to configuration support and looks like a subset or prerequisite rather than the same mergeable fix.", + "best_pr_reason": "#45332 is the best representative of the cluster since it covers the full feature area and is the more comprehensive implementation; #45333 is a narrower subset focused on configuration only.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They share the heterogeneous-config docs and config utilities, but 45332 also adds modeling/integration/cache behavior. The concrete changes are not the same underlying fix and would not be merged as one PR under a strict duplicate standard." + "reason": "Related but not the same concrete change. #45333 is config-only, while #45332 adds broader modeling/runtime support across multiple code paths, so they should not be merged as duplicates." } ] }, @@ -25958,7 +25915,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "52b0f3a8838b4d91033004a060e109651cb6847b4cb5e55aff7a6b24ae81a6ed", + "prepared_review_unit_hash": "f1343316dfdfe1d25dcc240089a5fbdac01f50b898efadc4a80e78e78661dc5c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25980,18 +25937,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both type-checking/typing maintenance pull requests in transformers, but they address different scopes: one is a broad per-file typing pass, the other adds shared typing protocol helpers and related modeling_utils integration. They are related, but not duplicates of the same underlying change.", - "confidence": 0.93, + "summary": "These are related typing-focused PRs, but they are not the same change: one is a broad type-checking sweep across many Transformers files, while the other adds specific typing protocols and helpers for modeling_utils/PEFT integration. They should not be merged as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella typing sweep across many files, so it is the better representative if one PR must stand for the cluster.", + "canonical_pr_reason": "pull_request:45425 is the more focused, self-contained typing change; pull_request:45415 is a much broader project-wide type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the most representative cluster member because it covers the widest surface area and appears to be the main typing cleanup effort; PR 45425 is a narrower follow-up/shared-typing refactor.", + "best_pr_reason": "pull_request:45425 is the better representative PR because it targets a concrete typing compatibility gap with narrower scope and clearer behavioral intent.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they fix different things: 45415 is a large type-checking pass across many modules, while 45425 introduces shared protocol/type aliases and adjusts a few specific call sites. Shared files alone do not make them the same change, and they would not naturally merge into one PR." + "reason": "Both are typing-related and share some helper files, but they address different scopes: 45415 is a broad type-checking enablement pass, while 45425 adds specific protocols/type aliases for modeling_utils and PEFT-related code. They do not look like the same underlying fix and would not naturally merge into one PR." } ] }, @@ -26021,7 +25978,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "1246074c29bbe91c12d1b789c6ec626a94aac251888e434a26b4ab0057bf2b5d", + "prepared_review_unit_hash": "17a15f7597f031f4515dbda10e8cff44aeea1b50fac54247dd6671c15810f266", "component_budget": { "node_count": 2, "item_count": 2, @@ -26043,18 +26000,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel model loading correctness, but they fix different bugs in different distributed paths: one is about preserving `distributed_config`/`has_ep` for EP + DeepSpeed ZeRO-3 via accelerate launch, the other about wrapping loaded tensors to avoid rank-0 broadcast overwriting experts in EP + FSDP2. Not duplicates.", - "confidence": 0.94, + "summary": "These are related EP-loading fixes but they target different failure modes and code paths: one addresses DeepSpeed ZeRO-3 loading via accelerate launch, the other fixes FSDP2/rank-0 broadcast overwriting experts. They should not be deduplicated.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must represent the cluster, #45662 is the stronger canonical representative because it addresses a concrete runtime corruption bug in the parameter-loading path and has the broader, more explicit failure mode.", + "canonical_pr_reason": "PR #45662 is the better canonical PR because it targets the more specific and higher-severity defect (experts being silently overwritten during distributed loading) and includes the broader set of coordinated code changes needed for that path.", "best_issue_reason": null, - "best_pr_reason": "#45662 is the best standalone PR: it has the clearest bug report, the most direct code-path fix, and the strongest evidence of a real correctness issue in distributed expert loading.", + "best_pr_reason": "PR #45662 is the strongest representative of the cluster because it fixes a concrete correctness bug in distributed expert loading, with changes spanning the relevant loading and MoE/tensor-parallel paths. PR #45548 is narrower and addresses a different distributed-loading scenario.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related theme (EP/loading) but different underlying bugs and code paths: #45548 preserves config/state for EP + ZeRO-3 loading, while #45662 prevents post-shard expert parameters from being overwritten in EP + FSDP2. They would not naturally merge into one fix." + "reason": "Both mention expert parallelism and touch modeling_utils.py, but they fix different bugs: #45548 is about EP + DeepSpeed ZeRO-3 loading with accelerate launch, while #45662 is about EP + FSDP2 rank-0 broadcast overwriting experts. The code paths and failure modes are distinct, so they are not duplicates." } ] }, @@ -26084,40 +26041,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "e482046a8b5dea4927eda2201200bf5a0603594ebe8472f3f3248a5ca274add4", + "prepared_review_unit_hash": "53bc560079635b87d2809179945b5420d961331c3470ef77a86f720f2b5d3a47", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info logging problem; #45645 is the more complete change because it includes the code fix plus CI log collection handling.", - "confidence": 0.96, + "summary": "Both PRs target the same xdist/captured_info debugging-log problem in `testing_utils`, and 45645 appears to be the more complete version by also fixing CI log collection.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the broader, more complete fix: it makes the testing log output xdist-safe and also updates CI to read multiple captured_info files, so it best represents the cluster.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core xdist-safe `captured_info` fix plus the workflow change needed to preserve and display all generated debug logs in CI.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest standalone candidate because it addresses the underlying bug and preserves the debug artifacts in CI, whereas #45639 only covers the library-side half.", + "best_pr_reason": "PR 45645 is the strongest single choice: it addresses the underlying collision bug and the downstream CI artifact handling together, making it the most complete fix in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision/captured_info issue; #45639 is a subset of the broader fix in #45645, and the changes could plausibly be combined into one PR." + "reason": "Both PRs fix the same concrete `captured_info`/xdist collision path in `testing_utils`, share the same tracked issue, and could plausibly be merged into one combined PR." } ] }, @@ -26213,12 +26170,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "8cb9cd88f196c771d96955b452511303404a78434d021e76483eacafdb775a59", + "prepared_review_unit_hash": "5acdac20e1630fa2fd7e6b5cbfaebb49bd56534a1ae70402dcbf000c75e296cf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26226,7 +26183,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26235,18 +26192,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are related through overlapping distributed-model code, but they are not the same change. PR #46126 is a focused EP/Trainer integration feature, while PR #46269 is a much broader distributed-branch base with many unrelated infrastructure and model changes. Shared filenames alone are not enough to treat them as duplicates.", - "confidence": 0.91, + "summary": "These are two open PRs in the distributed stack, but they are not the same change: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed branch base touching many unrelated subsystems. The overlap in a few filenames is too coarse to treat them as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the narrower, more specific change centered on EP + Trainer integration and the router/tensor-parallel path, so it is the better canonical representative of the shared overlap.", + "canonical_pr_reason": "#46269 is the broader umbrella branch that includes the overlapping distributed files and looks like the main integration base for that line of work.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative because it has a clear, concrete code-path focus; PR #46269 is too broad and mixes in unrelated distributed/FSDP and model updates, making it a poor duplicate target.", + "best_pr_reason": "#46126 is the better representative PR for a concrete code change because it has a single, well-scoped feature intent and clearer mergeable behavior.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they overlap in distributed files, but #46126 is a targeted EP/Trainer feature while #46269 is a broad distributed branch base spanning many subsystems. They do not look like the same underlying bug or mergeable fix." + "reason": "They share distributed filenames, but the PRs are not the same underlying fix/change: #46126 is EP + Trainer integration, while #46269 is a broad distributed branch base spanning FSDP, MoE, tensor parallel, modeling, and CI updates." } ] }, @@ -26314,232 +26271,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "f549adf75e75c15023ca998533541cbaed83d5d83bd0e2390b6d1be2f8516e61", + "prepared_review_unit_hash": "5c91bc606bc088ca01913869d3f45b3b591b23b34c4a6fd4279278c96d97845d", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26683, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26683, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated workflow-maintenance changes. The only tight thematic group is the pr-ci-security-gate workflow, but those PRs make different security/permissions edits rather than fixing the same concrete bug, so they should not be deduplicated.", - "confidence": 0.9, + "summary": "This cluster is a set of small, mostly independent workflow-maintenance PRs. The similarity is largely superficial (same chore-style titles, nearby YAML edits, or same broad CI/security area), but the diffs change different files and different behaviors, so they are not true duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantial concrete fix in the set: it changes the pr-ci-security-gate workflow\u2019s actual security-check code path by checking out the PR head and validating changed files. The other PRs are either orthogonal workflow tweaks or separate hardening steps.", + "canonical_pr_reason": "No single canonical PR stands out: the items span unrelated workflow files, and even the multiple pr-ci-security-gate edits address different concerns rather than the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best representative PR overall because it contains the clearest functional change with an explicit security-check behavior update; the rest are smaller, unrelated workflow edits or separate follow-up hardening changes.", + "best_pr_reason": "PR 46554 is the closest representative of the only tight subgroup because it makes the most substantive security-gate workflow change and shares the exact file with several other candidates, but it still should not be treated as a duplicate target for the others.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated behavior; one updates self-comment CI stdin handling, the other hardens pr-ci-security-gate." + "reason": "Different workflow files and unrelated changes: self-comment CI stdin handling vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflows; no shared concrete bug or code path." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflows; one is a CI helper script invocation fix, the other is a security-gate comment/update." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and different change intent; not the same underlying fix." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow targets; both are generic chores but not the same bug or change." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows: SSH runner hardening vs benchmark trigger logic." + "reason": "Different workflow files and unrelated changes; ssh-runner hardening is not the same change as benchmark dispatch support." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different fixes; only shared broad CI maintenance." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated changes; not duplicate PRs." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both touch CI/security areas, but they fix different workflow paths and issues." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Same broad security theme, but different concrete edits in different workflow paths." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow hardening changes; no same underlying bug." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow hardening changes; not a duplicate fix." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different behavior changes; only generic CI maintenance in common." + "reason": "Both are workflow chores, but they touch different CI jobs and fix different behavior." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files; not the same concrete bug/change." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow fixes in different files; do not represent one mergeable duplicate PR." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflow areas; no shared code-path problem." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow automation changes; not duplicates." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different files and different behavior; only both are workflow chores." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow logic and purpose; not the same fix." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow triggers/logic; unrelated concrete changes." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and problems; not the same underlying change." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Generic workflow cleanup versus security-gate logic; not the same bug." + "reason": "Same broad CI area, but different files and different fixes; not the same underlying bug/change." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and behavior; only superficial similarity." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different fixes: security-check logic versus permissions/approval gating." + "reason": "Same file, but the diffs fix different security-gate concerns and could not plausibly be merged as one duplicate PR." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but one changes checks while the other adds comments/documentation; not the same concrete fix." + "reason": "Same file, but one adds checkout/checks while the other adds safety comments and workflow wiring; not the same change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow, but different security-hardening edits; not a single mergeable duplicate." + "reason": "Same file, but one adds new gate logic while the other only changes secrets handling for the reusable workflow." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but permissions/approval gating versus documentation notes; not the same bug." + "reason": "Same file, but one changes permissions/approval flow and the other adds explanatory comments; not the same underlying fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Related security-gate hardening, but distinct changes to permissions versus secret inheritance." + "reason": "Same file, but different security-gate edits with different intents." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow but different intent: explanatory comments versus secrets handling." + "reason": "Same file, but one is documentation/safety-note text and the other changes secrets propagation." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow changes in unrelated files; not duplicates." + "reason": "Different files and unrelated workflow behavior." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow hardening areas; not the same concrete fix." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow changes with no shared code-path issue." + "reason": "Different files and unrelated workflow behavior." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow hardening changes; no duplicate relationship." + "reason": "Different workflow files and unrelated changes." } ] }, @@ -26632,12 +26577,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "01c9deb65755bc4bb83f7126f2c06037e31af2673957b0188270d3b6994cc133", + "prepared_review_unit_hash": "e7fcab596167d6274355a298507ef8f31f15699c523fc6bc7eafb76872399ff6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4881, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -26645,7 +26590,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4881, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -26654,18 +26599,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same MoonshineStreaming off-by-one in the right side of `sliding_window_mask_function` (`-dist <= right_window_size`), and the second PR is a superset that also applies the same fix elsewhere and adds a test.", - "confidence": 0.96, + "summary": "Both PRs fix the same off-by-one in the MoonshineStreaming sliding-window right mask; PR 47162 is the broader, newer superset that also adds the Gemma4 fix and tests.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the better canonical PR because it includes the same MoonshineStreaming fix plus test coverage, while also carrying an additional related model update.", + "canonical_pr_reason": "PR 47162 is the better canonical PR because it contains the same MoonshineStreaming fix as 46310 and additionally covers the same bug pattern in Gemma4 plus tests, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest representative of the change set: it fixes the same concrete bug in the same code path and includes validation, making it the most complete candidate.", + "best_pr_reason": "PR 47162 is the strongest representative of the bugfix because it addresses the concrete off-by-one window-boundary issue in MoonshineStreaming and includes the related companion fix in Gemma4.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same underlying MoonshineStreaming right-window off-by-one fix; the second PR contains the same exact change in the shared code path and can plausibly subsume the first." + "reason": "Same underlying MoonshineStreaming right-window off-by-one fix with identical code hunk; 47162 is a superset rather than a different change." } ] }, @@ -26695,7 +26640,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "320b2cee8661e5c51fab981bdcd39dbf9c3f7596b0cafb4f5c2866ac7935ec0e", + "prepared_review_unit_hash": "6d03fbd890bc65ae5d8e81f29489d335685ef9f4d60f931860ea65fbb24997c0", "component_budget": { "node_count": 2, "item_count": 2, @@ -26717,7 +26662,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests address different tokenizer-loading bugs in different code paths: CodeLlama decode stripping vs. DeepSeek-Coder/DeepSeek-LLM class selection in AutoTokenizer. They are not duplicates and should remain separate.", + "summary": "Two open PRs in different areas: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class misloading in AutoTokenizer. They do not appear to be the same underlying change or bug.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -26728,7 +26673,7 @@ "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: 46574 fixes CodeLlama decoder behavior on decode, while 46580 adds checkpoint-prefix overrides so certain DeepSeek checkpoints load the correct tokenizer class. They do not look mergeable into one PR." + "reason": "Different failure modes and code paths: CodeLlama decoder setup in its tokenizer implementation vs AutoTokenizer checkpoint-prefix routing for DeepSeek checkpoints. They are not mergeable as one PR and do not fix the same underlying bug." } ] }, @@ -26747,58 +26692,76 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46696-2", + "cluster_id": "cluster-46696-3", "nodes": [ "pull_request:46696", - "pull_request:47134" + "pull_request:47134", + "pull_request:47215" ], "soft_pairs": [ + "pull_request:46696|pull_request:47215", + "pull_request:47134|pull_request:47215", "pull_request:46696|pull_request:47134" ], - "prepared_review_unit_hash": "1612f7c31ab81a0a09a2dc7743379214ee4222e96986fbb71e892cb8408dfed2", + "prepared_review_unit_hash": "23aa8254d1a2652d4008825462b4c528c7a5fc5424ce6c76de7be79706feb415", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4315, - "estimated_input_tokens": 1079, - "estimated_eval_tokens": 2414 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7370, + "estimated_input_tokens": 1843, + "estimated_eval_tokens": 3942 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4315, - "estimated_input_tokens": 1079, - "estimated_eval_tokens": 2414 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7370, + "estimated_input_tokens": 1843, + "estimated_eval_tokens": 3942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests in the same Flash Attention helper file share the same tracking issue, but they fix different performance regressions on different code paths: one corrects tracing/eager behavior for max-length handling, the other forces .item() in unpadding helpers to avoid sync overhead. They are related follow-ups, not duplicates.", - "confidence": 0.94, + "summary": "47215 is the best canonical PR for the flash-attn performance regression family: it is the most complete fix on the unpadding/max-seqlen path and adds broader coverage. 47134 is an earlier version of that same fix, while 46696 is a separate helper-path change in the same file and issue family; it is related enough to 47215 to keep in the soft-duplicate cluster, but not close enough to be the canonical representative.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46696 is the more specific root-cause fix for the FA2 decode regression, with a narrowly scoped change to the tracing/eager condition.", + "canonical_pr_reason": "47215 is the strongest representative: it applies the compile-aware .item() handling to the unpadding/max-seqlen regression path, includes broader validation, and reads like the most complete version of the fix family.", "best_issue_reason": null, - "best_pr_reason": "PR 46696 is the best representative of the cluster because it targets a concrete regression path and has the clearest, most specific bug description.", + "best_pr_reason": "47215 best captures the final intended fix for the FA2 long-context performance regression, while 47134 is an earlier narrower variant and 46696 addresses a different helper path.", "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "They target the same issue and same file, and both address scalar-sync/performance behavior in flash-attn utilities. The concrete helper differs, but they are close enough to be in the same bugfix family." + }, + { + "left": "pull_request:47134", + "right": "pull_request:47215", + "accept": true, + "reason": "Both fix the unpadding/max-seqlen performance regression in the same code path; 47215 is a refined successor with compile-aware guarding and added coverage." + }, { "left": "pull_request:46696", "right": "pull_request:47134", "accept": false, - "reason": "Same file and shared tracking issue, but they address different code paths: 46696 fixes max-length handling in tracing vs eager decode, while 47134 changes unpad helpers to use .item() for performance. Not the same underlying bug and not mergeable into one PR." + "reason": "They share the file and issue target, but the fixes are on different helper paths (_process_flash_attention_kwargs vs. unpad/max-seqlen). That is related, but not the same concrete change." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict for pull_request:46696 vs pull_request:47215 is too strong. The packet shows both PRs target the same issue (46693) and share the same file, and the pair is marked with soft_similarity/shared_issue_target evidence. Saying they 'would not be merged as one PR' overstates the separation; they look related enough to stay in the same bugfix family, even if they touch different functions. The 47134 vs 47215 relationship is plausible, but the 46696 vs 47215 rejection is not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -26821,40 +26784,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "6429ed5c2c9e93fb4769ef0af441f3049bef3dbb50d88f818f363fec5754e512", + "prepared_review_unit_hash": "ba85c1853d04335d3490b9f263cf6a5b895b3fe7a9bd4ea10b176fac38860f76", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both address skipped padding-mask application, but they do so in different code paths and for different triggers: one fixes a batch-size-1 guard in linear-attention model code, the other fixes continued-forward/chunked-prefill behavior in shared recurrent masking utilities. Related theme, not the same underlying change.", - "confidence": 0.91, + "summary": "These are related by masking bugs, but they fix different code paths: one is linear-attention padding-mask handling for batch-size-1, the other is recurrent-mask handling during continued/cached forwards. They should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the better representative because it targets the shared masking utility and has explicit issue linkage, making it the more central fix in the cluster.", + "canonical_pr_reason": "PR 47087 is the better cluster representative because it centers the shared masking utility, has an explicit issue target, and covers the recurrent/cached-forward padding-mask bug across multiple recurrent-model consumers.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the strongest standalone candidate: it addresses a concrete recurrent-mask regression in a shared code path and includes tests across multiple affected models.", + "best_pr_reason": "PR 47087 is the strongest standalone PR in this cluster: it addresses a concrete recurrent-layer masking regression with clear scope, tests, and an explicit issue link.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both concern padding masks, but 46773 fixes a batch-size-1 guard in linear-attention model implementations while 47087 fixes continued-forward/cache-continuation handling in masking_utils. Different bug triggers and code paths; not mergeable as one PR." + "reason": "Different underlying bugs and code paths: 46773 fixes linear-attention padding-mask application when batch size is 1, while 47087 fixes recurrent masking being skipped on continued/cached forwards. They are not mergeable as one PR." } ] }, @@ -26891,7 +26854,7 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "7ac36049e8f8b6eb8c56adde7088ed49cd7403619042a399fa892be1fbbadfb3", + "prepared_review_unit_hash": "7fefafa568f7461cdfcacbdff25eafa4f05d49a394f71e5c1b97f416db965c1c", "component_budget": { "node_count": 5, "item_count": 5, @@ -26913,42 +26876,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs cover separate bugs across different pipelines/models: stop-sequence handling, multimodal input key normalization, Gemma4 placeholder validation, candidate generation length capping, and Qwen Omni postprocessing. None appear to be duplicate fixes of the same concrete code path.", - "confidence": 0.92, + "summary": "These PRs are all about different bugs in different code paths (multimodal input routing, placeholder validation, stop-sequence handling, batched postprocessing, and generation length capping). They are related only at a very broad subsystem level, so none should be deduplicated or merged together.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47074 is the broadest and most central fix in the set, addressing a clear multimodal pipeline input-key bug with direct user-facing impact and test coverage.", + "canonical_pr_reason": "No PR here is a duplicate of another. If one must be chosen as the representative, PR #47074 is the broadest concrete multimodal pipeline fix, but it does not subsume the others.", "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the strongest overall representative because it fixes a concrete pipeline integration error in a shared multimodal entry point and appears well-scoped with accompanying tests.", + "best_pr_reason": "PR #47074 is the best single representative because it fixes a clear, user-facing multimodal input-key bug in a core pipeline and has focused, directly relevant tests; the other PRs are narrower and solve unrelated issues.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Both relate to generation/postprocessing, but they target different models and different bugs: stop-sequence handling in image-text-to-text vs tuple/list output decoding in Qwen Omni. Not the same underlying change." + "reason": "Different failures: 47032 changes stop-sequence handling in image-text-to-text generation, while 47197 fixes batched decoding in Qwen Omni processors." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both are multimodal, but one normalizes AnyToAnyPipeline input keys while the other validates Gemma4 audio placeholders in processor inputs. Different layers and code paths." + "reason": "Both are multimodal, but one normalizes AnyToAnyPipeline input keys and the other validates Gemma4 audio placeholder batching; they are separate bugs and code paths." }, { "left": "pull_request:47074", "right": "pull_request:47197", "accept": false, - "reason": "Different subsystems and failure modes: multimodal pipeline input normalization vs Qwen Omni batched text postprocessing. No shared concrete bug." + "reason": "47074 fixes pipeline input-key mapping, whereas 47197 fixes postprocessing of generated outputs; they are not the same underlying defect." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "One fixes AnyToAnyPipeline multimodal argument mapping; the other fixes candidate generator length capping in decoding. Unrelated functionality." + "reason": "Unrelated areas: multimodal pipeline input normalization versus generation candidate length-capping logic." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "These touch generation output handling in different components, but one is prompt lookup candidate length limiting and the other is Qwen Omni postprocessing. Not mergeable as one fix." + "reason": "Different subsystems and symptoms: prompt lookup length budgeting in generation versus batched text postprocessing in Qwen Omni." } ] }, @@ -26978,7 +26941,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "226da79a38439b7e9c2920e2f38946ed68dcf73ba0cd02e6a28f1d458292f91f", + "prepared_review_unit_hash": "9b225eedde7592424668337e39dc4b6ab2c0079311ae73cab4546baf751640d0", "component_budget": { "node_count": 2, "item_count": 2, @@ -27000,18 +26963,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one re-enables and updates a VITS forward test, while the other fixes an RT-DETR v2 weight-conversion mapping. They do not target the same bug or code path.", - "confidence": 0.97, + "summary": "The two PRs are unrelated: one re-enables a VITS forward test and adjusts its assertions, while the other updates an RT-DETR v2 weight-conversion script for model key changes. They do not describe the same bug or fix path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47129 is the more substantive source-code fix, but the pair is not a duplicate cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 47129 is the better representative because it fixes an actual converter path rather than only adjusting tests.", + "best_pr_reason": "Neither PR is a good cluster representative because they target different models and different kinds of changes (test behavior vs. conversion mapping).", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different models, different files, and different problems: VITS test expectations vs RT-DETR v2 converter key mapping." + "reason": "Different subsystems and different code paths: VITS test re-enable/assertion cleanup vs. RT-DETR v2 converter key-mapping update. They are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -27048,70 +27011,70 @@ "pull_request:47123|pull_request:47150", "pull_request:47124|pull_request:47150" ], - "prepared_review_unit_hash": "1d2ebf90c2ba72d49ef4af7bd2ec4d21ee4079554828a49d02bd92a222f7eff5", + "prepared_review_unit_hash": "b25a63efeb4b3682386039fe888c0e6e786ae706fa7f876d368efb03ade1b096", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 9330, - "estimated_input_tokens": 2333, - "estimated_eval_tokens": 4922 + "serialized_chars": 9335, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 9330, - "estimated_input_tokens": 2333, - "estimated_eval_tokens": 4922 + "serialized_chars": 9335, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the four PRs fix different models and different failure modes (Edgetam import_or_config, MiniMax-M3-VL load_error, Falcon-Mamba output mismatch, Whisper generation length handling).", - "confidence": 0.97, + "summary": "All four PRs are unrelated model-specific fixes: EdgeTam runtime kwargs handling, MiniMax-M3-VL test loading/offload setup, Falcon-Mamba test expectation updates, and Whisper generation length adjustment. They do not look like duplicates of the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: these are different code paths and failure modes across different models, so there is no duplicate cluster to collapse into one PR.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear canonical representative because the cluster is heterogeneous; if forced to pick a representative, 47150 is the most substantive code-path fix, but it is still unrelated to the others.", + "best_pr_reason": "No global best PR for deduplication purposes; each PR addresses a distinct model-specific problem, so none is a suitable representative of the others.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and different fixes: Edgetam removes an extra kwarg before backbone forward, while MiniMax-M3-VL adds an offload folder for device_map loading. They do not address the same bug." + "reason": "Different failures and fixes: EdgeTam changes model forward kwargs handling, while MiniMax-M3-VL only adjusts a test loader with an offload folder. Same general area of integration tests, but not the same bug or mergeable code change." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "Edgetam forward-argument cleanup and Falcon-Mamba expected-output updates are unrelated; one is a code fix in model internals, the other is a test expectation adjustment." + "reason": "EdgeTam runtime fix vs Falcon-Mamba expected-output test updates; they touch different models and unrelated behaviors." }, { "left": "pull_request:47122", "right": "pull_request:47150", "accept": false, - "reason": "These target different subsystems and failure modes: Edgetam backbone kwargs vs Whisper max_length adjustment during generation. Not the same underlying change." + "reason": "EdgeTam drops unsupported processor kwargs; Whisper changes generation max_length logic. Completely different code paths and symptoms." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "MiniMax-M3-VL loading/offload setup and Falcon-Mamba generation output mismatches are unrelated test fixes for different models." + "reason": "MiniMax-M3-VL load-error test setup fix vs Falcon-Mamba output-mismatch expectation updates. Different models and distinct failure modes." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "MiniMax-M3-VL load_error workaround and Whisper generation length fix are distinct problems with no shared code path." + "reason": "MiniMax-M3-VL test loading/offload issue is unrelated to Whisper generation length handling." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Falcon-Mamba expected-output updates are test-only, while Whisper changes generation config behavior in code; they are not mergeable as one fix." + "reason": "Falcon-Mamba test expectation updates are not the same underlying bug as Whisper's generation_config max_length correction." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 4d860fdd0759223ddad0784cb84754487ad9b151..726daad905a526d601c9164d5a5e95c61317c079 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260709t120026z", + "analysis_id": "hybrid-model-20260709t180026z", "archived_artifacts": { - "hybrid": "snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260709T120026Z/analysis-runs/hybrid-model-20260709t120026z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-09T12:11:26Z", + "published_at": "2026-07-09T18:15:08Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260709T120026Z", + "snapshot_id": "20260709T180026Z", "variant": "hybrid" } diff --git a/snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.json b/snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..bb0ddacc1339d2a47c1ac9dac07b15a64fa46924 --- /dev/null +++ b/snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.json @@ -0,0 +1,4205 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260709T180026Z", + "generated_at": "2026-07-09T18:15:05Z", + "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.", + "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-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-44779-5", + "summary": "Cluster of 3 issues and 2 PRs centered on issue #45488.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 45488, + "canonical_pr_number": 47017, + "issue_numbers": [ + 44779, + 45488, + 46489 + ], + "pr_numbers": [ + 46580, + 47017 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46580, + "right_pr_number": 47017, + "code_similarity": 0.241, + "size_similarity": 0.352, + "file_overlap": 0.5, + "area_overlap": 0.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/models/auto/tokenization_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/tokenization_auto.py", + "left_ranges": [ + [ + 361, + 367 + ], + [ + 399, + 421 + ], + [ + 724, + 739 + ] + ], + "right_ranges": [ + [ + 428, + 475 + ], + [ + 807, + 825 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46509-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46836, + "issue_numbers": [], + "pr_numbers": [ + 46509, + 46836, + 47143, + 47163 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46509, + "right_pr_number": 46836, + "code_similarity": 0.119, + "size_similarity": 0.358, + "file_overlap": 0.056, + "area_overlap": 0.0, + "patch_similarity": 0.203, + "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 + ], + [ + 1071, + 1077 + ], + [ + 1199, + 1205 + ] + ], + "right_ranges": [ + [ + 637, + 647 + ], + [ + 919, + 928 + ], + [ + 1130, + 1136 + ], + [ + 1260, + 1266 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1092, + 1098 + ] + ], + "right_ranges": [ + [ + 509, + 515 + ], + [ + 1119, + 1125 + ] + ] + } + ] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47143, + "code_similarity": 0.235, + "size_similarity": 0.687, + "file_overlap": 0.091, + "area_overlap": 0.143, + "patch_similarity": 0.135, + "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 + ], + [ + 1071, + 1077 + ], + [ + 1199, + 1205 + ] + ], + "right_ranges": [ + [ + 412, + 418 + ], + [ + 975, + 981 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1092, + 1098 + ] + ], + "right_ranges": [ + [ + 348, + 354 + ], + [ + 1960, + 1966 + ] + ] + } + ] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47163, + "code_similarity": 0.006, + "size_similarity": 0.014, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.024, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 47143, + "code_similarity": 0.156, + "size_similarity": 0.52, + "file_overlap": 0.077, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "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": [ + [ + 453, + 459 + ] + ], + "right_ranges": [ + [ + 305, + 311 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 637, + 647 + ], + [ + 919, + 928 + ], + [ + 1130, + 1136 + ], + [ + 1260, + 1266 + ] + ], + "right_ranges": [ + [ + 412, + 418 + ], + [ + 975, + 981 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 509, + 515 + ], + [ + 1119, + 1125 + ] + ], + "right_ranges": [ + [ + 348, + 354 + ], + [ + 1960, + 1966 + ] + ] + } + ] + }, + { + "left_pr_number": 46836, + "right_pr_number": 47163, + "code_similarity": 0.004, + "size_similarity": 0.005, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.021, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47163, + "code_similarity": 0.004, + "size_similarity": 0.01, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.013, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46693-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46693.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46693, + "canonical_pr_number": 47134, + "issue_numbers": [ + 46693 + ], + "pr_numbers": [ + 46696, + 47134, + 47215 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46696, + "right_pr_number": 47134, + "code_similarity": 0.464, + "size_similarity": 0.8, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.029, + "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": [ + [ + 316, + 323 + ], + [ + 366, + 373 + ] + ] + } + ] + }, + { + "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 + ] + ] + } + ] + }, + { + "left_pr_number": 47134, + "right_pr_number": 47215, + "code_similarity": 0.144, + "size_similarity": 0.018, + "file_overlap": 0.2, + "area_overlap": 0.224, + "patch_similarity": 0.015, + "shared_filenames": [ + "src/transformers/modeling_flash_attention_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/modeling_flash_attention_utils.py", + "left_ranges": [ + [ + 316, + 323 + ], + [ + 366, + 373 + ] + ], + "right_ranges": [ + [ + 33, + 39 + ], + [ + 317, + 324 + ], + [ + 368, + 375 + ], + [ + 491, + 499 + ], + [ + 680, + 702 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46376-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47077, + "issue_numbers": [], + "pr_numbers": [ + 46376, + 47077, + 47181 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46376, + "right_pr_number": 47077, + "code_similarity": 0.071, + "size_similarity": 0.299, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.074, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46376, + "right_pr_number": 47181, + "code_similarity": 0.084, + "size_similarity": 0.286, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.179, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47077, + "right_pr_number": 47181, + "code_similarity": 0.029, + "size_similarity": 0.086, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.077, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "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-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, + "issue_numbers": [ + 46869 + ], + "pr_numbers": [ + 46886, + 46922 + ], + "evidence_types": [ + "closing_reference" + ], + "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-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-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-47205-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47205.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 47205, + "canonical_pr_number": 47218, + "issue_numbers": [ + 47205 + ], + "pr_numbers": [ + 47218, + 47219 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47218, + "right_pr_number": 47219, + "code_similarity": 0.635, + "size_similarity": 0.755, + "file_overlap": 0.909, + "area_overlap": 0.46, + "patch_similarity": 0.333, + "shared_filenames": [ + "tests/models/aimv2/test_modeling_aimv2.py", + "tests/models/aria/test_modeling_aria.py", + "tests/models/deepseek_vl_hybrid/test_image_processing_deepseek_vl_hybrid.py", + "tests/models/eomt/test_modeling_eomt.py", + "tests/models/eomt_dinov3/test_modeling_eomt_dinov3.py", + "tests/models/fast_vlm/test_modeling_fast_vlm.py", + "tests/models/flava/test_image_processing_flava.py", + "tests/models/fuyu/test_image_processing_fuyu.py", + "tests/models/idefics/test_image_processing_idefics.py", + "tests/models/imagegpt/test_image_processing_imagegpt.py", + "tests/models/kimi_k25/test_image_processing_kimi_k25.py", + "tests/models/layoutlmv2/test_image_processing_layoutlmv2.py", + "tests/models/lfm2_vl/test_modeling_lfm2_vl.py", + "tests/models/llava/test_modeling_llava.py", + "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "tests/models/pix2struct/test_image_processing_pix2struct.py", + "tests/models/qwen2_vl/test_image_processing_qwen2_vl.py", + "tests/models/video_llama_3/test_image_processing_video_llama_3.py", + "tests/models/vitpose/test_image_processing_vitpose.py", + "tests/test_image_processing_common.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/aimv2/test_modeling_aimv2.py", + "left_ranges": [ + [ + 18, + 23 + ], + [ + 34, + 40 + ], + [ + 58, + 63 + ], + [ + 477, + 485 + ], + [ + 513, + 521 + ], + [ + 546, + 554 + ] + ], + "right_ranges": [ + [ + 18, + 23 + ], + [ + 43, + 49 + ], + [ + 58, + 63 + ], + [ + 478, + 484 + ], + [ + 512, + 518 + ], + [ + 543, + 549 + ] + ] + }, + { + "filename": "tests/models/aria/test_modeling_aria.py", + "left_ranges": [ + [ + 16, + 21 + ], + [ + 42, + 48 + ], + [ + 51, + 57 + ], + [ + 246, + 252 + ], + [ + 286, + 292 + ], + [ + 320, + 329 + ], + [ + 360, + 369 + ], + [ + 402, + 411 + ], + [ + 437, + 444 + ] + ], + "right_ranges": [ + [ + 44, + 50 + ], + [ + 322, + 328 + ], + [ + 360, + 366 + ], + [ + 400, + 406 + ] + ] + }, + { + "filename": "tests/models/deepseek_vl_hybrid/test_image_processing_deepseek_vl_hybrid.py", + "left_ranges": [ + [ + 19, + 25 + ], + [ + 203, + 210 + ] + ], + "right_ranges": [ + [ + 20, + 26 + ], + [ + 204, + 212 + ] + ] + }, + { + "filename": "tests/models/eomt/test_modeling_eomt.py", + "left_ranges": [ + [ + 15, + 26 + ], + [ + 30, + 36 + ], + [ + 174, + 182 + ], + [ + 219, + 227 + ], + [ + 237, + 245 + ], + [ + 276, + 284 + ], + [ + 327, + 335 + ], + [ + 375, + 383 + ] + ], + "right_ranges": [ + [ + 15, + 36 + ], + [ + 174, + 180 + ], + [ + 217, + 223 + ], + [ + 233, + 239 + ], + [ + 270, + 276 + ], + [ + 319, + 325 + ], + [ + 365, + 371 + ] + ] + }, + { + "filename": "tests/models/eomt_dinov3/test_modeling_eomt_dinov3.py", + "left_ranges": [ + [ + 15, + 20 + ], + [ + 27, + 33 + ], + [ + 37, + 43 + ], + [ + 219, + 227 + ], + [ + 263, + 271 + ], + [ + 322, + 330 + ], + [ + 380, + 388 + ], + [ + 428, + 436 + ], + [ + 472, + 480 + ] + ], + "right_ranges": [ + [ + 15, + 20 + ], + [ + 29, + 43 + ], + [ + 219, + 225 + ], + [ + 261, + 267 + ], + [ + 318, + 324 + ], + [ + 374, + 380 + ], + [ + 420, + 426 + ], + [ + 462, + 468 + ] + ] + }, + { + "filename": "tests/models/fast_vlm/test_modeling_fast_vlm.py", + "left_ranges": [ + [ + 16, + 21 + ], + [ + 36, + 42 + ], + [ + 45, + 51 + ], + [ + 256, + 262 + ], + [ + 280, + 289 + ] + ], + "right_ranges": [ + [ + 39, + 45 + ], + [ + 283, + 289 + ] + ] + }, + { + "filename": "tests/models/flava/test_image_processing_flava.py", + "left_ranges": [ + [ + 12, + 26 + ], + [ + 401, + 408 + ] + ], + "right_ranges": [ + [ + 12, + 27 + ], + [ + 402, + 408 + ] + ] + }, + { + "filename": "tests/models/fuyu/test_image_processing_fuyu.py", + "left_ranges": [ + [ + 1, + 5 + ], + [ + 14, + 20 + ], + [ + 178, + 185 + ] + ], + "right_ranges": [ + [ + 1, + 5 + ], + [ + 15, + 21 + ], + [ + 179, + 185 + ] + ] + }, + { + "filename": "tests/models/idefics/test_image_processing_idefics.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 25, + 31 + ], + [ + 149, + 156 + ] + ], + "right_ranges": [ + [ + 11, + 18 + ], + [ + 26, + 32 + ], + [ + 150, + 156 + ] + ] + }, + { + "filename": "tests/models/imagegpt/test_image_processing_imagegpt.py", + "left_ranges": [ + [ + 20, + 25 + ], + [ + 33, + 39 + ], + [ + 284, + 291 + ] + ], + "right_ranges": [ + [ + 20, + 25 + ], + [ + 34, + 40 + ], + [ + 285, + 291 + ] + ] + }, + { + "filename": "tests/models/kimi_k25/test_image_processing_kimi_k25.py", + "left_ranges": [ + [ + 12, + 31 + ], + [ + 270, + 277 + ] + ], + "right_ranges": [ + [ + 12, + 27 + ], + [ + 266, + 272 + ] + ] + }, + { + "filename": "tests/models/layoutlmv2/test_image_processing_layoutlmv2.py", + "left_ranges": [ + [ + 15, + 20 + ], + [ + 29, + 42 + ], + [ + 147, + 154 + ] + ], + "right_ranges": [ + [ + 15, + 20 + ], + [ + 30, + 43 + ], + [ + 148, + 154 + ] + ] + }, + { + "filename": "tests/models/lfm2_vl/test_modeling_lfm2_vl.py", + "left_ranges": [ + [ + 15, + 22 + ], + [ + 34, + 45 + ], + [ + 209, + 219 + ], + [ + 291, + 301 + ] + ], + "right_ranges": [ + [ + 37, + 43 + ], + [ + 211, + 217 + ], + [ + 295, + 301 + ] + ] + }, + { + "filename": "tests/models/llava/test_modeling_llava.py", + "left_ranges": [ + [ + 17, + 22 + ], + [ + 42, + 48 + ], + [ + 52, + 58 + ], + [ + 305, + 311 + ], + [ + 334, + 340 + ], + [ + 366, + 375 + ], + [ + 419, + 428 + ], + [ + 474, + 483 + ], + [ + 529, + 536 + ], + [ + 610, + 616 + ], + [ + 637, + 644 + ], + [ + 666, + 673 + ], + [ + 699, + 706 + ] + ], + "right_ranges": [ + [ + 45, + 51 + ], + [ + 368, + 374 + ], + [ + 419, + 425 + ], + [ + 472, + 478 + ] + ] + }, + { + "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "left_ranges": [ + [ + 37, + 43 + ], + [ + 652, + 657 + ], + [ + 695, + 703 + ] + ], + "right_ranges": [ + [ + 45, + 51 + ], + [ + 697, + 703 + ] + ] + }, + { + "filename": "tests/models/pix2struct/test_image_processing_pix2struct.py", + "left_ranges": [ + [ + 21, + 27 + ], + [ + 99, + 106 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 99, + 107 + ] + ] + }, + { + "filename": "tests/models/qwen2_vl/test_image_processing_qwen2_vl.py", + "left_ranges": [ + [ + 12, + 35 + ], + [ + 297, + 304 + ] + ], + "right_ranges": [ + [ + 12, + 22 + ], + [ + 25, + 31 + ], + [ + 293, + 299 + ] + ] + }, + { + "filename": "tests/models/video_llama_3/test_image_processing_video_llama_3.py", + "left_ranges": [ + [ + 18, + 35 + ], + [ + 300, + 307 + ] + ], + "right_ranges": [ + [ + 18, + 31 + ], + [ + 296, + 302 + ] + ] + }, + { + "filename": "tests/models/vitpose/test_image_processing_vitpose.py", + "left_ranges": [ + [ + 11, + 25 + ], + [ + 231, + 238 + ] + ], + "right_ranges": [ + [ + 11, + 26 + ], + [ + 232, + 238 + ] + ] + }, + { + "filename": "tests/test_image_processing_common.py", + "left_ranges": [ + [ + 12, + 17 + ], + [ + 20, + 25 + ], + [ + 47, + 73 + ], + [ + 194, + 200 + ] + ], + "right_ranges": [ + [ + 12, + 17 + ], + [ + 20, + 28 + ], + [ + 174, + 180 + ] + ] + } + ] + } + ] + }, + { + "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-47034-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47216, + "issue_numbers": [], + "pr_numbers": [ + 47034, + 47216 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47034, + "right_pr_number": 47216, + "code_similarity": 0.214, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.117, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "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 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44024-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44076, + "issue_numbers": [], + "pr_numbers": [ + 44024, + 44076 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44024, + "right_pr_number": 44076, + "code_similarity": 0.269, + "size_similarity": 0.976, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.492, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-44073-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44073, + "issue_numbers": [], + "pr_numbers": [ + 44073, + 44074 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44073, + "right_pr_number": 44074, + "code_similarity": 0.141, + "size_similarity": 0.58, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.169, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-44779-5", + "canonical_issue_number": 45488, + "duplicate_issue_numbers": [ + 44779, + 46489 + ], + "reason": "Issues in cluster-44779-5 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-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-44024-2", + "canonical_pr_number": 44076, + "duplicate_pr_numbers": [ + 44024 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44073-2", + "canonical_pr_number": 44073, + "duplicate_pr_numbers": [ + 44074 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44073-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44779-5", + "canonical_pr_number": 47017, + "duplicate_pr_numbers": [ + 46580 + ], + "target_issue_number": 45488, + "reason": "PRs in cluster-44779-5 are treated as duplicates because they converge on issue #45488 with closing_reference, 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-46376-3", + "canonical_pr_number": 47077, + "duplicate_pr_numbers": [ + 46376, + 47181 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46376-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46509-4", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 46509, + 47143, + 47163 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46509-4 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46693-4", + "canonical_pr_number": 47134, + "duplicate_pr_numbers": [ + 46696, + 47215 + ], + "target_issue_number": 46693, + "reason": "PRs in cluster-46693-4 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 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-47034-2", + "canonical_pr_number": 47216, + "duplicate_pr_numbers": [ + 47034 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47034-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47205-3", + "canonical_pr_number": 47218, + "duplicate_pr_numbers": [ + 47219 + ], + "target_issue_number": 47205, + "reason": "PRs in cluster-47205-3 are treated as duplicates because they converge on issue #47205 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-44779-5", + "issue_number": 45488, + "reason": "Issue #45488 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 16 discussion comments plus 4 inbound references.", + "score": 186.0 + }, + "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 + } +} diff --git a/snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..4e3580244d05393d236ec27ee3bef158ea373216 --- /dev/null +++ b/snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27089 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260709T180026Z", + "generated_at": "2026-07-09T18:15:05Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "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:46165|issue:46468", + "issue:44805|issue:45161", + "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": "8be62a9c0d13fe05e2e9c334a1b0714d8f9ee4e940145e0096fa4e90c1711716", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46277, + "estimated_input_tokens": 11570, + "estimated_eval_tokens": 23396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one clear duplicate subcluster around DeepSpeed ZeRO-3/BERT initialization. Most other pairs are only loosely related by model family, backend, or docs, not the same underlying bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43596 is the strongest representative of the only obvious duplicate family: it matches issue:43638 on the same ZeRO-3 'index 0 is out of bounds' failure during BERT initialization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best overall issue anchor here because it is the most specific member of the clearest duplicate pair; the rest of the cluster is too mixed to serve as one unified canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated backend issues: AMD GPU failure vs MPS histogram not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different problems: image dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU failure are different code-path issues." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures; only broad hardware/runtime overlap." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS AMD GPU issue is unrelated to GraniteMoE invalid method call." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and failure modes: ONNX export vs FineGrainedFP8Config." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export issue is not the same as Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and RAG docs are not the same bug/change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Model export failure vs GenerationMixin import error are distinct." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed features." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL embedding unpacking and resume/trust-remote-code are different training issues." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training issue and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch is not the same as Gemma4 device-mismatch during forward." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Zero-3 BERT init error and mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "No shared underlying bug beyond both involving model loading/training." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failure signatures; one is ZeRO-3 init index error, the other a shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask indexing error and Qwen3.5 video token/feature mismatch are different." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated training-resume issue vs Nemotron example breakage." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape mismatch is not the same as GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video input StopIteration and model-resume/trust-remote-code are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different ZeRO-3 symptoms and different models; not enough to treat as one bug." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 'index 0 is out of bounds' failure during BERT initialization; these look like the same bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different problems: detokenization regression vs LoRA merge/save mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and LoRA merge/save inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure and remote-code config_class AttributeError are different code paths." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training weight-shape error and collective mismatch are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor-size mismatch is not the same as mask-shape indexing error." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS MoE histogram error and YOLO device-map auto failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component family, but different concrete failures: CPU offload incompatibility vs uninitialized-memory read after materialization." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing mismatch and custom trainer loss-signature mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT init error and GPT-OSS tensor-parallel issue do not share the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model/backend failures; only both mention distributed execution." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 is unrelated to GraniteMoE invalid method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and AMD GPU failure are different bugs." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error with vLLM and Mistral regex patch crash are different issues." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch 2.4.1, but the reports are too generic to prove the same concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE and expensive reverse embedding lookup are different failures." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and image dtype mismatch are different issues." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures; same broad numerical area only." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram-not-implemented are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is not the same as the MPS MoE histogram error." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Qwen3.5 embedding unpacking are different issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but on different models and not clearly the same concrete failure." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different docs regressions: pipeline task references vs run command references." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram-not-implemented are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import failure are different issues." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure and RAG docs issues are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call and tensor mask shape mismatch are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical issue choice is supported by the strongest duplicate-looking pair (43596/43638), and the soft-edge rejections do not overclaim sameness from weak thematic overlap. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "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:43792|issue:45070", + "issue:43975|issue:45901", + "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", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "d849ad98a21f82be3c2ef362e4b7a7e2cf3345df4f085c7fe84a29e86f134f7c", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40037, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, but it contains two real duplicate-like threads: a broad v5 tokenizer regression (45812/45920) and a shared ZeRO-3 load-time IndexError pattern (41762/43596). The rest are only topical similarities and should remain separate.", + "confidence": 0.79, + "canonical_issue_reason": "There is no single canonical issue for the whole cluster; most items are unrelated model-specific bugs, docs issues, or environment incompatibilities.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must stand in as the representative, 45812 is the best fit because it captures the broad tokenizer regression thread and has the strongest duplicate companion in 45920.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different incompatibilities: torch version support vs USE_DISTRIBUTED=0 breakage." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: vLLM model loading vs distributed build/runtime support." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and causes: corrupted checkpoint vs missing weight loading." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both are ZeRO-3 load-time IndexErrors with the same empty-tensor/index-0 failure pattern, likely the same shared bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Missing config metadata in one case vs CUDA assert during auto device mapping in the other." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover unrelated documentation mismatches." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated subsystems: AMD GPU support vs table QA task crash." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different code paths: Liger cross-entropy routing vs video StopIteration in chat templating." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mismatch forward error vs video feature/token mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure vs device-map forward mismatch; not the same underlying defect." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression vs outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Both are model-related, but the checkpoint/corruption problem is different from NVFP4 compatibility." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint loading bug vs documentation issue; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regression is unrelated to the USE_DISTRIBUTED=0 torch support break." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying tokenizer regression: wrong token IDs across multiple models after v4\u2192v5." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model execution failure vs RAG documentation issue." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading failures, but the model-specific causes are different." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes API incompatibility is unrelated to distributed support breakage." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config field and the other is a Qwen3-MoE issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3-related IndexErrors, but the signatures and model setups differ enough to keep separate." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper run failure vs table QA crash; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for one model vs corrupted checkpoint for another." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper failure vs pydantic regression; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different APIs and failure modes; not one concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3 load-time IndexError is unrelated to the torch/transformers version incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing error vs multi-GPU device-map failure are different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime failure vs table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and error surfaces." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming API failure vs MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import/export issue vs config attribute mismatch; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure vs MPS histogram int kernel limitation." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve MoE/dtype wording, but the execution paths and errors differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure vs template compilation error; unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different architectures and failures: invalid method call vs multi-GPU device-map issue." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug vs corrupted checkpoint." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class errors are different subsystems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm config field regression vs pydantic PretrainedConfig regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version incompatibility vs Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted soft edges (45812/45920 and 41762/43596) are supported by closely matching failure surfaces and titles, while the rejected pairs are framed as separate bugs without overclaiming duplicates. No PR-mergeability issue is present here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "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:43716|issue:44918", + "issue:39186|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", + "issue:44863|issue:45005" + ], + "prepared_review_unit_hash": "7a0ffa78d9f6d50dd98e1bc8676b0e08c344238748ace9730ddd95c2bfa57499", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36245, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed cluster of mostly unrelated bug reports spanning model loading, multimodal/video preprocessing, quantization, and v5 regressions. I only see two soft edges that look like true duplicates: one around Qwen3.5 video-input regression, and one around input-validation error messaging.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44479 is the best anchor: it describes a concrete v5.3.0 video-input regression affecting several Qwen multimodal variants, and it has a close specific duplicate in 46294.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the most suitable representative issue because it is broad, actionable, and tied to a clear regression with multiple affected model variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different bugs: PaddleOCR-VL loading in vLLM vs adding GGUF support for gpt-oss." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape/index failures, but the reported code paths differ: mask/tensor mismatch vs TRL SFT unpacking of embeddings." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE problems: grouped_mm tracing failure in Mixtral vs tensor-parallel support for GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions failure are distinct symptoms and likely separate paths." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig/pydantic breakage are different compatibility issues." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Memory/OOM regression under int4 quantization is not the same as tied-weights behavior in translation models." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 init out-of-bounds issue." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal inputs, but one is an image-preprocessor dtype mismatch and the other is video token/feature count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility are separate problems." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "These describe the same Qwen3.5 video-input regression: the broad v5.3.0 report and a specific apply_chat_template/video-token mismatch reproduction." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is about poorer embeddings and the other about nonsensical AutoModel/pipeline outputs; not enough to prove one bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 init indexing and resuming training with trust_remote_code are different failure modes." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary inv_freq after materialization are different issues." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 problem and remote-code config_class AttributeError are distinct." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/training paths: dtype mismatch in image preprocessing vs TRL SFT embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and TRL input-embedding unpacking are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom models in notebooks and flash-attn2 fallback checks are separate regressions." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and GLM5 are different model-specific reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom/remote-code loading, but one is a leaf-directory cache collision and the other is loading the wrong module after save_pretrained; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different model families and likely different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer implementation detail vs docs typo are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied-weights handling are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-run-command documentation are unrelated documentation issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 and tied weights in translation models are different issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Input-embedding unpacking in TRL and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both center on input-validation logic producing wrong/misleading errors; 46463 looks like a T5-specific instance of the broader XOR validation bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weights regressions are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is indeed mostly heterogeneous, and the accepted Qwen3.5 video-input pair (44479/46294) is well supported by the titles. The input-validation pair (45183/46463) is also a reasonable conservative duplicate call based on the shared error-message/validation theme. The rejected pairs are generally cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "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:44910", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:41553|issue:43883", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:45081|issue:45399" + ], + "prepared_review_unit_hash": "2cbc03a02cd1dc9da6b36ba8563162b26b109fa1960ec8c6dbef8595daf27594", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36502, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with only a few true duplicate pairs. The clearest duplicate subclusters are non-persistent buffer corruption, SigLIP2 implementation mismatch, cache.get_seq_length() returning a tensor, and Gemma4 quantized embedder dtype casting.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue covers the whole cluster; 43950 is the best canonical anchor because it is a clear, regression-focused report with a direct duplicate (44534) and a broad enough title to represent its subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest global issue target among these items: concrete, clearly bug-shaped, and backed by a near-identical duplicate, while most other items belong to separate bug families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different bugs and different model paths; both are tokenizer/runtime failures but not the same underlying issue." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors vs a model quality/discrepancy report; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: v5 corrupts non-persistent buffers; 44534 is essentially the same bug described more succinctly." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated failures: custom compute_loss signature mismatch vs DeepSpeed ZeRO-3 load-time index error." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config loading bug vs non-persistent buffer corruption; different code paths." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different backend incompatibilities and different exception classes; not the same change or bug." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized embedder dtype-casting bug; 46932 is a follow-up/duplicate of the same issue." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model-specific numerical/dtype issues with different triggers and symptoms." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding-quality discrepancy vs a broad tokenization-change report; not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regressions, but the affected models and concrete failure modes differ enough that they should stay separate." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is text embedding quality; not clearly the same root cause." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying bug: get_seq_length() returns a tensor instead of a plain int, breaking downstream cache arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffer state, but one is a general from_pretrained regression and the other is a model-specific to_empty materialization issue." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 discrepancy family; one reports degraded text embeddings, the other compares HF vs JAX implementations." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 failures: flash-attn packed-sequence misinterpretation vs CPU-offload incompatibility." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior vs int4 quantization memory growth; different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model subsystems and failure mechanisms; one is FSDP2 shared_kv_states rebuilding, the other is buffer materialization." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure; not the same issue." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed weight-shape error vs early-stopping metric lookup; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs import_utils flash_attn key error; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is noise/warnings and the other is a concrete model-load failure." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message vs missing all_tied_weights_keys attribute; different code paths." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "45020 is a broad umbrella about remote_code breakage, but 43643 is a specific config-return-shape bug and not clearly the same root cause." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/config incompatibilities and different exception surfaces." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different performance issues: ineffective checkpointing vs MoE memory inefficiency." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different incompatibilities: missing Qwen2.5-VL export vs bitsandbytes Int8Params constructor change." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel limitation vs Gemma4 device placement mismatch; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash vs flash-attn fallback checks; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the pairwise calls are generally conservative. The selected canonical anchor (43950) is defensible, and the accepted duplicate/near-duplicate pairs are supported by the issue titles. I don\u2019t see a clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "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:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:43782|issue:44960", + "issue:41553|issue:43881", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:43872|issue:46869", + "issue:45715|issue:46315", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "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:24643|issue:30064", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:41553|issue:44991" + ], + "prepared_review_unit_hash": "5bf88baecb59abf749bed6d31209f93335c432b193895ef512416129382296d5", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35990, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical mix of unrelated model-loading, tokenizer, DeepSpeed, and audio/video regressions. Only a few soft pairs look like true duplicates: the docs pipeline removal issue, the bitsandbytes `_is_hf_initialized` incompatibility, the DeepSeek/tokenizer regression, the Whisper/fbank failure, and the Qwen VL video regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43872 is the best canonical issue here: it is a concrete, well-scoped regression with clear duplicate evidence (44291) and a straightforward compatibility fix path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the strongest single representative issue in this set because it has a precise failure mode, good discussion signal, and the cleanest duplicate relationship among the accepted pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes; both are loading problems, but not the same concrete bug." + }, + { + "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 loading failure for a different architecture." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "One is a remote-code regression, the other is a device-mapping forward mismatch; too different to be the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping edge case vs remote-code loading breakage; related area, but not the same underlying issue." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Both mention model execution failures, but the dtype/autocast mismatch and device-map mismatch are distinct code paths." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading regressions and tokenizer codec handling are separate problems." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA checkpoint compatibility on branch changes is not the same as a warning about `tie_word_embeddings` configuration." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different missing attributes; no evidence of a shared root cause." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes init-argument incompatibility is unrelated to a YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is `convert_ids_to_tokens` and the other is `convert_tokens_to_ids`; not the same bug." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve auto-model resolution, but one is `text_config` unwrapping and the other is remote-code `config_class` handling." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same compatibility bug: `init_empty_weights` / model loading hits the unexpected `_is_hf_initialized` argument on the same bitsandbytes path." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Clear duplicate docs issue: both say removed v5 pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same v5 tokenizer regression affecting DeepSeek-family tokenization behavior; the later report looks like a concrete manifestation of the same root cause." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same bitsandbytes/transformers loading incompatibility manifested through the newer `init_empty_weights` path." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same ASR front-end failure around `_torch_extract_fbank_features()` / Whisper audio feature extraction." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is about missing weight conversion and the other about gradient averaging under GAS." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different runtime errors with unrelated mechanics: trainer loss signature vs mask/tensor shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior and a missing capability flag on a remote-code model are not the same bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen DeepSpeed load failures, but the model variants and reported failure details are distinct." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for unrelated architectures." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely unrelated: DeepSpeed training weight shape error vs segmentation-map preprocessing." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion/SDPA fallback issue is unrelated to the flash-attention `s_aux=None` crash." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "44560 is a specific Qwen3-VL video `StopIteration` symptom under the broader v5.3.0 video-input regression already reported in 44479." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error wording, but no evidence they arise from the same indexed-tensor bug; likely separate reports." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they involve different models and different failure behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted soft pairs are plausible duplicates or near-duplicates based on the titles, and the rejected pairs are framed cautiously without overclaiming shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "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:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "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:45325|issue:45902", + "issue:41553|issue:44488", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "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", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "bf362bbbf872f91cf3f72a5bc3528204d320ad9a3ebcb7fdfa19a8c3f46c2008", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37697, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. Only two soft edges look like true duplicates: the custom-model initialization regression (43645 \u2194 43646) and the Siglip2 inference regression (38175 \u2194 43994).", + "confidence": 0.92, + "canonical_issue_reason": "issue:43646 is the broadest clear duplicate target in the set: issue:43645 is just the Jupyter-notebook-specific variant of the same custom model initialization regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best canonical issue among the genuinely duplicated subset because it states the underlying regression more generally; the rest of the cluster is too mixed to share one root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF architecture support vs an autocast dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different Qwen/Nemotron loading problems with different symptoms and paths." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are load failures, but for different models and different root causes." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "One is GGUF architecture support, the other is a sliding_window behavior issue." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Bert/Deepspeed IndexError vs a generic torch-version incompatibility; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen internals, but one is VL rope indexing and the other is rotary embedding materialization." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model-loading problems for different models and likely different code paths." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support request vs a float8 storage type error; unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Specific Deepspeed/Bert IndexError vs broad torch incompatibility; not the same issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but distinct bugs: shared_kv_states rebuild vs device-mismatch in PLE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio-generation bugs with different triggers and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different regression classes: FP8 config failure vs meta-device loading breakage." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a specific class vs meta-device loading failures; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen/Mistral-family bugs and different code paths." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption vs OCR long-input index error; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel runtime issue vs GGUF architecture support; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom model initialization regression; 43645 is just the notebook-specific variant." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration vs an MPS histogram/int error in MoE code." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/position-related, but one is Qwen3.5 flash-attn corruption and the other is static-cache slice arithmetic." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/embeddings, but one is video StopIteration and the other is TRL unpacking failure." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and FP8 config issues are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model-specific attention failures with different stack traces and causes." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different torch-version issues: compiled flex_attention on 2.9+ vs a general 2.4.1 incompatibility." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and different failure mechanisms." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch is unrelated to the torch-version incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Model-addition/config-mapping failure vs Gemma4 device placement bug; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different shape/indexing failures in different model paths; not a duplicate." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same Siglip2 model regression; 43994 is the broader report covering AutoModel and pipeline." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation failures for different models." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed/Bert IndexError vs tokenizer-mapping model-addition failure; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above: different failure mode and subsystem." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Both Gemma4-related, but one is uint8 torch.finfo in audio modules and the other is a broader multimodal embedders quantization bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag vs OCR long-input indexing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The two accepted duplicate pairs are well supported by the titles, and the rest of the soft edges are rejected with appropriately narrow reasons. No obvious overstatement or unsafe merge of unrelated issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43425", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:42491|issue:43720", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:43425|issue:43957" + ], + "prepared_review_unit_hash": "db8e74383f353ba584f355ea62d810ac1e98a3cfbfc7427b05d3b785f88bf229", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues mostly cluster around broad Transformers regressions, but the packet does not provide enough evidence to call any soft pair a definite duplicate. I therefore treat the set conservatively: related in theme, but not the same underlying bug unless the concrete code path is clearer.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43644 is the best canonical representative because it describes a concrete, broad Transformers v5 regression affecting non-persistent buffers, but I am not treating it as a confirmed duplicate anchor here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest global issue candidate because it is broadly scoped and maps to a core runtime regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both are Qwen3/MoE-related loading failures, but they describe different concrete problems: LoRA compatibility across hf4.x/hf5.x vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different failure modes: device_map/offload load failure vs mmap causing OOM on Strix Halo. Same broad memory/loading area, but not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities in inference while the other is a documentation example with model/processor mismatch and quantization errors; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": false, + "reason": "The titles suggest a related Transformers v5 buffer-init regression, but the packet does not give enough concrete duplicate evidence to conclude they are the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both mention Qwen3, but one is auto device mapping triggering cudaErrorAssert and the other is FineGrainedFP8Config failing on Qwen3Moe. Distinct code paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated problems: FP8 config failure on Qwen3Moe versus mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both involve Qwen3/MoE-ish loading-era issues only at a very high level; one is LoRA compatibility across branches, the other is resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Same broad symptom of model loading failure, but the models and likely root causes differ; cannot treat as the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 vs Qwen3.5 flash-attention generation failure are different model-specific issues." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading failure and Qwen3.5 TP-plan missing linear_attn entries are unrelated." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Different API bugs: one ignores dtype when loading composite checkpoints, the other leaves config.dtype stale after from_config(dtype=...)." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different problems in different models: GraniteMoEHybrid invalid method call vs a broken official Nemotron example." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is DeepSpeed ZeRO-3 loading language_model weights and the other is save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is buffer initialization corruption and the other is Jupyter notebook custom-model initialization; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "A model-loading failure for a specific model is not the same as a tokenizer-loading regression for a different model." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 issues, but one is a broken docs example while the other is nonsensical inference results with AutoModel/pipeline; different root causes." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading/model-integration issues around Qwen3/GLM-style models, but the symptoms are different: deepspeed/accelerate conversion vs unit-test loading failure." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different performance/memory topics: inefficient Qwen3 MoE training memory use versus offloading not working as expected with quantization." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA cross-version incompatibility is not the same bug as resize_token_embeddings failing to update output_embeddings." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different code paths: Qwen3 MoE LoRA compatibility vs T5Gemma embedding resizing." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7 test loading issue versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resume/max_steps bug and optimizer-argument handling are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE training-memory inefficiency is not the same as increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 model issue and sinq save/load breakage are separate bugs." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are distinct loading/saving bugs." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss shift bugs, but they are reported for different model implementations and do not obviously share the same concrete code path." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same general API area, but the affected model implementations differ (Gemma4 vs T5Gemma) and the missing updates are not identical." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regressions in v5, but different tokenizer classes, different model families, and different symptoms; too broad to treat as duplicates." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading breakage are separate environment/runtime issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the analyst overstates evidence on the one positive soft-edge verdict. In the packet, issue:43644 \u2194 issue:44534 has deterministic_accept=false, so it should not be accepted as a clear duplicate pair without stronger support. The summary also claims there is only one clear duplicate pair, but the packet does not provide explicit duplicate evidence for that claim. The rest of the pair judgments are conservative, but this one mismatch is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43454", + "issue:43645", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:44291|issue:44756", + "issue:45663|issue:45759", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "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:45588|issue:45663", + "issue:42796|issue:46326", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:44589|issue:44756" + ], + "prepared_review_unit_hash": "847f1ff98201286e06a68026876bf61fd5924691d473917b00325fc57539c1a1", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers bug reports. The only clear duplicate-like subcluster is around `resize_token_embeddings` not propagating to model-specific embedding/output layers (`issue:45276`, `issue:45292`, `issue:45335`).", + "confidence": 0.84, + "canonical_issue_reason": "`issue:45292` is the broadest and most reusable representative of the resize-token-embedding bug; the other matching reports are model-specific variants of the same failure to update output/decoder embeddings.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` best captures the root problem in a model-agnostic way, making it the strongest cluster representative for triage and linkage to the related model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash-attention crashes, but the failure modes differ: 3D `position_ids` packed-sequence misinterpretation vs `s_aux=None` attribute error on sink-less models." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading/tokenizer complaints, but one is a vocab-size mismatch and the other is a separate load failure for a different model." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different problems: SigLIP2 doc-example errors vs a generic GLM5 issue." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: Gemma4 FSDP2 attention state handling vs Qwen multimodal `text_config` unwrapping." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "One is a Qwen3 auto device-map CUDA assert; the other is an AudioFlamingo3 batched inference leak. Same broad area, different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Similar symptom class (untied `lm_head`), but different model families and not enough evidence of the same underlying code-path bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization and memory pressure, but one is offloading behavior and the other is reserved-memory/OOM growth." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Different output-structure bugs in different model classes; the shared wording is too generic to treat as the same issue." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 `shared_kv_states` rebuild and Qwen3_5Moe rotary-embedding CPU offload are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "`init_empty_weights` loading error and MXFP4 quantization fallback are separate problems." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is PEFT/LoRA effectiveness and the other is eval-mode restrictions." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading issues and Strix Halo mmap OOM are distinct." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 token leak and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different model families and different failures; only a broad training/configuration similarity exists." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization OOM under int4 and mmap OOM on Strix Halo are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen VL models and strict config loading for granite_speech are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same root bug: `resize_token_embeddings` does not propagate to model-specific output/embedding layers; `45276` is a Gemma4-specific instance of the generic issue in `45292`." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to the Qwen3.5 RLHF NaN/position-id issue." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load `extra_state` handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 key error are different code paths." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both concern tokenizer behavior, but BPE-marker handling and `continue_final_message` are separate tokenizer bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom models, but one is permissions propagation and the other is wrong-module loading after save." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different regression surfaces: unit-test loading failure vs checkpoint-save regression." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failures are not the same issue." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization and `save/from_pretrained` extra_state handling are separate problems." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug; `45335` is another model-specific manifestation where decoder embeddings are not updated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most items are clearly unrelated by title/body metadata, and the only strongly supported subcluster is the resize_token_embeddings propagation bug around 45276/45292/45335. The conservative false verdicts are appropriate, and the two true soft-edge merges are supported by nearly identical issue descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "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:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:43425|issue:46869", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:43425|issue:45823", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:43906|issue:44530", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "e3181b5ddd21009611bdd32bfe67eed0513281a4fa01abc4f8161638a2b2f249", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37546, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers regressions across different code paths (tokenizers, model loading, multimodal input, training, export, docs). I do not see any soft pair that is safe to merge as the same underlying bug/change, so all soft edges are rejected. The best representative issue is the broad custom-model initialization regression.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43646 is the broadest, most representative user-facing regression in the set: a general Transformers 5.0.0 custom-model initialization failure, which is closer to a family of adjacent v5 custom-model breakages than the more narrow, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best anchor because it describes a general breakage rather than a model-specific symptom, making it the most plausible canonical issue for the surrounding v5 custom-model-loading/init regression family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different bug class: custom model initialization in v5 vs Trainer resume/max_steps math." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-loading related, but one is a vocab/token setup mismatch and the other is a model-specific load failure; no clear shared root cause." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same symptom pattern, but they affect different model implementations and do not clearly point to the same code path." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a Torch version incompatibility report; the other is an autocast dtype-mismatch bug in a specific model." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in token conversion vs a tokenization round-trip correctness bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness regression, not the slow-path performance issue in convert_tokens_to_ids." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: PagedAttentionCache linear_attention crash vs a template-compilation TypeError." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to a YOLO multi-GPU device_map failure." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is not the same as broad tokenization behavior changes." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both mention custom models, but one is about base_model_prefix loading and the other about notebook initialization behavior; different concrete failures." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure on newer Torch vs Gemma4 device-mismatch in forward are separate code paths." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General Torch compatibility report vs a multimodal dtype mismatch in Mistral-3." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior regression and from_pretrained-in-class inconsistency are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "No shared concrete bug: Torch incompatibility vs Gemma4 device_map forward mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Storage-object lookup failure and non-template-node compilation failure are different issues." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in several Qwen VL variants is not the same as a generic mask shape mismatch error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different removed/misdocumented pipeline APIs and are not duplicates." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical Siglip2 outputs and ModelOutput key assignment are unrelated bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and composite Qwen config unwrapping are different serialization/loading problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same as a Qwen3.5 cache crash." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special_tokens conflict and gguf_file from_pretrained breakage are different loading failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export export failure due to torch_compilable_check is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantization save/load breakage vs continue_final_message behavior on mistral_common tokenizers are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Old-issue reproduction and mistral_common continue_final_message regression do not share a concrete code-path problem." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load regression for one model and a backend_tokenizer attribute error in a Mistral regex patch are different tokenizer bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression is not the same issue as EMBEDDIA/est-roberta tokenizer loading failure." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4-related, but one is a device placement mismatch and the other is a 4-bit dtype-cast bug in multimodal embedders." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Sequence-classification zero-loss pathology and ASR training-loss double-shift are different model families and likely different implementations." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency and Strix Halo mmap OOM avoidance are not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error and torch>=2.9 flex_attention compilation failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:43632|issue:47050", + "issue:44488|issue:44987", + "issue:43299|issue:43931", + "issue:45479|issue:46897", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:43582|issue:43632", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "abf7f12b19a456b02d4a6d268eacbd2f42a67ec85198120c487eb050f11b0fc2", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35922, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many issues are unrelated Transformers regressions across different models, tokenizers, and runtime paths. Only a couple of soft pairs look like the same underlying bug in a shared code path.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s recurring Transformers v5 model-initialization regressions, and is the best anchor for the group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most generally applicable, user-facing issue in the set; it can stand in for several nearby v5 initialization failures better than the narrower symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different failures: a v5 model-loading/init flag regression vs a Canine ONNX attention dtype mismatch." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and likely different root causes." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same family, but one is a generic Qwen3VL-MoE load break and the other is a specific weight-shape mismatch on a different variant." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training-loss issues, but they are different models and different bug patterns." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model loading in different subsystems; no clear shared code path." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: T5 tokenizer method conflict vs Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizers, but one is repository tokenizer file selection and the other is a specific DeepSeek-Coder v1 output regression." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Different Mistral-family bugs: tokenizer BPE handling vs lm_head weight tying." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Completely different areas: image preprocessor dtype mismatch vs template compilation failure." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model classes and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "No relation between tokenizer-mapping behavior and torch flex_attention compilation." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast error is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading issues, but they involve different models and no shared root cause is evident." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both mention runtime/compiler failures, but the code paths are unrelated (grouped_mm tracing vs non-template node compilation)." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different bugs: missing fields from trust_remote_code config loading vs PagedAttentionCache group-type crash." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both touch Qwen-family models, but one is FP8 config loading and the other is a cache/group-type runtime crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Different tensor/device bugs in unrelated models: XLNet CPU arange vs Qwen3_5Moe CPU offload incompatibility." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model is unrelated to tokenizer post-processor update behavior." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multi-image iterable dataset failures are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 init regressions, but one is junk buffers and the other is custom model initialization; too broad to merge safely." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention TensorFlow backend setup, but one is install extras missing tensorflow and the other is a BACKENDS_MAPPING error for tensorflow_text." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different problems: multi-image finetuning failure vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path; the specific LasrFeatureExtractor crash appears to be a symptom of the underlying `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned loading regressions, but they affect different models and likely different tokenizer/config paths." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF loading failures under transformers v5, plausibly the same broken `gguf_file` loading path affecting tokenizer/model from_pretrained." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "No shared concrete code path: template compilation failure vs GraniteMoEHybrid invalid method call." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and appropriately conservative. The accepted soft pairs are plausible from the titles alone, and the rejected pairs avoid overstating shared root causes. The choice of issue:43646 as the canonical broad representative is defensible given the surrounding v5 initialization regressions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45584", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43792|issue:46869", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43645|issue:46661", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:43404|issue:44466", + "issue:28530|issue:34567", + "issue:43883|issue:44488", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44464|issue:45987", + "issue:42915|issue:44589", + "issue:44008|issue:46899", + "issue:43531|issue:44877", + "issue:43632|issue:46821", + "issue:44265|issue:44610" + ], + "prepared_review_unit_hash": "87a281d70b0eaeda702df1b120c89477fc66965ae2babc117f1439bf69e15d05", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35445, + "estimated_input_tokens": 8862, + "estimated_eval_tokens": 17980 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous: it spans Whisper, Qwen, xLSTM, tokenizer loading, model init, quantization, and cache/export issues. None of the soft pairs look like the same underlying bug or change, so I reject all proposed duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45081 is the clearest single bug report in the set: it has a specific crash, clear repro context, and multiple inbound references. That said, the overall cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the strongest representative issue here because it is concrete, well-scoped, and externally referenced; the other items are too diverse to serve as a shared canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is about batch_decode ignoring skip_special_tokens and the other is an empty-transcription failure after align_special_tokens; different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both are loading regressions, but one concerns dequantized model offload with device_map=auto and the other GGUF loading under v5; different code paths and causes." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to continue_final_message behavior in mistral_common tokenizers." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio-processing themed, but one is a wrong default sampling rate and the other is a missing padding-mask causing batched/single mismatch." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper inference failure and YOLO multi-GPU device_map failure are unrelated models and failure modes." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "The left issue is a broad xLSTM umbrella for three bugs; the right is one specific train-mode unpack crash. Not clearly the same underlying bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "One is generic loading noise/logging, the other is a tokenizer backend AttributeError in Mistral regex patching." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and non-template-node compilation error are different problems." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Notebook custom-model initialization breakage is not the same as remote-code AutoModel missing config_class." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization failures and non-persistent buffer corruption are distinct v5 regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask mismatch and DAC.from_latents vs forward mismatch are different models and different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen models and different symptoms: hidden_states output bug versus temporal position_ids scaling bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading failures in v5-era code, but one is a specific model load regression and the other is a tokenizer regex crash." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is missing tied lm_head weights in Mistral3, the other is inconsistent tied-weight serialization by device." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and TrainerState token-count tracking are unrelated training bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "A missing all_tied_weights_keys attribute and inability to load a specific BERT model are not the same issue." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different loader/tokenizer failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer backend crash are unrelated model-specific regressions." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo processor size mismatch affect different pipelines and root causes." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument collision is a tokenizer construction bug, not the same as the physical-intelligence/fast load failure." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled chunked generation inconsistency and StaticCache return-type mismatch are separate cache/generation issues." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and missing Float8 storage object are different quantization/runtime errors." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and Gemma4 unsafe dtype casting are distinct multimodal bugs." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and strict granite_speech config validation are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "The _is_hf_initialized flag breakage and TimesFM window_size AttributeError are different v5 regressions." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/exportability with torch_compilable_check is unrelated to OmDet-Turbo producing the wrong image 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": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46899" + ], + "soft_pairs": [ + "issue:43322|issue:43540", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:43296|issue:43531", + "issue:45216|issue:45357", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:43883|issue:44991", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:43632|issue:44756", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "65970d998e076611926770f7bc77ed52fd896fa9741d61422bebd4c135d1da53", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35922, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and does not form one duplicate cluster. The only likely duplicate family is the Qwen3.5 save_pretrained regression pair; everything else looks like separate bugs or regressions across different models/code paths.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45216 is the broadest and clearest representative of the only plausible duplicate family: a Qwen3.5 save_pretrained regression. Issue 45357 reads like a narrower follow-up focused on visual encoder keys.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the best global representative because it states the regression broadly, is clearly scoped to a concrete API failure, and most likely subsumes the narrower 45357 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failure modes: Llava Next loading segfault vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated tokenizer constructor conflict vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a still-image rope-index scaling bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to noisy model-loading logs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to the StaticCache return-type bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and code paths: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained serialization regression; 45357 appears to be a narrower symptom around visual encoder keys." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 breakages: base_model_prefix loading vs non-persistent buffer initialization." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image iterable dataset finetuning failure is not the same bug as still-image position-id scaling." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs compiled flex_attention incompatibility are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and slow-tokenizer conversion performance regression are distinct issues." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve dtype issues in multimodal models, but they affect different models and different failure paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise is not the same underlying tokenizer-loading failure." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing misuse is different from a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one changes token IDs broadly for Granite while the other is a CodeLlama round-trip spacing issue." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the float8 storage lookup error." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized handling and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Init-empty-weights constructor mismatch is unrelated to float8 storage resolution." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training topics, but multi-GPU training and multi-image iterable dataset failures are different problems." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Different regressions in different model families: Mistral tokenizer BPE markers vs DeepSeek accuracy after upgrade." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure for Qwen2.5 and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to the iterable-dataset multi-image failure." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights _is_hf_initialized argument mismatch are distinct." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates are related in theme, but these are different concrete failures and not clearly the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during auto device mapping is unrelated to the Mistral regex patch AttributeError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The one accepted pair, 45216/45357, is a plausible Qwen3.5 save_pretrained duplicate family based on the titles, and the rest are reasonably treated as separate bugs or different 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": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "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:44479", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:43296|issue:46821", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:42175|issue:43296", + "issue:43317|issue:43856", + "issue:44509|issue:46909", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43818|issue:45357", + "issue:40444|issue:45381", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:44829|issue:45479", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:44291|issue:44877", + "issue:40444|issue:47217", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "c31abd13925e8f5081f3a7b0948cdf39590ddc1d594ce2ef0d60200f2c5e77a5", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35928, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed issues with a few likely duplicate pairs around tokenizer loading, SigLIP2 behavior, and Qwen2.5-VL position-id handling. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44462 is the broadest, most root-cause-oriented report in the set: it describes the underlying AutoTokenizer/tokenizer.json loading regression rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best triage anchor because it captures the general tokenizer-loading bug and is the clearest umbrella for the Granite-specific wrong-ID report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Related packaging/backend symptoms, but one is missing TensorFlow in the torch extra while the other is a TensorBoard-without-TensorFlow backend error; not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different failures: Qwen2.5-GGUF loading under v5 versus CLIPTokenizer max-length handling." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated model-specific load failure versus a TimesFM window_size AttributeError." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Both describe the same AutoTokenizer/tokenizer.json regression, with 45812 appearing to be a model-specific manifestation on Granite models." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different subsystems: ModelOutput key assignment versus non-persistent buffer initialization." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "No shared underlying bug; these are unrelated backend/install and vLLM model-loading issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both involve memory/offload themes, but one is a dequantized model load/offload failure and the other is Qwen3 MoE training memory usage." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they affect different docs and different content." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix model loading and the other about custom model initialization; too broad to merge." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both concern batched/mixed-length behavior, but the root causes and models differ (padding mask support vs sliding-window all-padding NaNs)." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: non-persistent buffer junk versus ModelOutput key handling." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failures: Video-LLaVA tower wiring versus Sam3Model text-encoder loading." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "No shared code-path problem; torch.export/torch_compilable_check is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model issues, but one is Video-LLaVA tower structure and the other is Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL multimodal inputs, but one is finetuning with multiple images per prompt and the other is video-position-id regression." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 problem: 43994 is the concrete bad-output symptom of the implementation discrepancy reported in 43493." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different model paths: Qwen2.5-VL rope-index position ids versus Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training pathologies with different triggers: flash_attention_3 regression versus single-label num_labels=1 zero-loss behavior." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both are Qwen2.5-VL v5.3.0 position-id regressions in the same multimodal code path; they plausibly reduce to one rope-index bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head weights, but one is a tie-weight initialization bug and the other is device-dependent serialization; not the same defect." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different issues: init_empty_weights unexpectedly receiving _is_hf_initialized versus strict config rejecting granite_speech." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Different Qwen2.5-VL failure modes: finetuning with multiple images per prompt versus image-placeholder-in-user-text handling." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Unrelated Qwen3 MoE FP8 config failure and Qwen2.5-GGUF loading failure." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to tokenizer-version changing tokenization." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different model/task failures: GPT-OSS perplexity on WikiText-2 versus Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and different mechanisms: video-input handling versus Gemma4 PLE device mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative: it notes only a few likely duplicate issue pairs, and the accepted pairs are reasonably supported by the issue titles. No PRs are present, so there is no mergeability concern." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "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:44387", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43828|issue:46821", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "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:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "4d83363fb6d1b1d0eaff776649f8a6a0407c7edab37a3a48364165855e63038e", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37314, + "estimated_input_tokens": 9329, + "estimated_eval_tokens": 18914 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs are only loosely similar by subsystem wording (loading, tokenization, device_map, offloading, dtype), but they describe different concrete failures, so none should be merged as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest and most central open issue in the cluster, with the most discussion/inbound references and the closest umbrella theme around offloading/quantization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best cluster representative for triage because it captures the dominant offloading/device-loading theme and is still open for follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different problems: bad tokenizer error message for Voxtral vs AppleSilicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: autocast dtype mismatch in Phi-tiny-MoE vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Different areas and failures: audio chat template sampling-rate default vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: progressive generation with inputs_embeds/past_key_values vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated: BarkProcessor voice_preset issue vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map auto, but the concrete failures differ (cudaErrorAssert vs device mismatch in Gemma4 PLE)." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash is not the same as torch.export export failure with torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different model/code-path issues: bark-small CPU offload device mismatch vs DAC.from_latents/STE mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes: AyaVision lm_head tying vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate+deepspeed vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs: Gemma4 PLE device mismatch vs TimesFM window_size attribute error." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer while the other is wrong token IDs across several models." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: lm_head weight tying/generation garbage vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same as Qwen3Moe FineGrainedFP8Config loading." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to LoRA gradient checkpointing ineffectiveness." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Different tokenizer/windowing regressions: streaming mask off-by-one vs convert_tokens_to_ids performance." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as composite Qwen multimodal text_config unwrapping." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve model processing, but one is padding-mask output divergence and the other is Perceiver resolution handling." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are different loading/generation issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is not the same underlying bug as non-persistent buffers being junk in v5." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Closely related theme, but different concrete issues: dequantized model load failure with gpu+cpu offload vs generic quantization offloading behavior." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected num_items_in_batch argument in CustomTrainer.compute_loss is unrelated to 3d_parallel.py failure." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device_map auto cuda assert and Llava Next segmentation fault are different code paths and failures." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next models is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict granite_speech config loading and EMBEDDIA/est-roberta tokenizer loading are different regressions." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature breakage is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different bugs: auto device mapping assert vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA reserved memory OOM under int4 quantization is not the same as T5 using apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping assert vs inability to run 3d_parallel.py." + } + ] + }, + "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": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44734", + "issue:44756", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:44466|issue:45357", + "issue:43881|issue:44488", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:46612|issue:46858", + "issue:43295|issue:45701", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:36010|issue:42617", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:46821|issue:46869", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:44734|issue:46858", + "issue:43531|issue:43572", + "issue:44008|issue:45823", + "issue:42915|issue:46291", + "issue:44423|issue:45406", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "a2091eb59484f948f0b4bd0afdf9502a135a356eae2b6454a546798c26267ac0", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy semantic mix of unrelated Transformers issues. The strongest common thread is loading/offload/quantization/device-map regressions, but the soft pairs are too broad or model-specific to merge. No PRs are present; the most representative issue is the open offloading/quantization report.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43873 is the clearest hub for the dominant theme in this set: offloading/quantization/device placement failures. It is open, has the most discussion/inbound refs, and best represents the recurring load/offload class of bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is also the best overall issue for triage because it has the strongest signal/engagement and captures the broadest recurring failure mode in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: video batch shape handling vs tokenizer behavior changes. Only broad preprocessing similarity." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: dummy Conv2d placeholder vs missing text encoder weights." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is tied lm_head weights and the other incorrect visual encoder keys; not the same concrete bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer loop bugs, but one is checkpoint resume/epoch iterator and the other is early stopping metric detection." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch memory/offload behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated failures: tokenizer crashes vs dtype mismatch in inference." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems and symptoms: MPS histogram/int error vs TimesFM window_size attribute error." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache code, but one is beam-search reorder skipping and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenizer/processor behavior, but one is a regression in processor.tokenizer access and the other is version-dependent tokenization differences." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different areas: BLIP2 dtype propagation vs Trainer resume/max_steps calculation." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile SDPA failure vs accelerate loading/unpacking packed BitNet weights." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both relate to model construction/loading, but not the same bug or code path." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated issues: GenerationMixin import breakage vs inability to run a parallel script." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but one is loading a specific model and the other is a Unigram constructor type mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different problems: SDPA/torch.compile failure vs CPU offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different image/preprocessing bugs with different failure modes; not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload/loading, but one is Qwen3Moe FP8 config and the other is dequantized model loading with device_map=auto." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Both are device-map-ish model failures, but on different models and unrelated error paths." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are weight serialization/tie issues in multimodal models, but they affect different tensors and different model families." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image resolution expectations, but one is processor output size and the other is Perceiver behavior with interpolate_pos_encoding." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Completely different problems: early stopping config vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are multi-device/model-parallel topics, but the failures and models are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache arithmetic, but one is serve/KV continuation indexing and the other is static cache length on non-CUDA backends." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different regressions in different models/configs; only superficial similarity around configuration problems." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Same broad Gemma family, but the bugs differ: variable name collision vs device-mapping mismatch." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated: FP8 quantized model failure vs pipeline import dependency/version issue." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different service crashes with different attributes and model/processor classes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but one is a model-specific load error and the other is tokenizer compatibility for a different checkpoint." + }, + { + "left": "issue:467?", + "right": "issue:46858", + "accept": false, + "reason": "Not applicable." + } + ] + }, + "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": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145" + ], + "soft_pairs": [ + "issue:36331|issue:41720", + "issue:44464|issue:46858", + "issue:43526|issue:43883", + "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:43452|issue:47020", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:43531|issue:46821", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653" + ], + "prepared_review_unit_hash": "be0d7b6b85c74be4ccaa3a8820aeca1eba8b6dbeac73feabc521c56ed98f67ea", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36410, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of unrelated bug reports across tokenizers, multimodal models, training, caching, and quantization. None of the soft pairs describe the same concrete underlying bug/change closely enough to merge, so all candidate duplicate edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Different failures and code paths: trainer custom loss signature vs Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache, but one is chunked generation with compiled forward while the other is a static-cache seq-length tensor arithmetic bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated subsystems: BeitImageProcessorFast label reduction vs Molmo loading tied-weights attribute error." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen modular recurrent-state reset are different model-specific bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision for trust_remote_code; the other is a permissions propagation problem in save_pretrained." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task errors, but they affect different tokenizers and different failure mechanisms." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version incompatibility is not the same as a TimesFM window_size AttributeError." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reloading behavior." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization-version behavior changes are unrelated to FP8 checkpoint weight_scale loading corruption." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different model-loading bugs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are distinct problems." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency between slow/fast and a T5 add_special_tokens load conflict are not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and BarkProcessor voice_preset handling are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading misbehavior and T5 apex.FusedRMSNorm memory leak do not share the same code path." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is not the same as Qwen3VL weight_only from_pretrained failure." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and config unwrapping for composite multimodal models are different issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo is unrelated to outdated docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file from_pretrained breakage is not the same as XLMRobertaTokenizer passing a dict to Unigram." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 is distinct from from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 CUDA assert during device mapping and GraniteSpeech PEFT local checkpoint loading are separate failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to the undefined-variable multimodal video branch bug." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention model-specific runtime behavior, but the failures and affected paths are different." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with cache are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset loading and Qwen3 device mapping CUDA assert are different model bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3 sliding-window behavior and missing Float8 storage handling are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch and BigBirdTokenizer mask-token registration are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43644", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:44077|issue:44625", + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:43381|issue:43844", + "issue:44625|issue:45479", + "issue:43526|issue:43881", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44368|issue:45357", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:43746|issue:46050", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:45759|issue:45923", + "issue:45704|issue:45923", + "issue:43746|issue:43873", + "issue:42886|issue:44843", + "issue:30064|issue:36010", + "issue:44514|issue:44545", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "ca4efeb0e3b73c3e13ac8095cb33c7c81b2c8a324e910fbf8adbb1c0e7e4c394", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36709, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated regressions or feature bugs across different subsystems. I only see two clear duplicate pairs: the Qwen2_5_VLProcessor batched-padding crash and the HF_HUB_OFFLINE tokenizer cache-load failure.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue covers the full set: these are mostly unrelated bugs spanning image processors, tokenizers, training, serving, and model loading. The only clear duplicate groups are 42886\u219444843 and 44514\u219444545.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable; the items do not form one underlying bug cluster, so any single issue would misrepresent the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different bugs: one is gather_for_metrics dropping tuple labels in the last batch, the other is a SAM3 PCS text/box behavior issue." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different failure paths: Gemma4Processor missing _tokenizer in transformers serve vs Qwen3.5 streaming inference crash." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen 3.5/3.6, but one is from_config text_config unwrapping and the other is CPU offload incompatibility in rotary embedding; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but for different models and different symptoms: ScandiBERT model loading vs est-roberta tokenizer loading." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated: Qwen3OmniMoe video input ValueError vs static-cache seq-length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Distinct issues: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern model weights/config loading, but one is Qwen3.5 visual encoder keys on save_pretrained and the other is Sam3Model text encoder weights not loading." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different bugs: non-persistent buffer junk in Transformers 5.0.0 vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failures: loading physical-intelligence/fast on newer transformers vs PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to ScandiBERT model loading." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific problems: Perceiver non-default resolution handling vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a different issue from the DeepSpeed ZeRO-3 gradient growth regression." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Related only at a broad classification level; one is config propagation, the other is a zero-loss bug with num_labels=1." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs glm-4v-9b loading failure." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different models and causes: SigLIP2 doc/example errors and quantization failure vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different issues: Qwen3 auto device mapping cudaErrorAssert vs T5 using apex.FusedRMSNorm with a memory leak." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a tie_word_embeddings warning during LoRA fine-tuning and the other is wrong visual-encoder keys saved." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs in different models: eval-mode gradient checkpointing vs T5 RMSNorm memory leak." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: SFT input-embedding unpacking vs trainer.evaluate() breaking after trainer.train()." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve persistence/loading, but PEFT adapters on local checkpoints and sinq quantized save/load are different code paths and bugs." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding bug and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both mention tokens/config, but one is runtime post-processor updates and the other is custom token IDs lost on save/load." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different model/config issues: Qwen multimodal text_config unwrapping vs a missing supports_gradient_checkpointing flag on Nemotron-3-Nano-Omni." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "No shared underlying bug: T5 RMSNorm memory leak vs missing gradient_checkpointing support flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: PEFT local checkpoint loading vs quantization/offloading behavior." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline-mode tokenizer bug: both describe HF_HUB_OFFLINE causing tokenizer loading to fail, and 44843 identifies the specific unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same bug: identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input when padding=False." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a documentation/example mismatch and quantization failure while the other is a HF-vs-JAX implementation discrepancy." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well supported by the titles/body descriptions, and the rejected pairs are reasonably separated by bug, subsystem, or failure mode. No overstatement of duplicates or shared root cause 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": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43421|issue:43653", + "issue:44464|issue:47050", + "issue:43994|issue:44671", + "issue:46032|issue:46463", + "issue:44857|issue:47050", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44995|issue:46858", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:43550|issue:43927", + "issue:43596|issue:44220", + "issue:43550|issue:44361", + "issue:46829|issue:46832", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:44625|issue:47050", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:45987|issue:46829", + "issue:43611|issue:46665", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:41720|issue:44991", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:44488|issue:47020", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "2c313c8bcaa3ba2ce74600f8d4fe25abf9062a0721fe51565be59cc150b02cc4", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37889, + "estimated_input_tokens": 9473, + "estimated_eval_tokens": 19202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and the only clear duplicate-like pair is the `get_seq_length()` contract bug. Most other soft pairs share broad keywords (tokenizers, quantization, video, loading) but point to different models, subsystems, or failure modes.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45987 is the best canonical issue because it states the root API contract problem in broad form (`get_seq_length()` returning a tensor instead of an int), which also explains the more specific static-cache/compile failure in issue:46858.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45987 is the strongest representative of the cluster\u2019s only clear duplicate pair and the most actionable root-cause report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer special-token handling, but one is runtime post-processor updates and the other is BigBird mask-token registration/decoding; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different code paths and failures: chunked generation with compiled forward vs ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are wrong-output reports, but on different models and different regressions; not a single underlying change." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated issues: Mamba2 cache correctness vs T5 decoder input error-message behavior." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention fp16/dtype, but the affected models and failure mechanisms are different." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL/video related, but one is a weight-only load error and the other is wrong video position IDs; separate bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch `fix_mistral_regex`, but one is a tokenizer crash and the other is a codec-handling regression with a warning issue; not enough evidence of the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer-special-token handling vs LayoutLMv2 NER/padding crashes; different concrete failures." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Completely unrelated: tokenizer regression vs hub/revision forwarding in `list_repo_files`." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve caches, but one is a stale indexer cache on second forward pass and the other is `get_seq_length()` returning a device tensor; different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both mention quantization, but one is a docs/example mismatch plus quantization failure and the other is offloading behavior with quantization." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different models and different problems: SigLIP2 docs/quantization vs Canine fp16 ONNX dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading vs DAC latent conversion/STE mismatch; no shared underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is long OCR index error in Kosmos2.5." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Special-token decode issue vs BitNet packed-weight unpacking; unrelated subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different failure modes: torch.compile/SDPA model issue vs config save/load losing custom token IDs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel/DeepSpeed ZeRO-3 index error vs audio feature extraction issue; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "One is a model/runtime compile failure, the other is a tokenizer attribute error; different bugs." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different models and outputs: hidden_states misassignment vs RT-DETR feature-level forward TypeError." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug vs AutoConfig trust_remote_code field loss; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the titles point to different concrete issues and no shared code path is evident." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 label propagation vs Canine fp16 ONNX dtype mismatch; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but the affected models and failure mechanisms differ." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs vs long-context FA2 performance regression; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Cache length contract bug vs VideoPrism output field misassignment; different components." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading behavior, but one is about `base_model_prefix` and the other about `from_pretrained` inside Python classes; not the same issue." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation processing vs a CustomTrainer keyword-argument regression; unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction vs model-addition/template logic in tokenizer mapping; different areas." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Device-mapping CUDA assert vs tokenizer loading failure for a specific model; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration vs DAC latent reconstruction mismatch; no overlap in underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash vs Perceiver non-default resolution failure; different models and code paths." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are model/tokenizer loading issues, but the titles indicate different root causes and no clear common bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA model failure vs DAC missing-STE mismatch; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "These look like the same root bug: `cache.get_seq_length()` / `StaticCache.get_seq_length()` returns a tensor instead of an int, and 46858 is the downstream static-cache/compile failure caused by that contract violation." + } + ] + }, + "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": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46512", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:44008|issue:46858", + "issue:44821|issue:45084", + "issue:34634|issue:36010", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:43540|issue:44008", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:44991|issue:47020", + "issue:45183|issue:45479", + "issue:44991|issue:46291", + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44561|issue:45020", + "issue:43550|issue:45072", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43582|issue:46512", + "issue:44479|issue:45834", + "issue:44805|issue:44936" + ], + "prepared_review_unit_hash": "aa460e2140f6b05fb463456a8f294348a24db2f480a8428461560c02a2a8bf6f", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35263, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated model/tokenizer/config/regression reports rather than one duplicate cluster. I would reject all soft edges and, if a representative issue is needed, use the broad remote-code regression report as the umbrella reference.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report in the set ('Recent transformers versions break models using `remote_code`'), so it is the best representative anchor even though the surrounding issues are not true duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most suitable global issue because it is cross-model and regression-oriented, which makes it the best umbrella for related remote-code breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and different bugs: sparse-layer construction vs RoPE layer-dropping." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Unrelated: cache sequence-length type contract vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but they hit different models and different output-path problems." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems: Gemma3n forward variable collision vs static cache sequence-length device-tensor bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "No shared underlying bug; image processor URL loading is unrelated to template-node compilation failure." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different areas entirely: Bark voice_preset handling vs a GenerationMixin import error." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function name, but different failures: unconditional hub lookup offline vs missing backend_tokenizer attribute." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated documentation/example errors vs a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer problems for different models; not the same code-path bug." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and different failure modes: video input validation vs Gemma3n attribute collision." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output mismatches, but for different models and likely different causes." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription handling is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the affected models and failure mechanisms differ." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and degenerate classification loss are unrelated bugs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model is unrelated to pipelines import failing on kernels metadata requirements." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP CPU RAM-efficient loading are different issues." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different models and different runtime errors: Llava Next segfault vs MOE MPS histogram limitation." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention device/dtype mismatch, but they involve different models and different execution paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme of remote_code regressions, but one is a specific removed helper and the other is a broader umbrella report." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs in different models: SDPA torch.compile failure vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both touch token handling, but one is runtime post-processor updates and the other is skip_special_tokens behavior in Whisper decoding." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different architectures and unrelated problems: BLIP2 dtype propagation vs Video-LLaVA temporal-attention/weight-sharing bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype on Apple/creation paths, but one is a TypeError in warmup and the other is stale config dtype after from_config." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal regressions: Qwen video input issue vs Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Index/mask shape mismatch is unrelated to trainer.evaluate() failing after training." + } + ] + }, + "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": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44977", + "issue:45003", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43825|issue:43827", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:43582|issue:44857", + "issue:43653|issue:44912", + "issue:43262|issue:47217", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "55b0230ae54b77101a9c2d628b92a46af6d2edf0b1c4606e8694f45569044468", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35387, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and issue-only. The only near-match is the tokenizer pair 28218/29159, but the evidence is limited to title-level similarity, so it should be treated as related/possibly duplicate rather than confirmed duplicate.", + "confidence": 0.21, + "canonical_issue_reason": "issue:29159 is the more general tokenizer-consistency report of the only close pair, but the packet only supports a cautious related/possibly-duplicate relationship with issue:28218, not a strong subsumption claim.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the best single representative of the only close tokenizer pair because it states the broader inconsistency framing, while the rest of the cluster is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3 problems: weight-only loading failure vs flash-attention generation behavior." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Runtime error-message wording/removal issue vs a model output-quality bug; not the same code path." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics label dropping and Mamba cache correctness are unrelated bugs." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch vs T5 decoder-input validation message; different subsystems." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal loading/typing bug vs a Gemma3n forward variable-collision bug." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen3/VL, but one is a weight-shape load error and the other is a TP-plan omission." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "They are plausibly related tokenizer reports, but the available evidence is only title-level similarity, not enough to confirm the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs, but they affect different models and likely different preprocessing paths." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Image-size preprocessing mismatch and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading mechanisms: FSDP CPU RAM-efficient loading vs init_empty_weights argument handling." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure and a dtype-mismatch inference bug are not the same issue." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization breakage and from_pretrained-in-class inconsistency are different behaviors." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error-message issue; the other is stale documentation. Related topic, not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package/backend dependency issue vs tokenizer regex patch crash; different code paths." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM regression is not the same as the broad tokenization-change report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both touch Gemma4 embedders, but one is a huge one-hot allocation and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access safety and CLIP text-model structure changes are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP crash in a loss module are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token registration and MXFP4 load fallback are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and VL image-placeholder handling are different multimodal bugs." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing sizing bugs, but they concern different models and different calculations." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight-only load failure and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template defaults and DAC latent decoding behavior are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster looks mostly issue-only and heterogeneous, and the 28218/29159 pair is a plausible duplicate candidate. However, the summary overstates the evidence by asserting that issue:29159 is the broadest tokenizer regression and that it plausibly subsumes issue:28218; the packet only supports a conservative 'related/possibly duplicate' read from the titles and soft similarity. The canonical issue reasoning is therefore too strong for the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47050" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43531|issue:45042", + "issue:43526|issue:43697", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:42915|issue:43742" + ], + "prepared_review_unit_hash": "aac201a1a4b7df40c4ecad038fbe929c041a4ad7896a8062a2c7e2822e6927b4", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36510, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are distinct model-, processor-, backend-, or training-specific bugs rather than one duplicate family. No soft edge pair looks like the same underlying defect, so all candidate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest and most umbrella-like issue here, centered on a recent-version regression affecting remote_code loading, with enough activity to serve as the cluster\u2019s representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most generally useful issue to keep as the representative of this mixed cluster because it describes a cross-cutting Transformers regression rather than a single narrow model symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Different failures: a MobileLLM load-time KeyError vs a broad remote_code regression. Not the same concrete bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma 4 processor import failure vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model paths and causes: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error is unrelated to custom model initialization in Jupyter notebooks." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "One is an import-path regression, the other is a custom Trainer API mismatch. Not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the multimodal token-counting video-branch NameError." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior on Qwen3-MoE and PIL backend torchvision dependency handling are different issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output drift in v5." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Torch extra missing tensorflow backend is a packaging issue; kernels v0.15 import failure is a separate dependency requirement problem." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 indexing failure during training is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file breaks tokenizer/model loading APIs broadly, while est-roberta is a specific tokenizer regression." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are different model/config bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors, but they occur in different code paths and models: Mistral regex patching vs Gemma4 processor loading." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings around tied weights, but one is an incorrect internal tie and the other is a user-facing warning during LoRA fine-tuning." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error is unrelated to CLIPTokenizer's model_max_length setting." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting bug is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction in BeitImageProcessorFast is not the same as an MPS attention correctness issue." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning and Qwen3 MOE weight conversion under accelerate/deepspeed are unrelated load-time behaviors." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and unwrapping text_config in composite multimodal configs are different configuration-path bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure is not the same as Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to CanineModel ONNX fp16 dtype mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo 640px/224px preprocessing mismatch are different vision bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs example errors are not the same concrete bug as git-oss-20b MXFP4 quantization fallback." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting and Whisper batch_decode token skipping are distinct processor behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion failure is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM load KeyError are different model-specific 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": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47145" + ], + "soft_pairs": [ + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:44291|issue:45042", + "issue:44912|issue:47145", + "issue:34567|issue:40990", + "issue:42915|issue:44821", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:43650|issue:43906", + "issue:44987|issue:45538", + "issue:43425|issue:46291", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:43540|issue:46701", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:42175|issue:43824", + "issue:33357|issue:34567", + "issue:39379|issue:44554", + "issue:43697|issue:45357", + "issue:45137|issue:45405" + ], + "prepared_review_unit_hash": "8a7c1e3bd71ecda3349a4816c5dcf6c2a1c19d75d2b3fc4b61c88e1aecf92ed6", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34975, + "estimated_input_tokens": 8744, + "estimated_eval_tokens": 17744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate edges should be merged here: the pairs mostly share a broad subsystem (tokenizers, video, quantization, loading, memory) but describe different concrete bugs and code paths. The strongest central issue in this set is the FSDP CPU RAM efficient loading regression.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43749 is the best cluster anchor: it has the most discussion and inbound references, and it describes a broad, clearly impactful core-loading regression rather than a narrow model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best overall issue to keep as the representative problem because it is broadly applicable, well-discussed, and likely to attract/organize related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video/multimodal processing, but 43329 is an undefined-variable bug in multimodal token counting while 44479 is a broader video-input regression across several model families." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different failures in different Qwen families: one is MOE weight conversion with accelerate/deepspeed, the other is a VL weight-shape mismatch on model load." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "One is an undefined helper/merge_size issue in multimodal token counting; the other is batched video processor shape handling. Related area, not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Both are loading-time issues, but one is an init_empty_weights argument mismatch and the other is an image-processor torchvision dependency problem." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both touch quantization, but MXFP4 falling back to bf16 and FP8 frozen checkpoints ignoring weight_scale are distinct mechanisms and fixes." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count bookkeeping and a perplexity regression on gpt-oss-20b are unrelated problems." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and AutoImageProcessor URL loading are unrelated code paths." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both can manifest as OOM, but one is increased reserved memory under int4 quantization and the other is a SAM3Video model memory footprint issue." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as TrainerState token counting not updating." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention exception handling masking errors, but they are different modules with different triggering conditions and fixes." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for Quantized Cache." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and kernels-v0.15 pipeline import failure are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import-missing error and Bart generate decoder_attention_mask unbound-local error are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No meaningful overlap: a vague data request versus an isolated reproduction issue." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading regression for physical-intelligence/fast and CLIPTokenizer max_length behavior are separate tokenizer/model issues." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels v0.15 pipeline import requirements are different dependency failures." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading themed, but FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are distinct issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal regressions affecting different models and APIs; not the same underlying bug." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head weight tying and Blip2 dtype propagation are separate model-loading problems." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend install dependency packaging and a missing exported model class are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error in CLIP model loading and TrainerState token counting are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Both are correctness issues, but one is an mllama multimodal mask bug and the other is an MPS attention-dimension correctness issue." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key handling are different regression types in different paths." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque pop failure and a PEFT minimum-version bump 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": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44857|issue:46832", + "issue:45081|issue:47020", + "issue:43404|issue:45127", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:43452|issue:43582", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:41720|issue:43540", + "issue:44849|issue:45701", + "issue:42175|issue:44488", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44792|issue:44964", + "issue:38175|issue:44898", + "issue:44062|issue:45081", + "issue:44568|issue:45488", + "issue:45042|issue:45081", + "issue:43742|issue:44589" + ], + "prepared_review_unit_hash": "36e5bd84f47eb5870aaac87114f67e55d283c015642b331813164d734484ac48", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: most items are unrelated bugs across tokenization, training, multimodal loading, and device-mapping. Only one pair (the Qwen2.5-VL video regression reports) looks like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "No safe canonical issue exists for the whole set; the reports span multiple unrelated code paths. If forced, issue 44479 is the most substantial standalone regression report, but it is not an umbrella for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best standalone representative: it describes a concrete versioned regression, names multiple affected models, and is specific enough to be actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different failures in different models: LW-DETR AMP crash vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer bugs: Mistral regex patch crash vs XLMRoberta Unigram vocab type error." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/tie embeddings, but they are distinct bugs in different generation/LoRA flows." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated errors: missing PyTorch import vs LayoutLMv3 box-validation message clarity." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading problems with different causes: key error on MobileLLM vs unexpected init_empty_weights argument." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle bug vs TimesFM window_size attribute error; no shared code path." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8 config failure vs CLIP tokenizer max_length constant." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both mention generation regressions, but one is a video-input bug and the other is a FA2 performance regression." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Completely unrelated: tokenizer max_length vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication is a different tokenizer bug from EMBEDDIA/est-roberta loading." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different domains: GGUF/model loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta is unrelated to PyTorch-not-found import errors." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Both are Qwen3Moe/FSDP-related, but they describe different failures and code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is Blip2 loading dtypes and the other is stale config.dtype during from_config." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping crash is distinct from Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is unrelated to a tokenizer behavior change across versions." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen variants with different observed failures." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Shared video theme only; the reported failures and affected models differ." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure vs list_repo_files revision-forwarding CI break are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting bug vs custom compute_loss signature break are different trainer issues." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These look like the same Qwen2.5-VL video regression: both describe incorrect video position handling / vision_position_ids in the same family and version range." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and symptoms: janus image-generation test failure vs Phi-4-multimodal load failure." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Perceiver non-default resolution failures." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken keyword collision vs Mistral regex patch backend-tokenizer access." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is add_special_tokens/BOS-EOS and the other is ByteLevel vs Metaspace pre-tokenizer override." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image-processor dependency regression is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Key error while loading MobileLLM and missing Float8 storage are different loading/runtime issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The packet supports the overall conclusion: the set is heterogeneous, and the only clearly mergeable soft pair is issue:44479 with issue:45381, which both describe the same Qwen2.5-VL video-input regression around vision_position_ids. The other false pair judgments are conservative and grounded in distinct titles/symptoms. No obvious overstatement or unsupported canonical claim 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": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43257", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43756", + "issue:43906", + "issue:44488", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:44936", + "issue:45072", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43257|issue:43756", + "issue:43582|issue:46821", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:43716|issue:46701", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:45672|issue:45674", + "issue:43906|issue:46693", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43906|issue:46468", + "issue:43697|issue:46829", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:45663|issue:46846", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:41762|issue:44936" + ], + "prepared_review_unit_hash": "c5337b40f2dc1246a2f0ad9e9c6263ac2ee3163a9020eb91fc90c83af45fbb09", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36669, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs are all near-matches by wording/theme only, not the same underlying bug or change. There is no convincing duplicate canonical issue/PR across the set.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest representative of the cluster only because it has the highest activity and inbound references, but it is not a true duplicate canonical for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and failure modes: Qwen3 MoE weight conversion under accelerate/deepspeed vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated runtime paths: Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor-from-URL loading are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention RoPE-ish model internals, but one is Smollm3 layer handling and the other is a Qwen3.5 kernel registration issue." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Same broad RoPE family, but distinct model families and distinct errors; not one concrete bug." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU-side relative position encoding bug is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and a stale auto_mappings reference are different maintenance issues." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal failures, but the dtype mismatch in Mistral-3 is not the same as the DiffusionGemma pipeline breakage." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype mismatches, but in different models and code paths; they would not be fixed by one change." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder input validation." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but one is BOS/EOS insertion for mdeberta and the other is leading-space round-trip behavior for CodeLlama." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and Bart generate() UnboundLocalError are unrelated failures." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both touch 4-bit inference, but one is unsafe dtype casting in Gemma4 audio/vision embedders and the other is a BitsAndBytesConfig skip-module exclusion bug." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are different config-loading problems." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the gguf_file/from_pretrained breakage is not the same bug as failing to load cjvt/sleng-bert." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to FA2 long-context generation slowdown/regression." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and _gpu_broadcast_one(NoneType) are unrelated trainer/environment issues." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of issue 38071 is not the same as the broken Nemotron example." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model outputs and different bug classes: RTDetrV2 regression vs VideoPrism output field mix-up." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve rotary/rope configuration, but one is silent config reset on reload and the other is JSON-list type handling." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet position encoding on CPU is unrelated to flash_attention's s_aux=None crash." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 TP-plan omissions are separate distributed-training bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and zero-loss single-label classification are different label-handling problems." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference regression and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual-encoder key saving and tokenizer token-id regressions are different serialization/tokenization bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load IndexError and trainer.evaluate-after-train failure are not the same 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": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43819|issue:44811", + "issue:43761|issue:46829", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:29159|issue:33357", + "issue:45542|issue:46178", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:43295|issue:45356", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:44464|issue:44743", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "fb48e84abfafd6553f3994670d9d89361c94ec105994fdbdd405f6201945f982", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36385, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous. There is one strong duplicate pair around tied-weights serialization regressions, but the Windows AMD ROCm import issue is unrelated to the Gemma 4 / mistral_common problem, so the cluster should not be treated as a single duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 29159 is the broadest representative issue in the packet because it describes a core tokenizer behavior inconsistency, but it does not unify the cluster into one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 29159 is the best single anchor for the cluster because it is the most general and central issue among otherwise unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights serialization regression affecting translation models and lm_head weight handling." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different bugs: BitNet accelerate loading versus Perceiver image-classification resolution/interpolation failure." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern missing config fields, but they target different model families and different code paths." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated issues: Gemma 4 mm_token_type_ids defaults versus T5 decoder-input validation messaging." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different regressions: unexpected position-id keys versus quantized model save/load breakage." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are loading failures, but for different tokenizer classes and different underlying causes." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs with different symptoms and code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP zero-probability outputs are not the same as the processor.tokenizer regression." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and offline model_info calls are separate loader issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM key errors are distinct problems." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction and Whisper batch_decode special-token handling are different subsystems." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different output-field plumbing problems." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Distinct vision-model failures with different symptoms and likely causes." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Not the same bug: Gemma 4 processor loading fails on a mistral_common ReasoningEffort import, while this is a Windows AMD ROCm / torch.distributed dependency issue." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different DETR loss crashes with different failure conditions." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS CLIP bus error." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency errors, but they involve different missing backends and different mechanisms." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id and DiffusionGemma pipeline failures are unrelated." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level shape error and Gemma4 quantized-embedder dtype casting are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: hidden_states handling versus tokenizer codec / regex behavior." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and version-dependent tokenization are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token issues affecting different tokenizers." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is not the same as FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE layer selection in Smollm3 is unrelated to Sam3Model text encoder loading." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3_5 recurrent-state resets are different code-path bugs." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token registration and DiaConfig token-ID persistence are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not fully grounded in the packet. In particular, the accepted soft-edge pair issue:45372 vs issue:46170 is not conservative: 45372 is about a mistral_common `ReasoningEffort` import blocking Gemma 4 processor loading, while 46170 is a Windows AMD ROCm / `torch.distributed` dependency issue. Those look unrelated, so the claim of a clear duplicate pair overstates the evidence. The rest is mostly conservative, but this one false acceptance means the cluster verdict should be rejected." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:46002", + "issue:46050", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846", + "issue:47013" + ], + "soft_pairs": [ + "issue:44821|issue:46821", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:44843|issue:44991", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43761|issue:47013", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44484|issue:44704", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:43504|issue:43550", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:45491|issue:46002", + "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43606|issue:43927", + "issue:43525|issue:43572", + "issue:43504|issue:44610", + "issue:43720|issue:44361", + "issue:43643|issue:44561", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "8872d70920aa6758e67c3894586f19357f74a25feb735fccc9e2964003e15acc", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36843, + "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 highly heterogeneous: it mixes unrelated tokenizer, config, loading, generation, training, and device-mapping bugs. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the items are a grab-bag of distinct regressions and model-specific bugs rather than one underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for dedup triage; the soft-linked items do not form a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems: image processor URL loading vs TimesFM window_size attribute handling." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both concern tokenization behavior, but one is v5 default cleanup semantics and the other is CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Unrelated bugs: gguf_file/from_pretrained loading vs BF16/FP32 dtype mismatch in Blip2." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but one is an offline hub regex patch issue and the other is a specific tokenizer failure on a model repo." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Same Qwen family but different problems: video-input regression vs num_labels propagation in config." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training support issue vs an import break for GenerationMixin; different failure modes and code paths." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different model/runtime bugs: CLIP vision hidden_states handling vs xLSTM return shape mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both mention Trainer/multi-GPU, but one is None broadcast error and the other is a general Qwen2-VL multi-GPU training request/problem." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization bugs: device-dependent lm_head.weight saving vs sinq quantized model save/load breakage." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated paths: save_pretrained shard-size question vs AutoProcessor kwargs not forwarded to cached_file." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is DeepseekV3 implementation divergence." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different bugs: auto device mapping assert on A800 vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention flash-attention/long-context generation, but one is Qwen3.5 correctness and the other is a broader performance regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation bug vs flash-attention generation issue; not the same code-path." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation cache behavior, but one is KV-cache continuation indexing and the other is beam-search reorder skipping for certain model classes." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model loading vs compile/runtime issues: Beit legacy-field load failure vs Bamba SDPA torch.compile failure." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Trainer-related in a broad sense, but one is multi-GPU training and the other is a compute_loss signature/API break." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different defect types: dtype drift between train/eval vs MoE auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is a legacy field in Beit and the other is BitNet packed-weight unpacking under accelerate." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both produce NaNs, but the triggering conditions and components differ: Gemma3 sliding-window attention vs classification head init/checkpointing." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL load error with weight_only vs general FA2 long-context performance regression; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different loading bugs: packed weights not unpacked during accelerate loading vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: Blip2 dtype propagation vs MPS attention correctness when value head dim differs from query." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different failures: base_model_prefix loading breakage in v5 vs Qwen3.5 tensor-parallel plan missing linear_attn entries." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Device-mismatch CPU offload bug vs config token-ID loss on save/load; no shared underlying defect." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after v5 changes, but they affect different models and different attributes (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained-load preset issue vs OmDet-Turbo processor/model size mismatch; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate loading bug vs MLukeTokenizer AttributeError on tasks; different components and root causes." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both affect trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: Phi-4 multimodal loading regression vs a PEFT minimum-version packaging 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": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43572", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:44625|issue:45584", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:28218|issue:33357", + "issue:44554|issue:46365", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:43278|issue:43701", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43927|issue:44361", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44568|issue:45812", + "issue:43572|issue:44291", + "issue:44488|issue:44843", + "issue:46821|issue:46832", + "issue:43334|issue:45759", + "issue:44589|issue:45520", + "issue:43824|issue:44589" + ], + "prepared_review_unit_hash": "432cd7462e9b7aa6c5b49ab1cde1f0a2682212057ba6c8afc635452003663eca", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad buzzwords like tokenizer, model loading, or training regression, but they describe different models, code paths, and failure modes. None of the candidate edges looks like a safe duplicate merge.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is justified here; the items are not one underlying bug cluster but a set of unrelated reports with only superficial text similarity.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No issue is a strong global representative, because the cluster spans unrelated tokenizer, multimodal, loading, config, and training problems rather than one shared defect.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: Qwen3.5 label propagation vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template crashes, but the triggers differ: batched padding=False input vs assistant tool-call messages with no content." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated bugs: SigLIP2 implementation discrepancy vs an incorrect pipeline translation-task error message." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3.5 flash-attention generation issue vs FP8 inference failure on B200." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and a MacOS bus error for a CLIP model are not the same underlying problem." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness is unrelated to importing Trainer failing because of datasets." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file handling in from_pretrained is a different issue from a specific model load failure." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map mismatch in Gemma4 PLE is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling and Qwen3.5 flash-attention generation are separate problems." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both mention multimodal processor/tokenizer usage, but one is a docs example with model/processor mismatch and quantization failure; the other is a regression in processor.tokenizer/image handling." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A SigLIP2 implementation mismatch is not the same as a DeepSpeed ZeRO-3 gradient explosion." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to abnormal gradients during ZeRO-3 training." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different defects." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "A dtype regression is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are regressions, but they affect different models and behaviors: FP8 inference on B200 vs accuracy drift after upgrade." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is mdeberta special-token behavior and the other is DeepSeek-Coder BPE marker/output corruption." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer raising an AttributeError on tasks." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A CLIP MacOS bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior is unrelated to the FP8 B200 inference issue." + }, + { + "left": "issue:43572", + "right": "issue:45405", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and an unreleased PEFT minimum version bump are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure does not match the PEFT version requirement issue." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions on different models; they are not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Config field removal and unexpected init_empty_weights arguments are separate initialization problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model load failure is not the same as AutoTokenizer unconditionally calling model_info() and breaking offline mode." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR forward shape mismatch are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is missing pad_token_id in Qwen3-VL text config while the other is from_config not unwrapping text_config for composite Qwen 3.5/3.6 configs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and a flash_attn import_utils KeyError on Python 3.13 are different import/runtime issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and float8 storage resolution failure are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:46489", + "accept": false, + "reason": "Offline-mode model_info() behavior in tokenizer loading is unrelated to the DeepSeek-Coder tokenizer output regression." + } + ] + }, + "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": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:44849|issue:45357", + "issue:43504|issue:43606", + "issue:43334|issue:43572", + "issue:45245|issue:46710", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44849|issue:47145", + "issue:46399|issue:46846", + "issue:44464|issue:45584", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:44869|issue:46752", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:45588|issue:46050", + "issue:28218|issue:34567", + "issue:29942|issue:30333", + "issue:15354|issue:38175", + "issue:44554|issue:45446" + ], + "prepared_review_unit_hash": "9cdd991647efa2e559d3e237908b5cb0e2081c7f04ce00300c6386566b230b3d", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35880, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers bug reports with only superficial similarity by subsystem or model family. I do not see any true duplicate pair among the soft candidates.", + "confidence": 0.96, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43334 is the clearest standalone bug report: a specific, reproducible loading failure with an exact AttributeError and narrow scope. That said, it does not appear to be a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43334 is the best representative issue here because it is concrete, actionable, and well-scoped, unlike the rest of the set which spans unrelated model, tokenizer, loading, and training failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different bugs: hidden-states output vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Unrelated failures: legacy pretrained-field loading vs CPU offload device mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing config fields, but different models, different fields, and different failure paths." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Completely different problems: category cardinality limit vs an accuracy regression in a specific model." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MOE-related, but one is accelerate/deepspeed weight conversion and the other is a dev-version loading breakage; not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different symptoms and code paths: unexpected position-id key vs CLIP text model structural inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems entirely: semantic segmentation model loading vs tokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real device-mismatch bug, the other is a CI test failure; no shared underlying defect." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failures: dtype mismatch in inference wrappers vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Different bug classes: output_hidden_states regression vs FP8 checkpoint loading without weight_scale." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both touch Qwen3.5, but one is a kernel registration crash and the other is a tensor-parallel plan omission." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation edge cases: compiled-forward inconsistency vs empty-transcription crash after token alignment." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated issues: ZeRO-3 gradient inflation vs a Phi-4 multimodal loading regression." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "No shared bug: nonsensical SigLIP2 outputs vs unexpected position-id keys across many models." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Related general area, but not the same concrete bug: offloading with quantization vs broken save/load for sinq-quantized models." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency and distributed broadcast NoneType errors are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Different crash sites and inputs: Whisper trailing-character timestamp decode vs empty chat-template input." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Different behaviors and modules: invalid generation config vs broken image-text-to-text pipeline output type." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different Gemma 4 issues: missing mm_token_type_ids default vs multi-GPU CUDA OOM." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family but different underlying problems: OOM vs device-map forward mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "No overlap beyond model loading/runtime context: trailing-slash import warning vs plain CUDA OOM." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different failure modes: compile-time template-node restriction vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different code paths: flash_attention sink-less model crash vs quantized checkpoint save/load corruption." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "One is a Flash Attention CI failure, the other is MLflow reporting on failed training jobs; not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and zero-probability SigLIP2 outputs are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different issues: MPS attention correctness vs an incorrect PyTorch version guard in flex_attention imports." + } + ] + }, + "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": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:43065|issue:46369", + "issue:41720|issue:46710", + "issue:44977|issue:46701", + "issue:37428|issue:43957", + "issue:44423|issue:44734", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43540|issue:45200", + "issue:43572|issue:46821", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43572|issue:44987", + "issue:43550|issue:43844", + "issue:43450|issue:43575", + "issue:29870|issue:29942", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:42915|issue:43824", + "issue:44521|issue:45290", + "issue:28218|issue:35141", + "issue:44737|issue:46894" + ], + "prepared_review_unit_hash": "8e438f4af5a835c644cd0cfacca1d5f3e82e33f4ed17f161a11fe0bdd9f01693", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "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 many unrelated Hugging Face bugs across tokenizers, multimodal processors, serving, flash-attention, device mapping, and config/loading regressions. None of the soft pairs look like the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: SigLIP2 implementation discrepancy vs a resume_from_checkpoint key mismatch. No shared code-path." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs sam3-litetext memory overflow; unrelated symptoms and fixes." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Both mention Qwen3/DeepSeek-style regression contexts, but one is a device-map cuda assert and the other is an accuracy regression after upgrade. Not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is not the same as a diffusion pipeline output-type issue." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/import regressions, but they affect different symbols and different model-loading paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve crashes in different places: multimodal continuous batching vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Regression around processor.tokenizer/images-to-tokenizer access is distinct from batched video shape handling." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Generation broken under flash-attention vs a broad accuracy regression after version upgrade; not mergeable as one fix." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different dtype/tokenization failures in different model families; only broad training/inference bug category overlaps." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less handling and AutoModelForCausalLM text_config unwrapping are separate code paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope validation type handling." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs Gemma 4 mm_token_type_ids defaulting; different processing logic." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are unrelated config bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as quantization offloading behavior." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding is unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom model processor/tokenizer regression and OmDet-Turbo image-size mismatch are different model-specific issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device mismatch during forward is unrelated to tensor-return behavior in processing." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx vs loading physical-intelligence/fast under transformers>=5.1.0 are different failures." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile + SDPA on Bamba-9B-v2 is a model/backend issue, not the same as ZeRO-3 gradient growth." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape handling and tensor-parallel OOM when loading Qwen2-57B are not the same defect." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug and Flash Attention 2 test failures share generation-related context only, not the same code-path." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing-import regressions: one for _flash_supports_window_size, one for Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import KeyError and tensorflow_text backend mapping error are unrelated import-system issues." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma 4, but one is missing mm_token_type_ids defaults and the other is a device mismatch in PLE forward." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local-model import warning is unrelated to SigLIP2 implementation mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Different multimodal regression classes: processor/tokenizer access vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example errors are documentation/example failures, not the same as return_tensors being ignored." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are separate model/load issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "assistant_masks all-zero for multimodal inputs is distinct from tokenize=True crashing on tool-call assistant messages." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space bug and output embedding reinitialization after resize are completely different behaviors." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange regression and CohereASR double-shift training-loss bug affect different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46821", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44466|issue:45127", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:43824|issue:43975", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:43526|issue:46192", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43827|issue:43901", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:43335|issue:43653" + ], + "prepared_review_unit_hash": "b40ba0aeaf74b18fb39c6eb1cf79e478520e30ff43be06feea42d9e30472b4ad", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36225, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers bug reports and regressions. The soft pairs share superficial themes (missing attrs, processor bugs, v5 regressions) but do not look like the same underlying change, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the best representative anchor: it is a broad, cross-cutting v5 regression in core model loading/serialization, with clearer general impact than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest global issue candidate because it targets a core loader path, has a concrete repro, and affects multiple models rather than a single model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights / serialization, but one is about device-dependent lm_head serialization and the other about LoRA merge collapse; different bugs and fixes." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs vs FP8 inference failure on B200 are unrelated code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype mismatch is not the same as Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage and stale config.dtype after from_config are separate loader API regressions." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class and incorrect detokenization in DeepSeek-Coder are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and batched video output shape are distinct processor bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure differences do not share the same fix." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they affect different config classes/models and likely require separate fixes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failures are different tokenizer/model issues." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "reduce_labels dropping labels and return_tensors being ignored are separate preprocessing bugs." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "mm_token_type_ids defaulting to zeros and unsafe dtype casting in quantized multimodal embedders are different Gemma4 failures." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "The titles mention Gemma4 multimodal behavior, but one is about token-type IDs and the other about quantized embedders/dtype casting." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus generate_images test failure and a stale num_return_sequences warning are not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent conversion mismatch and GraniteSpeech CI device-override flakiness have no shared concrete code path." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config creation and Bamba SDPA torch.compile failure are separate model/runtime bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL still-image rope indexing are different multimodal processing problems." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removing is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import-utility breakages." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are unrelated hardware/runtime failures." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet input-size mismatch and LwDetrImageLoss AMP crash are distinct model/precision bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different pipeline pages and different deprecated arguments." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are different training-path problems." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash-attention helper import and torch 2.10 incompatibility are not the same concrete regression." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics truncating tuple labels and BeitImageProcessorFast reducing labels differently are separate label-handling bugs." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config.dtype after from_config and TimesFM window_size attribute errors are unrelated API issues." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and BigBird tokenizer special-token registration are unrelated subsystems." + } + ] + }, + "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": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46566", + "issue:46858" + ], + "soft_pairs": [ + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:46424|issue:46858", + "issue:29942|issue:32090", + "issue:38175|issue:45412", + "issue:28282|issue:33357", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:44448|issue:44743", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:43278|issue:43825", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:45290|issue:46326", + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:46431|issue:46566" + ], + "prepared_review_unit_hash": "101b96518e43af6c00b41597898c9e23642c191f372816513b17f66bbb937777", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are unrelated regressions across different models, utilities, and backends. I do not see any soft pair that clearly represents the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the most central active issue in the list: it targets the broadly used multimodal `apply_chat_template` path, has multiple inbound references, and is more representative of the cluster than the narrower one-off bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue because it is current, has the broadest user impact among the listed issues, and sits in the most recurring theme here (chat-template handling).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: one is a `LasrFeatureExtractor` argument regression, the other is Whisper generation on empty transcription after token alignment." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both mention model/config structure, but one is `AutoModelForCausalLM.from_config` unwrapping `text_config` and the other is a CLIP class structure inconsistency." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but one is `max_cache_length` semantics for Quantized Cache and the other is `get_seq_length()` returning a device tensor breaking static-cache arithmetic." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: Flash Attention 2 test breakage versus Trainer GPU broadcast rejecting `NoneType`." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities versus RT-DETR memory not being released on deletion." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "One is a missing PyTorch import error, the other is a MacOS bus error loading a CLIP model; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5/model-loading related, but one is about `base_model_prefix` loading and the other about device-dependent `lm_head.weight` serialization." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and failure modes: SwitchTransformers sparse-layer creation versus BEiT legacy-field loading." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "`deberta` import/parsing issue on Python 3.13 is unrelated to the Qwen Omni feature-extraction helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile/SDPA model bug is not the same as a GraniteSpeech CI test with stale device override state." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import/platform problems: `flash_attn` lookup on Python 3.13 versus Windows ROCm/torch.distributed dependency issues." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules (`_flash_supports_window_size` vs `HybridCache`)." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and Qwen Omni output-length helper bug are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences are not the same as Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "A model-construction bug and a CI test flake on a different model are not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different API surfaces: evaluation dtype drift versus a pipeline error message about translation task support." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both concern model loading/weights, but one is a specific Llama vision regression and the other is token-embedding resizing reinitializing output embeddings." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch MoE/flash/cpu-offload areas, but one is an `AttributeError` on `s_aux=None` and the other is a rotary-embedding CPU-offload incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-path import warning is unrelated to loading a specific remote model in unit tests." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Different chat-template bugs: one crashes on assistant tool-call messages with no content, the other is `continue_final_message` for `mistral_common` tokenizers." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to Trainer GPU broadcast failing on `NoneType`." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template` for multimodal/Qwen-VL paths, but one is a batched-input crash with `padding=False` while the other is all-zero assistant masks; different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to BEiT fast image processor label reduction." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark is not the same bug as LwDetrImageLoss crashing under float16 AMP on CUDA." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch and unexpected position-id keys are different model behaviors." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and DiffusionGemma remaining on `meta` under `device_map=\"auto\"` 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": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43720", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:44977", + "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:46424", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:43720|issue:44112", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44617|issue:46697", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:44464|issue:46424", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:37428|issue:42175", + "issue:45290|issue:45381", + "issue:44448|issue:44977", + "issue:29870|issue:33290" + ], + "prepared_review_unit_hash": "64e43fb628de6f4c2572366236f89c3992671e2f645a1c7e5184d459898b79be", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35795, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noisy and heterogeneous; almost all candidate edges are false matches. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` regression reports.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the best canonical issue because issue:45478 is an apparent later duplicate with the same title and failure mode, while 45310 has the fuller original report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative in this set: it is the only exact same-bug duplicate pair and has the more complete discussion, making it the best anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: one is an Accelerate loading failure for packed BitNet weights; the other is a CI failure in a GraniteSpeech device override test." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated: tokenizer spacing after added tokens versus a Trainer `_gpu_broadcast_one` NoneType type error." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: identical Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0; `45478` looks like a duplicate report of `45310`." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different problems: SigLIP2 docs/model-processor/quantization issues versus unexpected position-id key behavior across many models." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are version-regression/output complaints, but they affect different models and different code paths (Pegasus summarization vs Deepseek tokenizer)." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: a LaserFeatureExtractor `center` argument regression versus a Gemma4 PLE device-map mismatch during forward." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen3 Omni MoE feature-length helper behavior." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Different errors in different models: Sam3Video CUDA OOM versus Swin2SR over-padding in the image processor." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training startup/iterator behavior, but they are distinct failure modes and not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Different issues: LoRA merge with extended vocabulary causing collapse versus a categories-limit runtime error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking is unrelated to a missing import utility function for Falcon Mamba availability." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are CI/model dtype-related, but one is LwDetr loss AMP failure and the other is SwitchTransformers/TimmWrapper dtype mismatch; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: Trainer broadcast NoneType error versus MacOS bus error with a community CLIP model." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning for local paths ending with a slash is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA failure in Bamba-9B-v2 versus a feature-length helper bug in qwen3_omni_moe." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-loss bugs: missing auxiliary losses when denoising is off versus an infeasible cost matrix in RTDetrLoss." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both involve model loading/attention support, but one is XLM-Roberta Flash Attention 2 support and the other is a Llama 3.2 Vision loading regression." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention generation/cache behavior, but one is compiled chunked generation inconsistency and the other is cache length configuration being ignored outside quantized cache." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability outputs are a model-specific inference issue, not the same as unexpected position-id keys across many models." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to output embeddings being reinitialized after resizing token embeddings." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate-time decoder attention mask bug is unrelated to the Trainer `_gpu_broadcast_one` NoneType broadcast error." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different eras and bugs: German DistilBertModel issue versus a torch.jit.script GeneratorExp export problem for ViT." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Both are dtype/vision-language bugs, but one is BF16-to-FP32 evaluation drift and the other is undefined video-token helper variables in VLM processors." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing `_flash_supports_window_size` import and TensorFlow not included in `.[torch]` are unrelated packaging/API issues." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are chat/VL parsing problems, but one is tool-call assistant messages with no content and the other is Qwen2.5-VL video `vision_position_ids` behavior." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-output complaints, but they concern different models and different mechanisms (Pegasus regression vs Qwen3.5 flash-attention behavior)." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart decoder attention mask failure is unrelated to AdaFactor OOM in DeepSpeed." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate pair is issue:45310/issue:45478, which share the same title and appear to be the same Qwen3.5 MoE from_pretrained regression. The other soft-edge verdicts are conservative and avoid overclaiming sameness where the titles/body cues point to different bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44360", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:44360|issue:44561", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:45920|issue:46192", + "issue:32090|issue:33290", + "issue:40444|issue:43526", + "issue:45290|issue:46655", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:46421|issue:46858", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43381|issue:43701", + "issue:43976|issue:45440", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:45588|issue:45823", + "issue:44568|issue:45491", + "issue:44361|issue:45198", + "issue:41720|issue:45229", + "issue:44186|issue:45198", + "issue:45198|issue:45803", + "issue:44977|issue:45563", + "issue:43611|issue:46121" + ], + "prepared_review_unit_hash": "b75a6a62b2dd9077e514a74aa3f794aa46e5af83d729b15ae4800fe67e760dc0", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36078, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab bag of mostly unrelated Transformers issues across tokenizers, generation, training, quantization, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the best anchor among these because it is open, has the strongest activity/inbound-reference signal, and describes a concrete but broad bug class (offloading + quantization) that is likely to attract related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable overall representative of the collection: it is active, externally referenced, and sufficiently substantive to serve as a triage target even though the rest of the set is largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different subsystems and failure modes: DSA indexing/ReLU discussion vs trust_remote_code loading breakage from a removed helper." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both are import/runtime errors, but they affect different models and root causes (Python 3.13 torch.jit parsing vs missing registration decorator in Qwen3.5 kernels)." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is a dtype regression between train/eval; the other is a hard restriction on checkpointing in eval mode. Not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across several models vs return_tensors being ignored when text_kwargs is passed. Different API paths and symptoms." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are unrelated training-time failures." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different processors and bugs: multi-image IterableDataset finetuning failure vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash and SmolVLM video padding bug are separate preprocessing issues with different code paths." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module. Not the same underlying defect." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug for Qwen3.5 vs multi-GPU CUDA OOM for Gemma4; different models and failure mechanisms." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/compile behavior, but one is lazy-init recompilation and the other is a device-tensor seq_length arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading problems are not the same as a Gemma4 multi-GPU inference OOM, even if both can impact memory use." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting regression is unrelated to Trainer broadcast errors." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: output mismatch for a summarization model vs serialization of tied lm_head weights." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval/checkpointing restriction vs resume_from_checkpoint key mismatch; no shared root cause." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs divergence between native and remote DeepSeekV3 implementations." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer/model eos_token_id mismatch vs flash-attention generation failure for a different model family." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Error-message clarity issue in LayoutLMv3 vs TrainerState metric not updating. Different concerns." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP vs documentation example issues for SigLIP2; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype change between train/eval is unrelated to tensor-parallel OOM when loading a large Qwen model." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removed helper breaking trust_remote_code models vs DeepSeek tokenizer regression. Both are v5-related but not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention crash on s_aux=None and Gemma4 PLE device mismatch are distinct forward-path issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Special-token insertion regression in mdeberta-v3-base vs NaN embeddings in Gemma3 sliding-window batching; different tokenizer/model paths." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failure are different model-specific bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and multi-GPU OOM are not the same concrete failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure; separate tokenizer issues." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Tokenization/save_pretrained failure vs broad exception swallowing in FuyuBatchFeature; different code and symptoms." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation failure with flash-attention vs a stale warning in paged generate; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading breakage vs rope-validation helper rejecting a JSON-loaded list; unrelated loading/validation 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": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46693", + "issue:46701", + "issue:47217" + ], + "soft_pairs": [ + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:43412|issue:45588", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:45491|issue:46693", + "issue:45372|issue:45588", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:45440|issue:45593", + "issue:43526|issue:47217", + "issue:43994|issue:45412", + "issue:43575|issue:44387", + "issue:43421|issue:45491", + "issue:45372|issue:45406", + "issue:45406|issue:46701", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:44442|issue:45072", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:43526|issue:45834", + "issue:27957|issue:29127", + "issue:43526|issue:46693" + ], + "prepared_review_unit_hash": "a9e27f8eb0fde8dbe67102706f7c27ae58d8e48cc791c6bf92e3438360275246", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37835, + "estimated_input_tokens": 9459, + "estimated_eval_tokens": 19174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated bugs across tokenizers, vision, generation, quantization, export, memory, and model-specific regressions. None of the soft pairs look like true duplicates or the same fixable code-path problem.", + "confidence": 0.94, + "canonical_issue_reason": "None of these issues look like the same underlying bug, so there is no true canonical issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the strongest anchor only by discussion activity and recency, but it still does not represent the rest of the heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Different failures in different models and code paths: BART generate() mask handling vs Llama 3.2 vision model loading." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to image processor segmentation-map handling." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to Qwen3.5 recurrent state reset behavior." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg for LasrFeatureExtractor is not the same bug as the Qwen video-input regression." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config loading failure is different from quantized model saving." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is a model implementation bug, not the same as DeepSeekV3MoE divergence." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are not the same as Wav2Vec2 save_pretrained/tokenization breakage." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are different issues with no shared code path." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export issues are unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released on deletion." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 nonsensical outputs are different model bugs." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2 context behavior, but one is NaN embeddings in Gemma3 while the other is a performance regression; not the same concrete bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import failure is unrelated to flash_attention.py's s_aux=None crash." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model path warnings have nothing to do with gradient checkpointing in eval mode." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality RuntimeError and stale num_return_sequences warning are different generate/save behaviors." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking is unrelated to leftover dummy classes leaking into the package namespace." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is different from VL placeholder-handling failures." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory cleanup are unrelated problems." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 CUDA reserved-memory regression; different causes and fixes." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates at runtime are unrelated to Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and Gemma4Processor missing _tokenizer in serve are distinct failures." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor serve crash is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "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:45412", + "right": "issue:46369", + "accept": false, + "reason": "Garbage-collection memory retention and a SAM3-litetext memory overflow are different memory bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Missing ReasoningEffort import for Gemma4 loading is unrelated to protobuf decode-error masking." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/deepspeed OOM are different issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error messaging have no shared bug path." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in image processing is unrelated to FA2 long-context generation performance regression." + } + ] + }, + "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": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44871", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46821" + ], + "soft_pairs": [ + "issue:43824|issue:44279", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44857|issue:45588", + "issue:43334|issue:43531", + "issue:42915|issue:43931", + "issue:43994|issue:46369", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:43646|issue:44077", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:45003|issue:45440", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43873|issue:44871" + ], + "prepared_review_unit_hash": "f444ba2bd54e7643b4fea5d4d329ae445ad7fd0b57e56d071c272c06fdbbd876", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35688, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "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 soft links are largely superficial keyword/model-family overlaps rather than the same underlying defect or change, so I do not see any safe duplicate merges.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out: the items span distinct code paths (loading, generation, quantization/offloading, audio, vision, docs, packaging), so there is no clear duplicate center.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most representative/open report in the set: it has the most discussion/inbound references and a broad active theme around quantization/offloading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Different problems: Qwen2.5-VL import failure vs a generic dependency/install issue." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM is unrelated to a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer memory usage and embedding reinitialization in post_init are different bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash vs flash-attention sinkless AttributeError; different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL config is not the same as sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe vs weight-shape mismatch for Qwen3-VL-30B are distinct issues." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong outputs and SAM3 memory overflow are unrelated failures." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic note and the other is a specific crash report; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention AttributeError and TimesFM window_size AttributeError affect different components and code paths." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization/post_init conceptually, but one is a v5 custom model init break and the other is a PatchTSMixer-specific policy issue." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope validation TypeError and missing decorator for rotary kernel registration are different defects." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched apply_chat_template padding failure is separate from the qwen2.5-vl video vision_position_ids regression." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen rotary embedding CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation issues do not match the category-count runtime error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading failure is not the same as Perceiver non-default-resolution failure." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat_template sampling-rate defaulting and unsupported center arg in LasrFeatureExtractor are different audio bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash local-model import warning is unrelated to recurrent-state reset behavior." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading are different subsystems." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Bart generate() decoder_attention_mask initialization are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend omission is not the same as a missing import_utils helper." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different model config API discrepancies; not the same underlying bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy is unrelated to Qwen VL video-input regression." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing removed pipeline APIs are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id inconsistency are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44062", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44521", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:44062|issue:45907", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:45325|issue:46697", + "issue:43316|issue:45759", + "issue:44987|issue:46178", + "issue:43749|issue:43931", + "issue:44190|issue:44496", + "issue:43701|issue:46506", + "issue:43931|issue:45216", + "issue:42617|issue:43575", + "issue:44442|issue:45803", + "issue:43232|issue:43388", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:43761|issue:44188", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:43295|issue:43825", + "issue:44521|issue:47217", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "6a59f4ab56a73a48a5c5c2722cc13cb34be03385ea248365f9ac16f5a08c6bfd", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35291, + "estimated_input_tokens": 8823, + "estimated_eval_tokens": 17902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a grab bag of mostly unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change, so no soft edge should be accepted. There are no PRs in this cluster; the strongest issue anchor is the high-activity FSDP loading regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43749 has the strongest triage signal in this set: high discussion/inbound references, clear regression wording, and a concrete subsystem failure (FSDP CPU RAM efficient loading).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best representative issue because it is high-impact, well-discussed, and specific enough to serve as an anchor for related follow-ups; the other issues are narrower or more isolated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Different code paths and failure classes: tokenizer AddedToken TypeError vs Hub list_repo_files not forwarding revision." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError vs DeepSpeed ZeRO3 deque underflow; unrelated subsystems." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is missing fields from trust_remote_code loading and the other is rotary_pct not persisting on reload." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different models and bugs: Qwen2.5-VL rope/position-id scaling vs Swin2SR image over-padding." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading physical-intelligence/fast failure is unrelated to BACKENDS_MAPPING rejecting tensorflow_text." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both mention loading, but one is FSDP CPU RAM loading broken and the other is a Qwen3-VL weight-shape mismatch on a specific model." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to AutoTokenizer failing to load a custom tokenizer." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is a checkpoint/state issue, while PPDocLayoutV3 CPU/CUDA differences are numerical consistency problems." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "One is a load-time tensor shape mismatch; the other is a save_pretrained regression producing incorrect checkpoints." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same as tp loading OOM for Qwen2-57B." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer is unrelated to FuyuBatchFeature swallowing exceptions." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs/update bug and gather_for_metrics label truncation are different training/inference paths." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA divergence in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM is a different failure from loading MobileLLM-125M with a key error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug are distinct output-handling issues." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support issue is unrelated to Trainer _gpu_broadcast_one receiving NoneType." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "One is a model forward output regression; the other is attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "pipeline top_k nesting behavior and missing PyTorch installation are different problems." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states mapping bug and Gemma4 dtype casting for quantized embedders are separate model-specific regressions." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized model saving failure and wrong custom module loading after save_pretrained affect different persistence paths." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id inconsistency are different config/API mismatches." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor.tokenizer access regression is unrelated to a pipeline error-message wording issue." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal, but one is all-zero assistant masks from apply_chat_template and the other is failure when the image placeholder appears in user text." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and Whisper empty-transcription generation failure are unrelated model-specific 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": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:43065", + "issue:43316", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43716", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46821", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:46234|issue:46291", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:44464|issue:46421", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:43065|issue:44617", + "issue:43572|issue:46178", + "issue:45632|issue:46424", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:45542|issue:46234", + "issue:44792|issue:45600", + "issue:45803|issue:46170", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:43352|issue:46640", + "issue:45127|issue:45200", + "issue:43525|issue:43531" + ], + "prepared_review_unit_hash": "9470799050718542dea7d147a452da404848f99bc7778c64280e61aef1102110", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34754, + "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 closed issues across model configs, import/runtime environment failures, vision-language processors, cache behavior, and a few FlashAttention regressions. None of the soft pairs look like the same underlying bug/change strongly enough to merge.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45698 is the strongest representative by discussion activity and inbound references, and it describes a concrete, user-facing save/load bug with broad impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most suitable issue to stand in for the set because it has the clearest reproduction, the highest observed discussion/references, and a direct model-loading failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different failures: missing import-utils availability helper vs pipelines import-time kernel-version requirement." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Unrelated model issues: config API discrepancy vs image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they describe different bugs and different code paths." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "No shared bug: Gemma config parity issue vs TimesFM window_size attribute error." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunking/compilation, but one is output inconsistency and the other is spurious recompilation from cache init." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General custom-model init breakage is not the same as GPTNeoX rotary_pct reloading/reset behavior." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different root causes: gguf_file/from_pretrained handling vs unrecognized model config/model_type." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and sinq quantized save/load breakage are distinct bugs." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and Janus image-generation test failure are unrelated model-specific problems." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different Mistral-family issues: tied weights bug vs FlashAttention support failure." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "MoE load-balancing loss bug is not the same as CohereASR double-shift training-loss issue." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and Sam3Video OOM are different symptoms and likely different fixes." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in a config is unrelated to a backend mapping error for tensorflow_text." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache, but one is path collision in trust_remote_code and the other is max_cache_length semantics." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different multimodal bugs: video input processing vs batched chat template padding behavior." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor size mismatch and Sam3-LiteText memory overflow are not the same underlying issue." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL issues, but one is video position IDs and the other is image-placeholder handling in user text." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend probing issue is unrelated to the falcon-mamba availability helper missing from import_utils." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and removed Sam3LiteText auto-mapping references are unrelated CI/model issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Exception swallowing in tensor conversion is unrelated to Windows/ROCm import problems from torch.distributed dependency." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is not the same as Qwen3.5 FlashAttention generation issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset field loading and wrong custom-module resolution after save/load are different bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Nemotron FlashAttention 2 unsupported and a generic Flash Attention 2 issue are too vague to treat as the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA tied-embeddings collapse and Gemma 4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are distinct config/model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43475", + "issue:43644", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46202", + "issue:46421", + "issue:46617", + "issue:46693", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:43650|issue:46202", + "issue:44534|issue:44913", + "issue:44479|issue:47217", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:46693|issue:47217", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:45072|issue:46932", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:43827|issue:43994", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:43931|issue:44060", + "issue:44242|issue:46897", + "issue:44077|issue:44877", + "issue:43673|issue:46421", + "issue:45563|issue:45584" + ], + "prepared_review_unit_hash": "668253bb65fcf9c530214f27418e9c04fb46b4fba6b72dcfa2f3b897283c61e4", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36003, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge is convincing enough to merge: the candidate pairs mostly share only broad keywords like cache, generation, pipeline, or vision, but they describe different bugs, models, or failure modes. This looks like a noisy mixed cluster rather than a duplicate set.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not form a coherent duplicate group, so picking one representative would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the cluster spans unrelated reports across many subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A vague placeholder issue versus a Gemma pipeline roundtrip bug; unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk vs GPTNeoX rotary_pct reload behavior; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is a video-input regression and the other is an image-placeholder-in-user-text failure; not the same bug." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize vs local-path import warning; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup bug vs missing fpn_position_embeddings on a Sam3 output object; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states for seq_len>1; different failures." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics label-dropping bug vs auxiliary-loss normalization; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset loading in an example script vs multimodal model loading failure; unrelated." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Long-context FA2 performance regression vs VL image-placeholder placement failure; unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing error vs flash_attention s_aux=None crash; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate decoder mask bug vs output embedding reinitialization on resize; unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different code paths; too broad to be the same bug." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash vs RT-DETR feature-level mismatch; unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code/cache handling, but one is a leaf-directory path collision and the other is a FileNotFoundError from cache loading; different bugs." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit error vs static-cache sequence-length tensor arithmetic; unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing vs Gemma4Processor missing _tokenizer; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Swin2SR over-padding; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline() vs a runtime SigLIP2 pipeline/AutoModel issue; not the same change or bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM vs Whisper empty-transcription crash; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload regression; unrelated." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug vs XLMRoberta FlashAttention 2 support issue; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs DebertaV2 import parsing error; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs tied-weights warning misbinding dt_bias; different model bugs." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "MoE load-balancing loss omission vs Florence2 training-loss double-shift bug; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy vs strict loading of granite_speech config; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both are cache-related, but one is missing cache in chunked prefill while the other is spurious recompilation from lazy cache init; different bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning vs Whisper empty-transcription failure; 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": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47013" + ], + "soft_pairs": [ + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44617|issue:46369", + "issue:43854|issue:44792", + "issue:45381|issue:46655", + "issue:39692|issue:44190", + "issue:43295|issue:45276", + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:25251|issue:29870", + "issue:45290|issue:46752", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:43526|issue:46697", + "issue:43673|issue:46858" + ], + "prepared_review_unit_hash": "15745804c81a175296e17f5f26bad3ac12109332d5bd460e570736567c2b082e", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36277, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with only one plausible duplicate edge: the two DeepSeek tokenizer regressions. The rest are superficial similarities across different models, processors, or failure modes and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44779 is the broader original report of the DeepSeek tokenizer regression, and 46489 reads like a follow-up describing a gap in that fix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most active and broadly impactful report in the set, with multiple inbound references and a concrete user-facing multimodal bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failures: Qwen2.5-VL video position IDs vs Sam3-LiteText memory overflow." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated areas: torch.compile/SDPA crash in Bamba vs local dataset loading in an example script." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different bugs: Qwen3 auto device mapping CUDA assert vs category-count limit in a processor." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Separate problems: a bad import from image_utils vs a Qwen3.5 chat crash." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug and local dataset loading are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different code paths and symptoms: flash_attention sink handling vs xLSTM state unpacking." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation-related but about different regressions: Qwen video input vs serve KV-cache indexing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and OmDet processor size mismatch are distinct model/processor issues." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is OOM in Sam3Video and the other is an overflow in Sam3-LiteText." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: GLM-4.7 loading in tests vs Janus image generation test failure." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the bugs are different: vision_position_ids vs padding calculation." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc/example problems are unrelated to the local dataset-loading script issue." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image handling vs gemma4 embedding resize propagation." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/vocab merge collapse and Qwen3.5 save_pretrained visual-key corruption are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked-generation inconsistency and a stale warning in paged generate are different issues." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in v5+; 46489 explicitly describes a gap in the earlier fix, so one PR could plausibly address both." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated regressions: Gemma4 embedding resize behavior vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache indexing are different failures." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but they target different tests and different broken mappings/config references." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different bugs: pipeline top_k output shape vs Bart generate() unbound decoder_attention_mask." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but on different malformed inputs and different failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer selection and list_repo_files revision forwarding are unrelated issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and unrecognized-model/model_type loading errors are distinct config-path problems." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but assistant_masks and video position IDs are separate bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend handling are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Beit fast label reduction and Swin2SR over-padding are separate image-processor bugs." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation, but they fail in different places and for different reasons." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, 44779 \u2194 46489, is well supported by the issue titles, and the rest of the pair rejections are appropriately cautious. The selection of 44521 as the strongest issue is also defensible from the activity/inbound-reference counts and the multimodal user-facing bug described in its title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44737", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:45803", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:44737|issue:45803", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:45632|issue:46234", + "issue:44496|issue:47217", + "issue:32090|issue:35141", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:43673|issue:46424", + "issue:46082|issue:46121", + "issue:41950|issue:44016", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:43582|issue:46932", + "issue:44496|issue:45042", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:44496|issue:45759", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "9d61b00ff7b1ac41b76f66b85bacdbaf09f5ce3ec578b8394a540fe0ed98d728", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35650, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly false-positive similarities: the paired issues share broad themes like imports, multimodal handling, caching, or model config, but they describe different concrete bugs and code paths. No pull requests are present.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must serve as the anchor, issue:44521 is the strongest representative: it is actively discussed, has inbound references, and has a concrete multimodal repro. That said, this batch does not look like a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best standalone issue in this set because it is current, specific, and likely to attract follow-up from related multimodal-template work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance vs unsafe sys.modules access are different bugs and different code paths." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU-bound relative positional encoding and a bare-except bug in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and stale auto_mappings references are different issues." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test in GraniteSpeech is not the same bug as loading Phi-4 multimodal." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in a torch install is a specific packaging bug; the other is only a generic dependency complaint." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code do not overlap with a missing import utility symbol." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model config and image-placeholder handling in VL models are different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast of NoneType and post_init reinitializing embeddings are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is not the same as assistant-mask generation for multimodal templates." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing AutoImageProcessor are both import errors but for different symbols and fixes." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "These are distinct missing-import problems in different modules." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "lm_head tying in Mistral3ForConditionalGeneration is a different bug from Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText config references are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA result divergence." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and max_cache_length being honored only for quantized cache are different cache bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate validation issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline selecting image processors and a notebook syntax error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression with images is not the same as decoder.embed_tokens not updating after resize_token_embeddings." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "A helper returning wrong feature-extract lengths is different from CPU/CUDA output differences." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Gemma4 quantized-embedder dtype casting are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL processors incorrectly requiring torchvision are different root causes." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 and loading a specific model are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing during chunked_prefill has nothing to do with ANSI codes in loading_report." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is not the same as outdated pipeline docs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compile failure and the other is a bad version check for AuxRequest import; not the same concrete fix." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "A model-config loading error and missing text_config unwrapping for composite configs are distinct problems." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:47000", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:43901|issue:47217", + "issue:44327|issue:46752", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:42796|issue:43650", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43381|issue:47000", + "issue:44466|issue:45276" + ], + "prepared_review_unit_hash": "f92e68655094f54a5a76eca0897ad88debcd16c88e7c380945e89cd19c30123e", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35723, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers regressions, mostly model/tokenizer/import/load-path bugs plus a few docs/tests issues. The soft pairs are not the same underlying bug/change, so none should be merged.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45020 is the broadest representative of the recurring theme here: recent-version regressions breaking model loading and remote-code models. It is not a true duplicate umbrella for all items, but it best matches the cluster\u2019s dominant failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best available issue to represent the cluster because it captures the broad version-regression pattern more than the narrower, model-specific or docs-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: eval-mode gradient checkpointing vs D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is save/dequantization and the other is FlashAttention loading/runtime failure." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated; one is a placeholder issue, the other is an audio feature-extraction bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Docs notebook syntax error vs tokenizer AddedToken keyword conflict; different code paths." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Failed model test vs cache configuration behavior; not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version compatibility bug, the other is a generic dependency problem; different root causes." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but the failures are different models/code paths and not one fixable bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different causes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Environment/version incompatibility in general vs a specific torch 2.4.1 incompatibility; not the same defect." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs affecting different model families and fields." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior in Gemma vs Whisper generation after align_special_tokens; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs model config import failure; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained checkpoint serialization." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Documentation mismatch vs a runtime VL placeholder crash; different issues." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Different pipeline crashes in different subsystems; no shared underlying bug." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer phonemizer state bug vs thread-safety regression; not the same change." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch handling vs SAM memory overflow; unrelated failures." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both are dependency/version-related, but one is a generic dependency issue and the other is an unreleased minimum PEFT version bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions around tokenization/processor behavior, but they affect different APIs and concrete failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different documentation problems in different areas; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args ignored vs tie_word_embeddings warning; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: dtype propagation in Blip2 vs incorrect checkpoint serialization for Qwen3.5." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs a placeholder issue; no relation." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 45278 is a broad umbrella and 44351 is a specific missing symbol; not the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor lookup vs remote_code model breakage; different subsystem and failure mode." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility vs dependency floor bump; unrelated version problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different model families and produce different incorrect outputs." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue vs RTDetr loss infeasibility; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch tied-weights/embedding behavior, but one is save/serialization inconsistency and the other is resize_token_embeddings not propagating." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer/processor regressions, but not the same concrete code-path problem." + }, + { + "left": "issue:45020", + "right": "issue:45278", + "accept": false, + "reason": "Broad regression reports, but one is remote_code model breakage and the other is import errors after upgrade; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43931", + "issue:44016", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44462", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43644|issue:47145", + "issue:43650|issue:46209", + "issue:43299|issue:43854", + "issue:43931|issue:47145", + "issue:44462|issue:45081", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:44016|issue:44291", + "issue:43479|issue:43525", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:44336|issue:46851", + "issue:43441|issue:45834", + "issue:44623|issue:44749", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:45103|issue:45372", + "issue:44261|issue:44263", + "issue:44246|issue:47217", + "issue:44623|issue:45397" + ], + "prepared_review_unit_hash": "30574cb8bbb5be30ce77db46daf4ba60c91c0232a866fd9ed35837fc67f4b595", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35199, + "estimated_input_tokens": 8800, + "estimated_eval_tokens": 17856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; all candidates should stay separate. The strongest standalone issue in this set is the open quantization/offload report, but it is not a duplicate of the other quantization-related items.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed open regression here and is the best anchor for quantization/offload triage, even though it is not a duplicate of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable representative issue overall because it is open, has substantial discussion/inbound references, and describes a concrete, high-impact inference/offloading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different failures in different code paths: LlamaConfig validation vs Qwen3.5 rotary kernel registration." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-related, but one is a model load failure and the other is save_pretrained key serialization; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head_dim validation and dtype/config-staleness are separate config-management bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup vs device_map/offload mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Loss gating on router logits is not the same as a multimodal token-id defaulting issue." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Both involve loading/corruption concerns, but one is non-persistent buffer initialization and the other is FP8 weight_scale application; different root causes." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder title is not indicative of the FP8/B200 inference bug." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different load-time failures." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Shape-mismatch loading of Qwen3-VL is not the same as FP8 frozen-checkpoint weight scaling." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are distinct tokenizer-loading bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention/torch compatibility has nothing to do with tensorboard-only TensorFlow backend handling." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention s_aux handling and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights argument mismatch are entirely different issues." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config attributes and different model families." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with offload are different operations and failures." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed, but one is Adafactor OOM and the other is double optimizer-step invocation." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color output in non-terminal and variable-length position_ids handling are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and OCR index error in Kosmos2.5 are different model-specific bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained file omission is not the same as the filtering slowdown report." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization/offload adjacent, but one is offloading behavior and the other is FP8 frozen-checkpoint weight_scale omission; not mergeable as one fix." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding and variable-length position_ids behavior are different bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling is unrelated to Gemma 4 processor import failure." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layernorm epsilon mismatch and torch.split return-value handling are separate issues." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import latency is unrelated to vision-language placeholder placement failures." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different model-loading/saving 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": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44671", + "issue:44779", + "issue:44871", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:42175|issue:43976", + "issue:47176|issue:47177", + "issue:45600|issue:45712", + "issue:44671|issue:44779", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43575|issue:47145", + "issue:44016|issue:45823", + "issue:44188|issue:44336", + "issue:44186|issue:47000", + "issue:43525|issue:43643", + "issue:44987|issue:45542", + "issue:43824|issue:43976", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:42796|issue:43441", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:44871|issue:47145", + "issue:45083|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46655|issue:46726", + "issue:45003|issue:47217", + "issue:46399|issue:46851" + ], + "prepared_review_unit_hash": "57453059a357525b118af553d68e4b5c41938eeba5a38d6f92550cd2dad7029d", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36312, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated import, tokenizer, config, kernel, packaging, and security issues. None of the soft-similarity pairs look like true duplicates or a single fixable change, so there is no safe canonical issue/PR here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: backend extras installation vs Python version compatibility." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but one is command-substitution allowlist bypass and the other is archive path traversal/RCE." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different maintenance failures: removed config references in CI vs leftover dummy PT classes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and bug classes: CamemBERT masked-LM output vs DeepSeek tokenizer formatting." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model load failures; only the general symptom overlaps." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for a pipeline flag vs intermittent import slowdown." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different code paths: generation cache regression vs CLIP vision hidden_states regression." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "One is OOM during tensor-parallel load; the other is silent FP8 weight-scale application corruption." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs model forward device mismatch." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs ANSI leakage in loading report." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs loss assignment infeasibility in RTDetr." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but they are distinct models and distinct failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Different dependency/backend issues: loading a model package vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a specific VL class vs package Python-version support regression." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Unrelated: terminal ANSI formatting bug vs wrong docstring." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer-loading regression vs ESM2 model breakage." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Different tokenizer bug and FlashAttention/model-loading regression." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure vs chat/variable-length Qwen3.5 crash." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but the affected models and specific bugs differ." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is import-time dependency validation and the other is a registration/decorator crash." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is unrelated to unrecognized model config handling." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Gemma-4 zero3 from_pretrained issue." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "EOS-token config inconsistency is unrelated to FP8 checkpoint scale application." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different helper/output-length logic vs variable-length position_ids regression." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Import name exposure issue vs Python version support problem." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError in sentence-transformers integration vs missing TensorFlow backend packaging." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor-related, but one is padding math in video processing and the other is missing-vision-backend error handling." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unrelated internals access bug vs VL image-placeholder handling failure." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen3.5 failures: kernel registration crash vs variable-length position_ids 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": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47217" + ], + "soft_pairs": [ + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:45561|issue:45563", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:44336|issue:44485", + "issue:46614|issue:46665", + "issue:42491|issue:43299", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:44779|issue:45292", + "issue:36246|issue:44351", + "issue:46726|issue:47217", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44479|issue:46655" + ], + "prepared_review_unit_hash": "297e8beb440b4a62e6f4416105a7685f22eb12d95ce27bce448600ff121625c0", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35744, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, but the closest recurring theme is Qwen/VL/MoE loading and video-input regressions. None of the suggested soft pairs look like true duplicates; they mostly hit different models, different pipeline stages, or unrelated utilities.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44479 is the broadest, clearest representative of the recurring Qwen video-input regression theme, covering multiple affected Qwen VL/MoE variants in one concrete bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest single issue to anchor this cluster because it most directly captures the shared user-facing regression pattern across the related Qwen video/VL reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Different subsystems: BEiT image-processor label reduction vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-chat-template IndexError are unrelated code paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation parsing bug is unrelated to Qwen3.5 kernel registration/decorator failure." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Distinct model/output bugs: dtype mismatch in SwitchTransformers/TimmWrapperModel vs hidden_states field mixup in VideoPrism classification output." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file-race in testing utils is unrelated to the stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access on position_ids and Gemma-4 ZeRO3 loading failure are different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is not the same bug as Qwen3.5-35B chat crash." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Load-balancing loss omission and Gemma eos_token_id configuration mismatch are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention s_aux=None crash and variable-length position_ids bug affect different paths." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape handling in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state is a different bug from inconsistent from_pretrained behavior inside classes." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE, but one is adapter/accelerate-deepspeed loading and the other is Qwen3VL loading on v5.0.dev0; not the same concrete bug." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Router-logits loss handling and D-FINE auxiliary-loss behavior are different training bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and PPDocLayout CPU-vs-CUDA discrepancy are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure is not the same as AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "ImportError for Qwen2_5_VLImageProcessor and missing is_offline_mode are separate import issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings/output_embeddings mismatch do not share a concrete code path." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend handling and image-placeholder-in-user-text failure are different VL issues." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A docs/behavior mismatch in TextClassificationPipeline is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and DeepSpeed ZeRO3 deque underflow are distinct failures." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug and _torch_extract_fbank_features() issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM padding calculation bug do not look like the same underlying defect." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT model loading failure and empty-list chat_template crash are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing deepstack_visual_indexes config field and text_config unwrapping in from_config are different composite-config issues." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but 44479 is a Qwen v5.3.0 regression across multiple models while 46655 is a SmolVLM padding-calculation 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": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45859", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:45137|issue:45600", + "issue:45003|issue:45561", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:43475|issue:46369", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44242|issue:44857", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:43526|issue:46894", + "issue:44479|issue:46170", + "issue:42199|issue:46851", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:44368|issue:44977" + ], + "prepared_review_unit_hash": "02f38d797534c362c178b52570bc930c858eee87748ab35322e07eb3ca5ec109", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34816, + "estimated_input_tokens": 8704, + "estimated_eval_tokens": 17664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span unrelated bugs across many models and subsystems, and none of the soft pairs look like the same concrete issue. I would not merge any of the proposed soft edges.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not share one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate; the list mixes unrelated reports, so any single issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Both mention position_id/serialization behavior, but one is about reading a registered buffer and the other is about slowdown after upgrading Transformers; different failure modes and code paths." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids are unrelated model-specific bugs." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen3.5 MoE problems: one is CPU-offload incompatibility in rotary embedding, the other is a kernel registration crash on apply_rotary_pos_emb." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings mismatch is unrelated to RTDetrLoss infeasible cost-matrix crash." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque pop error and Sam3LiteText auto_mappings CI failure are different bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as the pytest-xdist captured_info.txt race." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "A processor/tokenizer regression in v4.57.5 is unrelated to a generic resize_token_embeddings/output_embeddings issue." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSpeed/BertModel zero3 IndexError are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 Video missing attribute and SAM3-LiteText memory overflow are different SAM-family problems with different symptoms and fixes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied/resize embedding behavior, but one is about serialization differences by device and the other is specifically t5gemma decoder.embed_tokens not updating." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files from processor.save_pretrained and AutoProcessor's unrecognized image processor error are separate save/load issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility with transformers 5.0 and PPDocLayoutV3 CPU/CUDA result differences are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission in a router-logits setting and an AMP/CUDA crash in LwDetrImageLoss are not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config blocking granite_speech and a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig are different config-validation problems." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the Florence2 training-loss double-shift bug." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and hiding tokenizer decode errors when protobuf is absent are different failures." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow not being reported after failed training are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "NemotronHForCausalLM Flash Attention 2.0 unsupported and the generic Flash Attention 2.0 issue are not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and CohereASR training-loss double-shift are different model-specific issues." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression and Windows/ROCm torch.distributed import/type errors are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR-derived cardinality error without explicit background class is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init restriction are different configuration/validation issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma_speech zero3 from_pretrained and optimizer.step being called twice with deepspeed are different deepspeed-related problems." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 tie_word_embeddings warning during LoRA fine-tuning and flash-attention generation failure are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44995", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46832", + "issue:46858", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:43065|issue:43408", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45412|issue:46123", + "issue:46170|issue:46832", + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44995|issue:45200", + "issue:44368|issue:45563", + "issue:46132|issue:47145", + "issue:44188|issue:46421", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:45593|issue:47068", + "issue:44995|issue:45588", + "issue:45987|issue:46082", + "issue:45685|issue:46431", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43994|issue:46726", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44964|issue:45137", + "issue:44871|issue:46132" + ], + "prepared_review_unit_hash": "07b2f257e6dc0821db0c4fc86531dfb878ec7177c1919d3de89906ba8887a478", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36308, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: it contains a loose tokenizer/loading subgroup, but most items are clearly unrelated model, training, compilation, or pipeline bugs. None of the soft pairs look like true duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43723 is the broadest and most central tokenizer-loading regression in the set, and it best anchors the small related subset around cache/save/load behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most representative user-facing bug report among the related items; it is broad enough to serve as the anchor even though the overall cluster is noisy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 bugs: dummy Conv2d in the pixel decoder vs model-type mismatch when instantiating sam3_tracker." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated failures: strict config loading for granite_speech vs Windows ROCm import/type errors tied to torch.distributed." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related, but the concrete bugs are different code paths: missing fpn_position_embeddings in SAM3 Video vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different subsystems and symptoms: RT-DETR memory not released vs MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows/ROCm import dependency issue vs RT-DETR forward shape/feature-level mismatch; no shared root cause." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading regression vs Gemma4 multi-GPU CUDA OOM; same broad area only at the highest level." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading failure in v5 vs accuracy regression after upgrading Transformers on DeepSeek; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs a tie_word_embeddings warning; different severity and failure mode." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip issue on \u2581; unrelated code paths." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache on second forward vs Gemma 4 mm_token_type_ids defaulting problem." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but one is an embedding-tying config warning and the other is a stale generate() warning for num_return_sequences." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change vs FP8 compressed-tensors loading without weight_scale; different mechanisms." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "torch.compile attention-kernel branching bug vs cache lazy initialization causing recompilation; related terminology, different root causes." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection in /v1/chat/completions vs Gemma pipeline roundtrip failure; not duplicates." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs a separate Gemma pipeline tokenization/roundtrip bug." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior when denoising is off vs a deepspeed host-synchronization concern in loss computation." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache indexer on second forward vs flash_attention crash when s_aux is None; different layers." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache sequence-length return-type bug vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram not implemented for Int in moe vs missing chat template error in processor loading." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks vs slowdown after upgrading Transformers; not the same defect." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained, but tokenizer_config class mismatch and processor missing files are separate serialization bugs." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring crash with future annotations vs static-cache seq-length returning a device tensor; different utilities and failures." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer vs MaskGenerationPipeline final-batch drop; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs training slowdown after upgrade; no shared root cause." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade vs optimizer.step being called twice under deepspeed; different bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline vs AutoProcessor backend-missing error; separate loading paths." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5 custom model init breakage vs ESM2 being broken; too broad and not the same code path." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing files from processor.save_pretrained vs deepspeed causing duplicate optimizer steps; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure vs DeepSpeed ZeRO3 deque underflow; no overlap." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency vs AttentionInterface.register behavior change; distinct model/config issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45753", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46752|issue:47020", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:45561|issue:47217", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:44188|issue:46851", + "issue:45230|issue:45397", + "issue:44373|issue:46851", + "issue:43232|issue:43673", + "issue:45310|issue:45375", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:46877|issue:47000", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:46463|issue:46877", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:45137|issue:47000", + "issue:36010|issue:41628", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:45561|issue:47059" + ], + "prepared_review_unit_hash": "a647a83da25779aa027540ab2a35d1b2365361239e2d3ff24b047d9958abb973", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36596, + "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 mostly a loose collection of Transformers v5/import/API regression reports and model-specific bugs. The soft pairs look thematically similar in a few cases, but they do not appear to be the same concrete underlying defect, so I would not merge any of them.", + "confidence": 0.35, + "canonical_issue_reason": "issue:41628 is the most broadly representative concrete regression in the set: a core import failure in the public Transformers API, which matches the cluster\u2019s repeated import/compatibility theme better than the very model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the best single issue to anchor the cluster because it is specific enough to be actionable yet general enough to represent the recurring missing-export/import-breakage pattern across nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram init bug are different code paths and failure modes." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is a missing config field under @strict and the other is a generic from_pretrained failure; not enough to treat as the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and likely distinct issues." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file race in testing utils is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different model families and unrelated missing-attribute crashes; only a superficial AttributeError similarity." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Sam3 vision encoder output missing a field is not the same as trust_remote_code dropping fields from AutoConfig results." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids behavior are different subsystems." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The first is an empty generic report; the second is a specific gemma-4 from_pretrained/zero3 issue." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for position_ids is documentation-only, while the other is a runtime bug in Qwen3.5 variable-length inputs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is sync_gpus bookkeeping and the other is chunked_prefill cache handling; not the same concrete defect." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5/MoE-related, but one is a broad from_pretrained error and the other is a specific missing config field; too little evidence they are the same bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError is unrelated to Sentence Transformers loading hangs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained file omission are different parts of the stack." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc-example errors and AutoProcessor missing-backend behavior are both vision-related but not the same failure." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring lint output and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different modules; not clearly the same underlying regression." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout noise are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing-replacement crash and Kimi-K2.5 tokenizer regression are distinct tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading failure and mistral_common continue_final_message bug affect different APIs and code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings API guidance and old InternVL2 remote-code/meta-init incompatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 rotary-kernel registration failure are different errors." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect pipeline-parallelism output are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import reports, but AutoImageProcessor and HybridCache are different exports and likely different breakages." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "ZeRO3 deque underflow and RTDetrLoss cost-matrix infeasibility are unrelated runtime errors." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is GenerationMixin and the other is AutoImageProcessor; too broad to merge." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and Qwen2_5_VLForConditionalGeneration import failure are different classes of problems." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe bug and Qwen3.5-MoE from_pretrained error are related only at a very broad model-family level." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output corruption and Qwen3_5 image infinite loop are distinct symptoms and paths." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash and import-time doc-lint stdout are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist race in tests and HFCliTyperGroup attribute breakage are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:44222|issue:45310", + "issue:45593|issue:46877", + "issue:44661|issue:47059", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:46829", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:39692|issue:46909" + ], + "prepared_review_unit_hash": "4b04e9dec9b31c12b5e041946a6349d498c765c1fbdcafd3d6914dbc7b58db0a", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36287, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issue noise; only one soft pair is a clear duplicate. The Qwen3ForCausalLM VRAM leak reports are the same bug, while the other pairs are at best thematically related but describe different code paths or symptoms.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42673 is the broader/original report of the Qwen3ForCausalLM multi-dataloader-thread VRAM leak, and issue:43704 appears to be the same bug described with the same title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue to keep as canonical because it is the earlier, fuller report of the duplicate VRAM leak problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE/FP8, but one is about save_pretrained and the other about from_pretrained loading failure; not clearly the same defect." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Different subsystems and symptoms: D-FINE auxiliary losses vs docstring diagnostics printing at import." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: add-new-model-like/tokenizer mapping logic vs a CLI regression with huggingface_hub completion APIs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different bugs in different utilities: Mistral tokenizer regex patching vs auto_docstring future-annotations AttributeError." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma-related code, but one is a processor attribute crash in serve and the other is a tokenization roundtrip failure; different failures." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different Gemma pipeline issues with different triggers and code paths; not enough evidence of one underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different models and paths: generation kwargs handling vs a janus image-generation test failure." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and symptom about Qwen3ForCausalLM leaking VRAM in multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained behavior for MoE; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Completely different issues: missing TensorFlow backend dependency vs a missing import in image_utils." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version bump incompatibility is unrelated to docstring stdout logging." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Different components and failure modes: Qwen3.5 recurrent-state reset vs a deepspeed host-synchronization concern." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model config loading error vs xdist race in captured_info.txt." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different training/runtime failures: MLflow reporting after failure vs OOM with Adafactor in deepspeed." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support issue vs unrelated missing import bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different models and code paths: sentence-transformers loading hang vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different multimodal model bugs with distinct symptoms and outputs; no shared underlying defect." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is about cleanup behavior and the other about add_special_tokens/BOS-EOS handling; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different packaging/tooling issues: TensorFlow backend omission vs leftover dummy classes leaking into dir/check_repo." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "One is a specific tokenizer behavior regression, the other is a broader thread-safety regression; not the same concrete defect." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor.save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance/memory related, but VRAM leak in dataloader threads is unrelated to FA2 long-context generation slowdown." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes are a specific tokenizer bug, not the same as a general thread-safety regression." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different behaviors in different pipelines: attention-mask construction vs partial-batch result dropping." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Broken auto_mappings references and CLI completion failures are unrelated CI issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors/models: clean_up_tokenization_spaces vs Granite token IDs." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic tokenizer-loading problem vs a specific mdeberta add_special_tokens regression; not clearly the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different model families and different failure mechanisms: multimodal config defaults vs Whisper timestamp decoding." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a doc parameter-name mismatch are unrelated documentation issues." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are doc-example problems, but for different models and distinct errors; not a duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:42673 and issue:43704 have the same title and clearly look like duplicates, and the canonical choice is reasonably supported by earlier creation time and longer body length. The other soft-edge rejections stay conservative and do not overclaim sameness from superficial similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:47085" + ], + "soft_pairs": [ + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:44843|issue:47085", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:44222|issue:44623", + "issue:44060|issue:45125", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44360|issue:46762" + ], + "prepared_review_unit_hash": "883a3681729d5b30d32132c8dd76cd348f7cb51ea22809d1334033b529c780ce", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36665, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose collection of unrelated issues rather than one duplicate cluster. All soft duplicate candidates are false positives; they share at most broad themes like \u201ctokenizer\u201d or \u201cv5 regression\u201d but not the same concrete bug or fix path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures, but for different symbols and different failure modes; not the same underlying bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a global cleanup-spaces change and the other is a DeepSeek-specific tokenizer regression." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: multimodal config initialization vs ModelOutput key assignment." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated subsystems: Flash Attention model support vs MLflow reporting on failed training jobs." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Threading is mentioned in both, but one is a VRAM leak in Qwen3ForCausalLM dataloader threads and the other is tokenizer thread safety." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline hub lookup in AutoTokenizer patching is unrelated to Rust tokenizer thread safety." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are different bugs." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different model families and failures: missing image-processor method vs remote-code meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one is token cleanup behavior and the other is processor/tokenizer API handling for images." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and optimizer stepping with deepspeed are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different models and symptoms: vitpose breakage vs Gemma 4 multimodal token defaults." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing crash in serve is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and stem from different causes." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting is unrelated to embedding reinitialization after resizing tokens." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import errors: missing transformers.onnx module vs missing PyTorch backend." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and documentation parameter-name mismatch are different issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script failures, but for different scripts and different data-loading logic." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: unreleased PEFT version pin vs leftover dummy classes in a generated file." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed optimizer double-stepping." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and leftover dummy classes are different maintenance problems." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy and processor.save_pretrained missing files do not share a concrete fix path." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are different regressions." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained bug is unrelated to processor file-saving omissions." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-related, but one is a tied-weights warning and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Model-specific BPE marker handling vs generic AutoTokenizer loading in v5 are not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization and non-persistent buffer junk fill are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality limits and AttentionInterface behavior changes are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording for position_ids is not the same as GLM-5 RoPE implementation." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer activation gap and Minimax attention numerical drift are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44623", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:43504|issue:47059", + "issue:44222|issue:44484", + "issue:46614|issue:46932", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:44263|issue:44373", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:46305|issue:46655", + "issue:46369|issue:46909", + "issue:43986|issue:46726", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:41628|issue:43824" + ], + "prepared_review_unit_hash": "6d0adb2b3cadd4647088841d6e5125ac821a51d7f4ce133d663de876b85689eb", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35423, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy title-similarity matches across unrelated bugs. A few items share a broad Transformers v5 loading/save-pretrained theme, but they are different failure modes and should stay separate; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45071 is the broadest central compatibility-regression report in the set; several other items are narrower v5 loading/save/import failures, so this is the best single issue to anchor the cluster if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the strongest global representative because it targets a general v5 breakage affecting config/model instantiation, which is closer to the shared pattern than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different packages (`transformers` vs `huggingface_hub`), so they are unrelated failures." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "One is about `tokenizer_class` metadata saved by `save_pretrained`, the other is a `from_pretrained` loading error for Qwen3.5 MoE; same area, different bug." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "`PretrainedConfig` type checking in v5 is a generic regression, while this is a specific `LlamaConfig` validation rule for `head_dim`; not the same underlying issue." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "`AutoTokenizer.from_pretrained` loading failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "One is a BEiT pretrained-model legacy-field load bug; the other is a CLI breakage from `huggingface_hub` 1.22.0. Different subsystems and causes." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 `save_pretrained` behavior and the 50GB shard-size default are unrelated save-path issues." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state is an audio tokenizer bug, while #46932 is about Gemma4 dtype casting for quantized vision/audio embedders." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output differences across versions are not the same as FP8 inference failure on B200 hardware." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A `torch.split` return-value issue in a DSA indexer is unrelated to v5 meta-initialization incompatibility for remote-code checkpoints." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading `position_ids` after buffer registration is not the same as missing files from `processor.save_pretrained`." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "An indexer split/shape issue is not a docstring problem for `position_ids`." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after `sync_gpus` and cache-length handling are separate generation/cache behaviors." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "`_update_model_kwargs_for_generation` and Kosmos2.5 OCR index overflow are unrelated code paths." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 hardware inference failure is unrelated to processor chat-template availability." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different model issues with different symptoms." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to a `LlamaConfig` head-dim validation error." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing an attribute and MoonshineStreaming off-by-one masking are different model-specific bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "`torch.split` return values and a missing ReLU in the DSA indexer are distinct implementation issues." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "MoonshineStreaming sliding-window masking and SmolVLM video padding are separate video-processing bugs." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 LiteText memory overflow and a broken documentation example are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve processor/vision backend setup, but one is a crash without torchvision and the other is an explicit unrecognized image processor when a backend is missing; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained loading error are different FP8/model-loading problems." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing `transformers.onnx` module and XLM-Roberta Flash Attention 2 are completely unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and sinq-quantized models breaking after round-trip save/load are different quantization persistence bugs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "v5 meta-initialization incompatibility for remote-code checkpoints is not the same as incorrect visual encoder keys emitted by `save_pretrained`." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue with transformers is unrelated to `SequenceFeatureExtractor.pad` inefficiency." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3-VL-Moe v5 bug are separate issues, even though both mention model internals." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm causing precision differences is not the same as remote-code checkpoint incompatibility in v5." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Importing `AutoImageProcessor` and importing `Qwen2_5_VLForConditionalGeneration` are different missing-symbol reports." + } + ] + }, + "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": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43976", + "issue:43986", + "issue:44188", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:44829|issue:46002", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44964|issue:47059", + "issue:39379|issue:46172", + "issue:44483|issue:45406", + "issue:42831|issue:45753", + "issue:43644|issue:46305", + "issue:22355|issue:28218", + "issue:44327|issue:47059", + "issue:43986|issue:47217", + "issue:44188|issue:44373", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:42907|issue:44964", + "issue:43976|issue:44945" + ], + "prepared_review_unit_hash": "582c190645a68b9b0c621be00ff6afb1bffc7c9e465c25b16a3bb0187ebc079c", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35361, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of unrelated Transformers issues (tokenizer quirks, model-loading failures, multimodal/video bugs, quantization, CLI/import regressions). None of the soft pairs look like the same underlying bug, so there is no clear canonical duplicate in this set.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both concern training instability, but one is about flash_attention_3 causing degenerate loss behavior and the other about NaNs after checkout/init; different failure modes and likely different fixes." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different models and code paths: qwen2.5-vl vision_position_ids vs MoonshineStreaming sliding_window_mask_function off-by-one." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "One is a sam3 model-type warning, the other is text encoder weights not loading for Sam3Model; not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "A model-loading failure for Phi-4 multimodal is unrelated to a CLI breakage caused by huggingface_hub/_add_completion." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "mllama masked-out mask handling and deepseek-v4 transpose logic are distinct bugs in different subsystems." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated symptoms." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation is not the same as Qwen3_5 looping on a specific image." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk values vs a sliding-window attention mask off-by-one are different implementation problems." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Importing transformers.onnx and tokenizer spacing after added tokens are unrelated issues." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top_k bounds error and a CLI group attribute error are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor without torchvision crashing and VL image-placeholder handling in user text are different edge cases." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel branching and a wrong position_ids docstring do not describe the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but one is offset_mapping for Qwen3 and the other is add_special_tokens/BOS-EOS behavior for mdeberta-v3; too different to merge." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from huggingface_hub and broad import errors after a transformers upgrade are not the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs memory overflow in sam3-litetext are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are different bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure is unrelated to quantized model saving failures." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Sentence Transformers loading stuck are different problems." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Ministral BPE marker handling and version-to-version tokenization differences are related to tokenizers but not the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing auxiliary losses when denoising is off are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "A video vision_position_ids bug and a broken DIA documentation example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to a broken documentation example." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different symptoms and likely different fixes." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Failing to save dequantized models and incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch in tokenizer_config.json are separate serialization/config issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-Transformers loading hangs and a MacOS bus error on a CLIP model are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken transformers env command and a sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized model saving failure and inability to load Phi-4 multimodal are different model lifecycle problems." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility failure and pipeline-parallelism output corruption 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": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "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:44779", + "issue:44829", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:42371|issue:44263", + "issue:41628|issue:45278", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:43329|issue:47059", + "issue:39401|issue:44488", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:46172|issue:46762", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:43408|issue:43475", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127" + ], + "prepared_review_unit_hash": "92e1e48af13e4ca35ef89b9e9825a95c5bee50dd9e7a280b20d5f9f42d50b0ad", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36536, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change. The set is heterogeneous, with a few tokenizer/import-regression themes but no pair that is close enough to merge safely.", + "confidence": 0.95, + "canonical_issue_reason": "If one issue must stand in as an umbrella, issue:45278 is the broadest and most representative report because it summarizes multiple post-upgrade import failures; however, the cluster is too mixed for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative by breadth and framing, but only as a loose umbrella for import regressions rather than a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated: TF32 settings guidance vs a GlmMoeDsaIndexer torch.split issue." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 41628 is one missing symbol while 45278 is a broader multi-import regression after upgrade." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different models and different bugs: RoPE layer count vs tied-weights warning." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save/dequantization failure and GenerationConfig validation are separate code paths." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs forwarding; different functions and symptoms." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting bug vs CLI completion attribute error; no shared failure mode." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer regressions on different models; no same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug and all-zero assistant masks are distinct tokenizer/chat-template issues." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both touch numerical behavior, but on different model implementations and different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation discussion vs GLM-5 RoPE implementation; not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cache kwargs forwarding is unrelated to chat template crashes on tool-call messages." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 family, but one is a model-type warning and the other is a missing attribute in the vision encoder." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Import/regression vs tokenizer save_pretrained mismatch; different failures." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization behavior, but one is a broad v5 regression and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Generic tokenizer regression vs multimodal assistant mask bug; not the same concrete issue." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file loading are separate serialization/load paths." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated: model import/regression vs reading a position_ids buffer." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx import failure vs slow/fast tokenizer inconsistency are different problems." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe import/version bug vs FP8 save_pretrained issue; no shared code-path." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but save_pretrained checkpoint corruption and from_pretrained error are different directions and not clearly one fix." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Classification example script behavior vs Gemma 4 mm_token_type_ids defaulting; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and likely different root causes." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset mapping bug and stale phonemizer backend bug are unrelated tokenizer issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but from different libraries and different missing symbols." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification example failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype drift in evaluation is separate from incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx import and LayoutLMv3 error-message clarity 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": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:39379", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43232", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981", + "issue:47116", + "issue:47217" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:46328|issue:47116", + "issue:28348|issue:46640", + "issue:43992|issue:44704" + ], + "prepared_review_unit_hash": "e258c089e4370dc044c457ac1f365b0912938f3c7ee325d366331ad0f30eec48", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35377, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of Transformers regressions and compatibility bugs, with soft similarities mostly coming from shared subsystems or version-v5 wording rather than the same underlying defect. I would not merge any of the proposed soft edges.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest, most general regression report in the set, but there is no strong evidence that this cluster is a single duplicate family; it is only the least-specific candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most plausible representative issue because it is broad and user-facing, but it should be treated as a loose umbrella at best, not a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Both are import/runtime problems, but one is about missing TensorFlow extras in the torch install and the other is a Python 3.14 load failure; different bugs." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling and generation kwargs after sync_gpus are unrelated code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and Qwen3_5 image-triggered looping are different model-specific bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel branching and SequenceFeatureExtractor.pad performance are not the same defect." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A docs parameter-name mismatch is not the same as auto_docstring emitting lint output at import time." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 and stale espeak backend selection are unrelated tokenization/speech issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different bugs in different parts of the model." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a missing symbol import, the other is a broad upgrade-time import-breakage report; same theme, not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat/completions API regression and vision-language placeholder handling are different request-path problems." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version gating and a PyTorch version check for flex_attention are separate compatibility checks." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are unrelated failures." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe from a bug report and Qwen3.5 Moe from_pretrained error are not the same code-path failure." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but they concern different models and different tokenizer behavior." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multithreaded dataloading and bf16 dtype mismatches are not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained writing wrong visual encoder keys is distinct from from_pretrained failing on Qwen3.5 Moe." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter typo are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "The example script returning empty multi-label results is not the same as a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extractor length helper bug and a flex_attention version-check bug are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor/model input-size mismatch and a broken documentation example are not the same underlying problem." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing multimodal patch-count method are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate failing after train are different training bugs." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field mixups, but they affect different model outputs and different tensors; not enough to treat as one bug." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend handling in AutoProcessor and repeated HTTP 429 retries are completely different AutoProcessor behaviors." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding performance and streaming pipeline regression are different issues with no shared concrete failure mode." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "A specific GPT2LMHeadModel flash-attention feature request is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor kwargs forwarding 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": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:33453|issue:39401", + "issue:44263|issue:46762", + "issue:43064|issue:43673", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:39379|issue:43688", + "issue:42222|issue:43441", + "issue:42222|issue:47000", + "issue:44380|issue:46077", + "issue:45405|issue:45446", + "issue:43937|issue:45563", + "issue:42222|issue:46752", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:39379|issue:46897", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44829|issue:45216" + ], + "prepared_review_unit_hash": "9915cde79a73ac5207cf6e19b9a2b7e80469e7eebf2ce57c1d35c699d5c0587b", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36393, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate clusters are supported by the evidence here; every soft pair appears to be a distinct bug or change, even when the symptoms are superficially similar (tokenizers, v5 regressions, attention backends, video models, etc.).", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the batch spans unrelated defects across different models, APIs, and subsystems, so there is no single issue that clearly represents the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global canonical candidate because none of the soft pairs looks like a true duplicate or the same concrete code-path failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Both involve v5/model behavior regressions, but one is a tokenizer decoder-type problem and the other is an accuracy regression on a specific DeepSeek model; they are not the same defect." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is a broken example script for multi-label classification, the other is a misleading pipeline error message about translation support; different code paths and symptoms." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in Qwen3 causal LM threads and tokenizer BPE-marker handling are unrelated bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs and a PyTorch version check in flex_attention are unrelated changes." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale cache crash in GlmMoeDsa and over-padding in Swin2SR image processing are different subsystems and failures." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code checkpoint/meta-init incompatibility is unrelated to numerical differences in Minimax MSA attention." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer issues, but one is generic tokenizer loading regression and the other is a specific offset_mapping bug for Qwen3; not the same underlying problem." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to an attention implementation mismatch." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT and missing GenerationMixin cache in chunked prefill are separate training vs generation bugs." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a Qwen2.5 VL class and repeated 429 retries in AutoProcessor are not the same change." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "A generation cache bug and a padding performance issue in feature extraction are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect mllama mask handling and auxiliary-loss normalization bugs affect different model components." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "A broken vitpose model import/setup and a Ministral FlashAttention failure are unrelated model-specific bugs." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "vitpose breakage and RTDetrLoss infeasible-cost-matrix crashes do not share the same code path." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling with SDPA/FlashAttention and Gemma4 bidirectional-mask handling are both attention-related, but they are different model-specific bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency-version bump issue and a PyTorch import/version-check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "An invalid GenerationConfig error and a stale warning about num_return_sequences are different generation issues." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "vitpose breakage and empty-list apply_chat_template crashes are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention AttributeError on s_aux=None are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized init args and PretrainedConfig type-checking regressions are both v5-related, but they are distinct failure points." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "These are both training/math bugs, but the mllama mask issue is not the same as Florence2's double-shift loss bug." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and NaNs in classification heads are separate save/load vs initialization issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors are different model-loading bugs." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Two tokenizer regressions, but for different models and likely different tokenization logic; not enough to treat as duplicates." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and Qwen3.5 FlashAttention generation failures are separate issues." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and CLI completion breakage in huggingface_hub are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A small testing_utils bug and a feature-extractor padding performance issue are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape errors and missing-torchvision AutoProcessor crashes are different video pipeline failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and incorrect checkpoint saving in Qwen3.5 are unrelated 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": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44704", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46512", + "issue:46617", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46981", + "issue:47110", + "issue:47116" + ], + "soft_pairs": [ + "issue:44704|issue:47110", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:44117|issue:45081", + "issue:45632|issue:46981", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:39401|issue:46209", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44484|issue:45310", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:46752|issue:47116" + ], + "prepared_review_unit_hash": "4059c219bbef97ab1b1280f0fd0b5d56bfa85c3f0a9925f248ab39f7ca2805ee", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35281, + "estimated_input_tokens": 8821, + "estimated_eval_tokens": 17898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: import/export regressions, tokenizer behavior changes, model-specific loading bugs, optimizer issues, and unrelated test/runtime problems. There is no strong duplicate set, so the safest conclusion is that these are separate issues rather than one unified bug.", + "confidence": 0.41, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest representative because it covers the recurring v5 import/API-breakage theme seen in a few other reports, but it is still not a true umbrella for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Both are import/argument-shape problems, but one is about AutoProcessor kwargs to cached_file and the other is about malformed special_tokens input; different code paths and failures." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "A type-checking regression in PreTrainedConfig is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but one is a minor bug report while the other is a pytest-xdist race on captured_info.txt; not the same defect." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3 model-type warning is not the same underlying bug as a MobileLLM loading KeyError." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is a None mapping assumption and the other is a Mistral regex patch crash; different root causes." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to repeated HTTP 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different API regressions." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior changes and a noisy logging message are not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "A strict config-loading failure is unrelated to a documentation/parameter-name mismatch." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose model loading and an unsupported tensorflow_text backend error are different problems." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are completely different issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an MLA rms_norm_eps precision bug do not share the same code-path problem." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "A GenerationConfig validation error and an unrecognized model/config error are distinct loading/validation failures." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A shard-size question and a Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical-accuracy complaints, but they target different models and implementations; not the same underlying bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The former is a specific missing import from image_utils, while the latter is a broad post-upgrade import-regression report; related theme, not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API settings and a trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next and a Qwen3.5 MoE from_pretrained error are different model-specific failures." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "An SGD-args-not-used bug is not the same as optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for layer_type_validation and an audio feature extraction issue are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value bug and a RoPE implementation discussion are not the same code-path failure." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer changes in v5, but one is about decoder type and the other about differing tokenization outputs; too broad to merge." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated model/training issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are not the same regression." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "A patchtsmixer post_init policy change is unrelated to HTTP 429 retry behavior." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "An empty-list chat-template crash and a streaming pipeline regression are separate failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46897", + "issue:46981", + "issue:47000" + ], + "soft_pairs": [ + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:45341|issue:47000", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43208|issue:46897", + "issue:46655|issue:46664" + ], + "prepared_review_unit_hash": "a0e105ca16751f75c1aaee9ccc117fb54629d6587bd963a334d2117f44e098bc", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37134, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous transformer bug reports with a few superficial similarities; I do not see any true duplicate pair to merge. The only near-related items are the two SmolVLM video-processor reports, but they still look like distinct bugs.", + "confidence": 0.61, + "canonical_issue_reason": "issue:46655 is the closest anchor because it matches the only near-duplicate-looking pair (with issue:46664) in the otherwise heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46655 is the most representative bug report here, but the cluster is too mixed to be a strong universal canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Different areas: generation cache/chunked prefill vs a testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Same broad Qwen/VL ecosystem, but one is a load-time weight-shape mismatch and the other is a missing projection definition." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Import error for AutoImageProcessor is unrelated to PreTrainedConfig type-checking behavior." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "One is a missing image-processor method; the other is an MLA RMS eps precision issue." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is not the same bug as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different models and different failure modes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a generic API acceptance failure and the other is a streaming inference issue on a specific model." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated tensor/math bugs in different model families." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU concern does not match the DeepSeek dtype/transpose bug." + }, + { + "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 loading-time float32 retention bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention-related, but one is a model support/compatibility error and the other is a training degeneration regression." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Related Qwen3-VL naming, but the reported failures and root causes differ." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removal of a config helper is unrelated to gguf_file breaking from_pretrained." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals: MLA q_a_layernorm precision vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision is unrelated to the testing_utils bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is a different code path from the testing_utils issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both are loading/retry issues, but offline cache fallback and repeated 429 retries are distinct problems." + }, + { + "left": "issue:45341", + "right": "issue:47000", + "accept": false, + "reason": "Testing utility bug vs RTDetrLoss infeasible cost-matrix crash are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite-loop image-specific bug is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both affect from_pretrained, but tokenizer mapping None and a specific repo load failure are different root causes." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related bugs with no shared underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config-removal regression is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch generation/pipeline mechanics, but they are separate bugs in different components." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but they describe different models and different errors." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3 family issues, but one is missing projections and the other is a missing vision-config field." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same model family, but the reported incompatibilities are different and not clearly one bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols from different packages." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Config removal and quantized save/load breakage are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training-stack failures: FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Processor loading without torchvision and ReasoningEffort import failure are different dependency/import problems." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different models and different bug classes; no sign of a shared underlying defect." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but the titles point to different bugs (padding calculation vs num_frames semantics) without evidence they are 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": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44734", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116" + ], + "soft_pairs": [ + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "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:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365" + ], + "prepared_review_unit_hash": "6a7cbba4bef01b04ee730bbe3a27933f1a9f758914c09c2e0d473312ba0eab43", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37148, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; the set is a collection of unrelated issue reports across different code paths. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the clearest, most actionable standalone bug report in the set, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different failure modes; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "One is a flaky test seed issue; the other is a noisy logging complaint. Different problems." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken constructor misuse vs tokenizer mapping returning None." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noise/logging versus an apply_chat_template IndexError; unrelated code paths." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision loading crash is unrelated to save_pretrained shard size behavior." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config-flag removal complaint and quantization offloading bug are separate issues." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch precision warning in bfloat16 compilation is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to an image-text-to-text pipeline failure." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A DeepSeek tensor transpose bug is not the same as an accuracy regression after upgrade." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and missing embed_tokens.weight are different loading bugs." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluate-after-train behavior and Trainer import interference from datasets are different failures." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure and streaming pipeline regression do not share the same concrete root cause." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling with SDPA/FlashAttention is unrelated to chunked prefill cache recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and BACKENDS_MAPPING tensorflow_text validation are separate issues." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Distributed optimizer-state corruption and streaming pipeline regression are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop multimodal bug are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model save failure and the other is Pipeline.save_pretrained support." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Precision warning during bfloat16 compilation is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is dummy-class cleanup; right is a logging message complaint." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A compile-time warning and a tie_word_embeddings config warning are not the same issue." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights on load is unrelated to save_pretrained shard size defaults." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba SDPA compile failure are different model-specific problems." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline after removals is unrelated to a streaming regression." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for Nemotron and Python 3.9/3.10 compatibility are distinct issues." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron Flash Attention support and GPT2 attention scaling under SDPA are different model/backend bugs." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error messaging and Pipeline.save_pretrained behavior are separate concerns." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache tensor indexing crash in serve is unrelated to streaming pipeline regression." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config flag warning and noisy logging message are different problems." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Trainer import issues." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend scaling and AttentionInterface.register behavior change are different code paths." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor operation bug are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and Trainer import interference 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": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46877", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:36010|issue:42757", + "issue:43208|issue:43526", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:44938|issue:47059", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:36683|issue:47110", + "issue:46077|issue:46082", + "issue:43618|issue:45216" + ], + "prepared_review_unit_hash": "78617966268dd63063e9191c26a54c9a45e1beaccce2d9291f99edfbddb1fed8", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37356, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly lexical similarity noise: the issues span unrelated import errors, model-specific regressions, packaging/version problems, and backend/runtime bugs. None of the soft pairs look 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:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention FP8 and MoE, but one is about saving FP8 MoE checkpoints while the other is a from_pretrained load error for Qwen3.5 MoE; different failure paths." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated failures: missing set_seed in a SAM HQ integration test versus a CLI breakage with huggingface_hub 1.22.0." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different problems: GPT2 attention scaling ignored in SDPA/FlashAttention versus degenerate zero loss in sequence classification with num_labels=1." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems entirely: Gemma3Config missing vocab_size versus an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention-scaling behavior." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/dependency issues, but not the same one: torch extra missing TensorFlow versus Trainer import blocked by datasets." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "One is a warning during bfloat16 compilation; the other is a functional failure compiling flex_attention on torch >= 2.9." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different API paths: /v1/chat/completions request handling versus Qwen2_5_VLProcessor.apply_chat_template batching." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Distinct issues: missing layer_type_validation import versus local_files_only still triggering network requests." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is about Smollm3 dropping layers and the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family but different bugs: token embedding resize propagation versus bidirectional attention mask construction." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both concern CLIP, but one is missing attentions in CLIPOutput and the other is hidden_states=None in CLIPVisionModel.forward." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; not the same underlying compatibility break." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different areas: xLSTM training bugs versus BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Related model family, but one is a loading bug for Qwen3-VL-Moe and the other is fp8 support/inference work; not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save_pretrained, but one is quantized model saving and the other is Pipeline object serialization." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading failures: Qwen3VL-Moe regression versus a state_dict sorting-related load error." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated issues: num_labels propagation in Qwen3.5 versus inability to import Trainer until datasets is removed." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different model/config problems: Flash Attention 2 unsupported for NemotronHForCausalLM versus invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different bugs in different models: Qwen3.5 label propagation versus Gemma4 bidirectional attention masking." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to saving Pipeline objects." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing-attribute failures in different models: Gemma3Config vocab_size versus Sam3VisionEncoderOutput fpn_position_embeddings." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Both are import/runtime annoyances, but one is compiled Python file execution errors and the other is auto_docstring printing lint diagnostics at import time." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained serialization is not the same as quantized sinq model save/load corruption." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they target different interpreter versions and failure modes." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the huggingface_hub CLI completion attribute regression." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are save/load regressions, but one is about state_dict ordering during load and the other is an incorrect Qwen3.5 checkpoint saved by save_pretrained." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Different attribute errors in different code paths: Gemma3Config vocab_size versus special_tokens being a list instead of a mapping." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different configuration validations in different models: Gemma4 attention masking versus LlamaConfig head_dim divisibility." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output-attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + } + ] + }, + "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": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:36296|issue:43575", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:44734|issue:46617" + ], + "prepared_review_unit_hash": "98d48972575297e7fb27c3c461203b31942b27d901291550c207b0397e906fc3", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35451, + "estimated_input_tokens": 8863, + "estimated_eval_tokens": 17982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is largely heterogeneous; most soft pairs are clearly different bugs or feature requests. The only near-match is the import-time performance pair, but the evidence is still too broad to safely deduplicate as the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 41669 is the most concrete, root-cause-oriented report in the set: it identifies a specific import-time regression source (`import *` in models) and ties it to measurable slowdown. That makes it the best representative if the cluster is meant to capture import performance problems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41669 is the strongest standalone issue to keep: it is specific, actionable, and describes a plausible fixable cause rather than a vague symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-attribute errors, but they affect different models and different missing fields (`vocab_size` vs `pad_token_id`), so they are not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generation `decoder_attention_mask` UnboundLocalError is unrelated to tensor-parallel training." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer state/param handling in FSDP2+PEFT is unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`@torch.no_grad` decoration for cache updates is a specific behavior fix; `Many import errors after update` is a broad upgrade complaint with no same code path." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling and failing to import Trainer with datasets installed are different failures in different code paths." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing `embed_tokens.weight` for UMT5Encoder and Qwen3.5 MoE `from_pretrained` errors are distinct model-loading problems." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position-id handling." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart `generate()` mask initialization and tokenizer-loading regression are not the same defect." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination and RTDetrLoss infeasible cost matrix are different vision-model failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict sorting load errors and Gemma pipeline roundtrip on `\u2581` are not the same underlying issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python-file import errors and a Python 3.13 `@torch.jit.script` parse/IndentationError are different failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and OOM when loading Qwen2-57B with TP are related only at a high level; they do not look like the same concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update `no_grad` fix is not the same as a vague claim that v5 breaks too many models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import slowness, but one is a concrete root-cause proposal (`import *` in models) and the other is a vague symptom report; not enough evidence they are the same exact bug/change." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading sortedness and missing `deepstack_visual_indexes` in Qwen3.5 vision config are different issues." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing `set_seed()` in SAM HQ tests is unrelated to a pytest-xdist race on `captured_info.txt`." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer `post_init` allowance are unrelated model-specific changes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache `update()` decoration and Python-version compatibility are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing weights and Qwen3.5 MoE `from_pretrained` regression are different model-loading problems." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load error with sorted state_dict and incorrect Qwen3.5 visual encoder keys are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency import error is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIP text-model structure inconsistency are different CLIP-related changes, not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3 MoE divergence from remote implementation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness is unrelated to inability to load Phi-4 multimodal instruct." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` network requests and `AddedToken(special=...)` argument duplication are different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "SAM HQ test seeding flakes and GraniteSpeech stale device override CI failure are unrelated test issues." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and SmolVLM video-frame semantics are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 `save_pretrained` for MoE and missing `_tp_plan` for tensor parallelism are different functionality gaps." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash and trust-remote-code cache `FileNotFoundError` are not the same failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43723|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:45850|issue:47110", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43827|issue:44961", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44315|issue:44360", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:43352|issue:44961", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:45375|issue:47110" + ], + "prepared_review_unit_hash": "450c5cb863c2adc33d2dbfc5578a9b8f1ec15a1e652012a7a20e0cd818e8671c", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38909, + "estimated_input_tokens": 9728, + "estimated_eval_tokens": 19712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 regressions, loading/import failures, and unrelated subsystem bugs. None of the soft pairs are convincing duplicates on the evidence shown, so I would not merge any of them as the same underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44556 is the broadest concrete regression report here: it directly describes v5 upgrade breakage when reloading a checkpoint, which is the closest umbrella theme shared by several other loading-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best representative because it is concrete, version-specific, and centrally about the v5 loading regression theme rather than a narrow model or API detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading regressions after v5, but one is tokenizer loading and the other is checkpoint/model reload; not the same code-path failure." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated bugs: local_files_only network behavior versus a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: a missing image-processor method in multimodal token counting versus cache loading FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different components and symptoms: cache/layer update no_grad semantics versus a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Import error for a specific Qwen2.5 VL class is not the same as a cached trust_remote_code FileNotFoundError." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Too generic versus a specific special_tokens attribute error; no shared concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "One is the v5 env CLI command, the other is AttentionInterface.register behavior; different code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely unrelated causes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing _tp_plan and the other is a from_pretrained error; not enough to treat as the same defect." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 quantization memory/OOM behavior, the other is checkpoint reload failure after version upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow job-reporting failure and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower filtering after upgrade are different issues." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel planning and the other is a missing config field; different bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading trouble is unrelated to forward() doc confusion." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation about pipeline removals and a meaningless 'racoon' issue do not match." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No overlap beyond being issues in the repo; different topics entirely." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network requests and FP8 save_pretrained moe are unrelated." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor-related, but one is num_frames semantics and the other is missing vision backend handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer update no_grad semantics are not the same as generation kwargs sync_gpus ordering." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention version-related loading breakage, but for different model families and different failure modes." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Bart generate() UnboundLocalError is unrelated to model.forward documentation wording." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Two different loading regressions affecting different artifacts/models; not the same defect." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors and PretrainedConfig type checking are separate problems." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different breakages: huggingface_hub import error versus the transformers env CLI command." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI command breakage and PretrainedConfig type-checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both are CLI-adjacent, but one is the env command and the other is a huggingface_hub compatibility issue in tests/cli." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an import error from configuration_utils are not the same issue." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No relation between a placeholder issue and the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env-command failure and a missing Qwen2.5 VL class import are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE discussion and the placeholder issue are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import error and cache FileNotFoundError are different failure modes." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support error for Nemotron and the placeholder issue are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 VisionEncoderOutput attribute error is not the same as loading a remote-code model from cache." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention-interface usage; not clearly the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus PreTrainedModel." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field silently dropped and special_tokens list attribute error 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": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:43867|issue:47110", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861" + ], + "prepared_review_unit_hash": "f00b83575dc9aefe34d78a2a7ee7fffc81271a3e409a19542c3af5e8331ba305", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39004, + "estimated_input_tokens": 9751, + "estimated_eval_tokens": 19758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is loosely centered on Transformers v5 regressions and model/config import issues, but the soft pairs mostly overlap only at the subsystem or version level rather than the same concrete bug. I did not accept any soft-edge duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45850 is the best umbrella representative: it is the broadest, most central v5-regression report and matches the general theme of several other issues without being tied to one model or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the strongest anchor for this cluster because it is generic, broad, and likely to absorb the nearby v5-breakage reports better than the more specific model/config issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support; different failure modes and code paths." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated topics: Liger Kernel/model_init application versus FP8 inference on B200." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "One is state_dict loading order, the other is special_tokens structure; no shared concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Pad-token config attribute error is unrelated to a special_tokens list/dict mismatch." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache missing during chunked prefill is not the same as a typo in cache strategy text/metadata." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion versus video processor num_frames semantics; different components and bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "45362 is a specific chat crash for Qwen3.5-35B; 45850 is a generic v5 breakage umbrella." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files is a concrete serialization bug; 45230 is too generic to be the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import behavior and missing TensorFlow backend handling are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug report versus missing tensor-parallel plan; not the same underlying defect." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer activation issue is unrelated to a video processor num_frames inconsistency." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both relate broadly to loading/import internals, but one is lazy loading behavior and the other is unsafe sys.modules access; not a duplicate." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance regression is unrelated to a generation cache bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding box error and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the env CLI and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both touch Qwen3-VL-family image behavior, but one is 2D box output and the other is an infinite loop on a specific image; too different to merge." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id attribute in one config is a specific model config bug, not the broad v5 breakage report." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion-script question are not the same bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/loading incompatibilities, but the affected mechanisms differ: checkpoint reload versus remote-code meta initialization." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific; 45850 is only a broad umbrella." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy docs/code is not the same as broad model breakage after v5." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings versus cache-strategy typo are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "General v5 breakage and a specific CLI incompatibility with huggingface_hub are not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance from import * usage is unrelated to a specific module import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker type warning versus Liger Kernel application issue are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer access error for position_ids is a concrete tensor/buffer bug; 45230 is too generic." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is a specific serialization bug, not a generic report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression and Qwen3-VL bbox output error are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are different areas and failure modes." + }, + { + "left": "issue:44492", + "right": "issue:47176", + "accept": false, + "reason": "Cache-strategy typo is unrelated to a shell-operator command-substitution allowlist bypass." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron flash-attention support error is unrelated to Qwen3-VL bounding-box hallucination." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access bug does not match a generic placeholder issue." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is a concrete bug; 45230 lacks specificity and is not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9 compatibility and a Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler inverse_sqrt kwargs issue and type-checking regression are not the same code path." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance issue are different problems." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance regression and HybridCache import failure are distinct import-system issues, not duplicates." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs propagation and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression does not match a small testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility regression and model import failure are different issues." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and _get_tied_weight_keys AttributeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:28348", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43976|issue:47177", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352" + ], + "prepared_review_unit_hash": "7241982cca639ba4f527fba4c76e44e4d5bb76aa3c650c61ad2899899909f9e0", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 40944, + "estimated_input_tokens": 10236, + "estimated_eval_tokens": 20728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are isolated model-loading, tokenizer, processor, scheduler, or security issues, with only a loose theme around v5 regressions. No soft-edge pair looks like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the repeated \u201cv5 breaks models\u201d reports, so it is the best duplicate anchor even though it is still very generic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most representative issue for the cluster\u2019s main regression theme; the rest are mostly narrower, unrelated, or model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer documentation confusion vs tokenizer loading regression; different symptom and fix." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python-version compatibility bug vs shell-operator allowlist bypass; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs command-substitution security bypass; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI vs lazy-loading defect; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation bug vs Gemma audio positional-encoding issue; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "model_init/Liger integration bug vs flash-attention training degradation; not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp bug vs SmolVLM video padding bug; both processor-related but different defects." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading bug vs inverse_sqrt scheduler kwargs bug; unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 from_pretrained error; too vague to match." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "GLM-5 RoPE issue vs tar/zip-slip RCE; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL processor timestamp bug vs GLM-5 RoPE bug; unrelated." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma4 audio encoding bug vs CohereASR training-loss shift bug; different models and code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save failure vs tied-weight-key AttributeError; different serialization bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs Qwen3_5 import failure; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python-version support bug vs zip-slip/tar-slip RCE; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug vs scheduler-kwargs bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star refactor/perf issue vs VRAM leak in Qwen3ForCausalLM; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer docs issue vs Llama 3.2 model-loading regression; similar area but not the same bug." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage complaint vs security file-write/RCE issue; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad v5 breakage complaint vs shell allowlist bypass; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE bug vs Gemma4 audio positional-encoding bug; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak vs RoPE implementation bug; unrelated." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Import error vs tar/zip-slip RCE; unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating bug vs tensor transpose issue; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leak vs processor timestamp bug; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API/settings complaint vs VRAM leak; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint vs Qwen3_5 import error; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3VL timestamp bug vs processor.save_pretrained missing files; different processor defects." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer split bug vs Gemma4 audio encoding issue; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA rms_norm_eps precision bug vs Gemma4 audio encoding issue; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model batching support issue vs DeepSeek weight-conversion question; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug vs VRAM leak; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Nemotron FA2 support gap vs Qwen3_5 import error; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import error vs Qwen3_5 import error; same broad symptom, but different missing symbols and fixes." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weight-key AttributeError vs special_tokens list/keys error; unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 complaints, but they describe different failures and not clearly the same underlying bug." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight-key AttributeError vs huggingface_hub CLI completion error; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2-specific flash-attention support request vs generic flash-attention topic; not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Placeholder issue vs tar/zip-slip RCE; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Placeholder issue vs shell allowlist bypass; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs placeholder issue; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue vs broad v5 breakage complaint; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError vs assistant tool-call crash; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading vs missing layer_type_validation import; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "GPT2 FA2 support request vs Nemotron FA2 support gap; same broad topic, but different model-specific support gaps and not mergeable." + } + ] + }, + "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": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-517", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:29870|issue:31515", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "b23d7d008025e2e550ee36281558ed861f4b4bd76e46c3d11a39e7bff6f3e217", + "component_budget": { + "node_count": 517, + "item_count": 517, + "soft_pair_count": 1906, + "serialized_chars": 988098, + "estimated_input_tokens": 247025, + "estimated_eval_tokens": 494306 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14949, + "estimated_input_tokens": 3738, + "estimated_eval_tokens": 7732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone issues across different models and subsystems. None of the soft pairs look like the same underlying bug; they only share broad themes like loading, model internals, or inference.", + "confidence": 0.91, + "canonical_issue_reason": "issue:29870 is the clearest concrete runtime bug report: it names a specific exception, a specific code path (`generate()`), and a reproducible failure mode. The others are either documentation, configuration, performance, or different model-specific problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29870 is the strongest representative issue in this set because it is specific, actionable, and clearly describes a real execution bug rather than a vague enhancement or documentation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Bart `generate()` UnboundLocalError and slow `from_pretrained` checkpoint loading are unrelated failure modes in different code paths." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load speed and tensor-parallel training correctness are different problems with no shared code-path evidence." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading performance." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "A loading-performance complaint is not the same as confusing forward-API documentation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5/MoE, but one is fp8 inference support and the other is a `from_pretrained` failure; not clearly the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and Qwen3.5 fp8 inference support are distinct feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init-weights behavior 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-specific bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint mistake and tokenizer regex warnings after a version upgrade are not the same underlying issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused `ignore_value` logic and missing kwargs passed to loss calculation are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs handling and RoFormer attention interface usage do not overlap in code path or symptom." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss-parameter handling is unrelated to tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These affect different models and different subsystems; no evidence of a shared defect." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unused loss config and a typo in a quantization string are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hints in ModernBERTConfig are not the same as a typo in conversion code." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss calculation and a config type-hint issue are different categories of bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A design/question-about-norm implementation and a type-hint correction are not duplicate reports." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss handling and ModernBERT config typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "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": "df3f2797d61f23ac7e6e80f1f24f86dfdcd704416f2220ee0171dd25de4675f3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "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: token truncation direction, ReduceLROnPlateau-like scheduling behavior, and Wav2Vec2 word boundary time offsets. None appear to describe the same underlying bug or change, so no duplicates should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 10519 is the clearest, most specific request with a well-defined API change; the other issues cover different models and unrelated functionality.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the best representative issue because it is concrete, narrowly scoped, and easier to resolve than the more open-ended scheduler and Wav2Vec2 questions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: truncation behavior vs. extracting word time offsets in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One asks for tokenizer truncation options; the other asks for ReduceLROnPlateau-like learning rate scheduling. No shared underlying change." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated functionality: learning-rate scheduling vs. Wav2Vec2 alignment/time-offset extraction." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "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": "76b19b55d55dcd5bf43ef24913ed28df553b440c0bfccacacdc3879cc9f57e42", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues only weakly resemble each other at a very broad NLP/model-loading level, but they describe different problems: tokenization mismatch, a private-model authentication/error-message issue, and a specific failure loading bert-base-uncased. They do not look like duplicates of one underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-sounding of the three, with the most discussion and a direct model-loading failure title, so it is the best representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best single issue to anchor the cluster because it is the most general model-loading report and has the highest discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization differing from TensorFlow code is a tokenizer/processing discrepancy, while the other issue is about loading bert-base-uncased. They concern different failure modes and code paths." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "A bad error message when downloading a private model without login is an auth/error-handling problem, not the same as an inability to load bert-base-uncased." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "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": "f5714d5029d015d5eb1e031def1de875b6f396f09ffd4159754982b5d66ac295", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1587, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1587, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests Flash Attention 2 support across more architectures, while the other requests GGUF support across more architectures. They share only a broad phrasing pattern, not the same feature or code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the requests concern different subsystems and different feature work; the similarity is only superficial.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: Flash Attention 2 architecture support and GGUF architecture support are distinct feature requests with different implementation paths and targets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "0704df30e24d00def90f104ca3fa31728aa8012c5f8fe81eac914d22783aedff", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly separate i18n translation requests rather than one duplicate bug; only the near-identical template issues and the exact same-title Thai pair look mergeable.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43834 is the best representative of the largest near-identical generic translation-request subgroup: it is earliest, has the broadest overlap with close matches, and looks like the central duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue representative because it sits in the densest cluster of nearly identical titles/bodies and is the clearest canonical anchor among the issue duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target-language translation request; similar template text is not enough to make these the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target-language translation request; related i18n topic, but not the same change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different language request; same translation-doc theme, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language request; should not be merged as a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation requests are distinct work items, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Different language request; similarity is only at the template level." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; same broad subsystem, but not the same change." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language request; not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; similar template body does not make it a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic template issues." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; not the same underlying change." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different language request; the overlap is only in the translation-doc template." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "The titles do not indicate the same concrete request; body similarity alone is too weak here." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "The titles do not indicate the same concrete request; too much ambiguity to merge." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic title/template and near-identical body; looks like a duplicate translation-request issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic title/template and near-identical body; very likely the same issue reported twice." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Titles are not the same and the visible topic differs; template similarity alone is insufficient." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Titles are not the same and the visible topic differs; do not merge on body similarity alone." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different title/topic; only the template text looks similar, which is not enough." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic title/template with highly similar bodies; this looks like a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different visible title/topic; not enough evidence that this is the same request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different visible title/topic; body similarity alone is too ambiguous." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different topic; reject despite generic-body similarity." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different visible title/topic; should not be merged as the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different visible title/topic; too ambiguous to accept." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different topic; not the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same title and same-sized body; this is the clearest duplicate pair in the set." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different title/topic; no evidence of the same underlying request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different title/topic; the similarity appears incidental." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: the Turkish/Spanish/Romanian items are clearly distinct language-specific requests, the three generic i18n template issues are plausibly duplicate-like based on identical titles/high similarity, and the Thai pair has identical titles and matching body length. The soft-edge verdicts are conservative overall, with no obvious overstatement beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "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": "146dfe940068631094e105cfcac1bf7db19e29f24892803b0e0a17eba390a741", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are mostly unrelated feature requests spanning different model families and tasks (keypoint matching, BERT variants, detection, audio ASR/TTS, OCR, etc.). The apparent similarity is largely templated wording like \"Add/Support model,\" not a shared underlying bug or change, so this is not a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out: the items describe different models, modalities, and code paths rather than one underlying request.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for duplicate triage because the cluster is too heterogeneous; any pick would overstate duplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint-related, but they request different models/features (RoMa matcher vs LoMa detector+matcher), so not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different domains: keypoint matching versus adding a MiniCPM3 architecture." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config and DEIMv2 are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert configuration work is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "These are separate model requests for different architectures (EuroBert vs RF-DETR)." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert and XiaoMi MiMo are distinct model families with no shared code-path issue." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different vision models, not one duplicate request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection (RF-DETR) and audio model support (LFM2.5 Audio) are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer request are different model changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR versus Qwen3-ASR are different tasks and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct model requests with different implementations." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT versus a sparse-transformer request is not a duplicate." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different modalities and code paths." + }, + { + "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 models are different requests, not one underlying change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support is not the same as adding a sparse-transformer model." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests with no shared duplicate scope." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are unrelated changes." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and XiaoMi MiMo are separate requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A BERT-like RoPE request and Voxtral TTS support do not share the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are related only by broad theme, not by the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support and XiaoMi MiMo are unrelated model additions." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like model support and a personal-name issue are clearly unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different models and different code paths." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are separate model support requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and the Mirko Privitera issue are not the same underlying bug/change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are same vendor but different modalities/tasks; they would not merge into one PR safely." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but they target different models and implementation paths." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and a sparse-transformer model request are different changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio-model support requests, not one concrete fix." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support does not overlap with adding a weight-sparse transformer." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR and TTS are different tasks, and these are different model families." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate model requests, not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the Mirko Privitera issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the Mirko Privitera issue are clearly unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "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": "eef7196dd5804f53be4d77246eafb40ce5ac1a241a73744ee9983c2c05f180b5", + "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, and the other is a Vision RoPE refactor. There is no duplicate relationship here.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these are different topics in different areas, with no shared targets or concrete overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global anchor for this cluster because they do not describe the same underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: a documentation/framework listing request is not the same underlying change as a Vision RoPE refactor, and there is no shared code path or concrete overlap." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "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": "9908cbdf95831c8a8c28945feeec8bf4c9d5ecac1405da1dd0e85de6af436f41", + "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 a vague request about block decoding, while the other is a model-specific feature request for DeepSeek v3.2 support. They may both relate to inference/backend work, but they describe different underlying changes.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the requests target different features and are not the same bug or change. If one must be chosen as the cluster representative, 43037 is clearer and more specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43037 is the better representative because it is a concrete, self-contained support request with a specific target (DeepSeek v3.2), whereas 41084 is broader and less explicit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests: 'Set Block Decoding' and 'DeepSeek v3.2 support' do not describe the same underlying bug or change, and there is no shared target or code path evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "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": "0a5ee9021e0420b3fbb5ca1d5d77ce018b1143613a39fd879e166a42ee83cbfe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about memory-optimization ideas, but they target different components and different changes: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other asks to integrate TiledMLP. They do not look like the same underlying bug or feature request.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested features in different code paths (logits loss flag vs TiledMLP integration); shared memory-footprint theme 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": 10, + "component_count": 27, + "review_unit_index": 1, + "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": "79c3f02c646fc6ce3ccb57c2bb1563d2c9af4e8babab9df644d0ec8abf466508", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues both mention custom trainer extensibility, but they are about different behaviors: one is about `remove_unused_column` handling, the other about FLOPS estimation for custom trainers. They are not the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more concrete and code-specific request, centered on `Trainer.remove_unused_column` customizability.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the better representative issue because it identifies a specific Trainer behavior and likely actionable code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related only at a high level (custom trainer support), but they target different functionality: column removal vs FLOPS estimation." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "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": "dd564f7bf09c999273e3261896cb91b789287105a91c871ba84fc847a020602a", + "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": "The two issues are only loosely related by theme (Qwen auto-class support) but target different model families and different features: one is about registering Qwen3-Omni for AutoModel/AutoModelForConditionalGeneration, the other is about adding AutoModelForSequenceClassification support for Qwen3.5. They are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If one must be chosen, issue 43684 is the better canonical because it is broader and more central to auto-class registration support, while 44405 is a separate task-specific request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the strongest representative of the cluster because it concerns a generic registration gap in the auto-model APIs; however, the pair is not truly duplicate-worthy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. They share a broad ecosystem but not the same concrete bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "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": "fc3ac903d3f4bd3c381932e6c4edd6cc23f6650fe2fa6e3f8dc2567f09ee5e91", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issues 43845, 43846, and 43859 share the same title ('huggingface ') and are plausible duplicates; 43835 ('Fett') looks separate and should not be merged into that cluster.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43859 is the strongest canonical pick within the 'huggingface ' group because it shares the exact title with the other two and is the latest of the three, with some discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43859 is the best issue candidate for the 'huggingface ' cluster since it has the same title as the others, is the most recent, and has a bit more activity than the other two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface ') and no other evidence tying them to the same report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence that they describe the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "'Fett' does not match the 'huggingface ' reports, so there is no basis to treat them as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title and nearly the same creation time, which is consistent with duplicate reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title, with 43859 appearing as another report of the same issue despite being later." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and the same soft similarity signal as the other 'huggingface ' pairs, so they look duplicate-like." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is partly grounded, but several claims overstate the packet. It is safe to say the three 'huggingface ' issues share the same title and that issue:43835 ('Fett') is different. However, the canonical/best-issue reasons go beyond the evidence by calling the other reports 'essentially identical placeholders' and 'same placeholder-style content'\u2014the packet only shows title similarity, timestamps, and minimal activity, not body content or placeholder semantics. Also, 'closely related timing' is a bit strong for issue:43859 versus the earlier two. Please keep the duplicate rationale limited to the observed soft similarity and avoid asserting identical underlying content." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "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": "6797cdb025b087baf4bbbd7b7c600556578510fc1795207f4744aba9543566f3", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "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 mostly low-information spammy or off-topic issues with only superficial title similarity; none share a concrete underlying bug or actionable request.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44572 is the earliest of the exact \"\" reports and is the clearest representative of the repeated spam-like items, though the cluster as a whole does not form a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44572 is the best single representative for manual triage because it is an exact spam placeholder and matches another identical spam issue, but it is not a substantive canonical bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles with no shared concrete bug or change to deduplicate." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: identical spam-style placeholders, but no underlying actionable issue is described." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; they do not describe the same problem." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a community benchmark tip; unrelated topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a 'Google LLC' message; no common bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion and spam placeholder are not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation request versus spam placeholder; no shared actionable issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "These are both spam placeholders, but there is no concrete bug/change to merge beyond superficial duplication." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and benchmark tip are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus 'Check out \"Google LLC\"'; no shared underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and benchmark tip do not refer to the same problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus 'Check out \"Google LLC\"'; unrelated." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "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": "e0dbeebf7431ee553681add5c8eee9bdf3b9e1fe13d4c6f10967c83eacd85aea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are likely duplicates: they share the exact title and a soft-similarity signal, but the packet does not expose the full bodies, so this should be treated as a probable rather than definitive match. #45145 remains the best canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.76, + "canonical_issue_reason": "#45145 is the earliest of the pair and already has an inbound reference, so it is the strongest canonical target for this likely duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative issue because it is the first-created copy of what appears to be the same report, and it has the stronger existing linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Probable duplicate: the titles are identical and the soft-similarity signal supports a shared underlying report, but the packet does not include body text, so this should be treated conservatively rather than as a definitive duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is reasonable, but the duplicate verdict is overstated for the packet. The evidence shown only supports same title plus a soft-similarity signal; the bodies/descriptions are not included, so calling this a \"clear duplicate pair\" or \"near-identical\" is stronger than the packet justifies. Please downgrade to a more conservative, probabilistic assessment or cite direct body evidence if available." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "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": 27, + "review_unit_index": 1, + "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": "c6dd57992f6102195702a3672c9fd11dc315206bd0e19472d20155cc4d9f3f59", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated one-off name/date entries and do not describe the same bug or request, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different people and different dates; no shared problem statement or actionable overlap, so this is not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "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": "f49aca81abe9b21dbc4d20d213fcb47d93d09a4b1163b3928594c707b7858406", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated personal-name/date entries with no shared subject, code context, or discussion indicating duplication.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice because they describe different people and different dates, with no evidence of a shared underlying bug or task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles refer to different names and dates; there is no indication they describe the same problem or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "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": "e3407f466a4136c19d876441cf32df52d17ec8061111316ce3cf03cc2ab688b0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open issues are not duplicates: one requests a new token-classification model head for Qwen3_5, while the other asks for FP8 training support. They target different code paths and different feature areas.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46295 is the broader, more general feature request and has inbound attention, but it is still unrelated to 45810; there is no true duplicate pair here.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical duplicate for the other. If a single representative is needed, 46295 is the more general platform feature request, while 45810 is a specific model-head addition request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests with different underlying changes: adding Qwen3_5ForTokenClassification versus enabling FP8 training. They do not describe the same bug or change, so this soft match should be rejected." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "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": "66fbcbc1aba291238813a319d56d7fde3de200111a7b688493c84762a102d246", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster looks like two strong duplicate candidates, not proven exact duplicates: 45870/45871 and 45872/45873 have identical titles, matching body lengths, and soft-similarity signals. 45869 is only thematically related and does not look like a duplicate. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45870 is the best canonical representative for the first likely duplicate pair because it is the earlier of the two identical-title posts and has a clean, generic example title. The cluster also contains a separate likely duplicate pair at 45872/45873.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the strongest single representative in this set: it is part of a high-similarity duplicate candidate pair, appears earliest among the repeated example issues, and is more neutral than the unrelated dataset post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad financial/DataForge theme, but the titles describe different artifacts: a dataset bundle versus an example prediction writeup. Not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same broad financial/DataForge theme, but the titles describe different artifacts: a dataset bundle versus an example prediction writeup. Not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Strong duplicate candidate: identical title, identical body length, and soft-similarity evidence. This looks like the same issue content, though exact duplication is not proven from metadata alone." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related only by the same project/domain. The titles point to different requests: an example prediction post versus a time-series/scraping service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related only by the same project/domain. The titles point to different requests: an example prediction post versus a time-series/scraping service request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related only by the same project/domain. The titles point to different requests: an example prediction post versus a time-series/scraping service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related only by the same project/domain. The titles point to different requests: an example prediction post versus a time-series/scraping service request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Strong duplicate candidate: identical title, identical body length, and soft-similarity evidence. This looks like the same issue content, though exact duplication is not proven from metadata alone." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary and duplicate judgments overstate the evidence. The packet only shows identical titles and matching body lengths for 45870/45871 and 45872/45873, plus soft-similarity flags; it does not prove exact duplicates. Please downgrade to conservative language such as \"likely duplicate candidates\" or \"strong duplicate candidates\". The 45869 non-duplicate assessment and the note that no PRs are present are grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "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": "b3f16c1a21292edba5efb2266b3d5e0fb39b59633cc7d89fc169f5bdbb7f60d2", + "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": "The two issues are closely related static-cache/linear-attention failures, but they do not look like the same exact bug report: one describes shape corruption during `early_initialization`, the other a Qwen3.5 `KeyError` for `linear_attention`.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader underlying problem in static cache initialization affecting linear-attention layers and points to the likely root cause more directly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative for the cluster: it is broader, more root-cause oriented, and more likely to subsume model-specific crash reports like 46441.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related area, but the failure modes differ (`RuntimeError` from shape corruption vs `KeyError: 'linear_attention'`), so this does not look like the same underlying bug with enough certainty 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": 21, + "component_count": 27, + "review_unit_index": 1, + "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": "6f65edee3cfc55a7fe62eff46dc6e9859f44dd8a0b5962284d39dbe5550f03f7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-exact duplicates describing the same Wav2Vec2CTCTokenizer v5 special-token regression; issue #46552 is the better canonical thread because it is open and already has inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is open and appears to be the active duplicate target, while #46551 is already closed; both titles/bodies describe the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to keep as the main tracker since it is the active open report and has existing references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "The titles and body content are identical and describe the same tokenizer bug, so these are duplicate reports of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet: both issues have identical titles and body lengths, and #46552 is indeed open with inbound references while #46551 is closed. The duplicate/canonical-thread conclusion is conservative and supported by the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "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": "a80627fb4b4cb9bd13ef9d98011a336b9a78f0fb04cbeb44b880ec74400efd9c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different training failures: one is a tensor shape mismatch during object detection training, the other is an out-of-memory problem after several epochs in RT-DETR v2. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46657 is the more concrete bug report, with a specific tensor-size mismatch error in object detection training; #46692 describes a different failure mode (OOM) and is not the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the best issue candidate because it identifies a precise runtime mismatch and is more likely to map to a specific fix or regression than the broader OOM report in #46692.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "These are different symptom classes: tensor shape mismatch versus memory exhaustion. They may occur in training, but there is no indication they stem from the same underlying bug or would be fixed by the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "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": "1d69164f83d70a8dbe9a23efef2266ad77b44a4a13b61ff29f1d0ec3f639d658", + "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 are both model-loading / dispatch issues, but they describe different failure modes in different code paths: one is ZeRO-3 zero.Init missing partitioning for a composite submodule causing OOM, the other is 4-bit load_in_4bit with device_map='auto' incorrectly placing modules on CPU and raising a ValueError. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is the better canonical issue because it is more specific about the failing path (ZeRO-3 zero.Init, composite minimax_m3_vl language submodule, multi-GPU OOM) and appears to target a concrete partitioning bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the strongest representative of its own bug class due to its precise reproduction context and explicit symptom chain; 46823 is a separate auto-device-map / quantization dispatch problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying problems: ZeRO-3 partitioning/OOM versus 4-bit auto device mapping to CPU with ValueError. Similar broad theme, but not the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-13", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47102|issue:47120", + "issue:47053|issue:47120", + "issue:47049|issue:47120", + "issue:46998|issue:47120", + "issue:47102|issue:47182", + "issue:47053|issue:47182", + "issue:47037|issue:47182", + "issue:47091|issue:47182" + ], + "prepared_review_unit_hash": "bb984fcc3159f74846fe30127ae21e41c6b94a8de974fce00486e29f8536bd2c", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 22737, + "estimated_input_tokens": 5685, + "estimated_eval_tokens": 11626 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 22737, + "estimated_input_tokens": 5685, + "estimated_eval_tokens": 11626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a run of near-identical daily triage issues for Serge integration failures, but each item is a separate dated report rather than the same underlying bug. I found no true duplicate pair to merge; the similarity is driven by the shared template and subsystem name.", + "confidence": 0.96, + "canonical_issue_reason": "issue:47182 is the best representative because it is the newest open triage thread and the only currently active item in the series.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47182 is the most suitable issue to keep as the live reference point, but only as a representative triage tracker\u2014not because the others are duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Different dated triage reports (2026-06-26 vs 2026-06-27); same template, but not the same incident." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Separate daily triage entries for different dates, not one bug report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Distinct day-specific triage issue, despite very similar wording." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "These are consecutive daily triage issues, not the same underlying failure." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Different report date and likely different integration run; similarity is only templated." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Two separate daily triage reports; no evidence of the same concrete bug." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same series of template-matched triage issues, but different day-specific reports." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Not duplicates; they track different dates in the triage sequence." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "Different dated triage items, not one shared issue." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Separate daily integration triage reports with the same structure only." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Distinct dated triage entries; no shared concrete failure is shown." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different daily reports, so not mergeable duplicates." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same recurring triage template, but different report day and likely different run." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Not the same issue; these are day-separated triage threads." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Different dated integration-failure triage reports." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Separate daily triage issues, not the same bug fix target." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same broad triage stream, but different concrete report instances." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Distinct day-specific reports; similarity is superficial." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Not duplicates; they correspond to different dates in the triage run." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different dated triage tickets, not a single underlying defect." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Separate daily integration-failure reports." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different day and likely different failing integration run." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same template, but these are distinct triage entries." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "No evidence these two reports describe the same exact failure." + }, + { + "left": "issue:46998", + "right": "issue:47120", + "accept": false, + "reason": "Day-separated triage issues; do not collapse as duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Different dated triage reports in the same series." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Separate reports, not one underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same subsystem and template, but different incident dates." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Not the same concrete bug; these are distinct daily triage issues." + }, + { + "left": "issue:47037", + "right": "issue:47182", + "accept": false, + "reason": "Different dated triage threads, so they should not be merged." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Separate day-specific triage reports." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "No same-incident evidence; just matching triage wording." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Different daily integration failure reports." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Distinct triage issues for different dates." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same template, but not the same bug report." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "Different day and distinct report context." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Separate daily triage threads, not duplicates." + }, + { + "left": "issue:47091", + "right": "issue:47182", + "accept": false, + "reason": "Different dated integration-failure triage items." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "These appear to be consecutive daily triage reports, not one issue." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Different report dates; similarity is only in the shared template." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Both are triage reports for different days, so 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": 25, + "component_count": 27, + "review_unit_index": 1, + "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": "38104e944d46bc6f776d39ba53dc70a5235504bed553489084ab03dbc0e44d21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1491, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1491, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-exact duplicates: same title, very high textual similarity, and no evidence of different scopes or separate bugs. One should be treated as the canonical tracker for RWKV7 support and the other closed as a duplicate.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the better canonical choice because it has slightly more discussion activity, suggesting it is the more active or consolidated thread for the same request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is suitable as the primary issue for this cluster since it matches the duplicate request exactly and appears to be the more active discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, highly similar content, and no differentiating scope; these are the same underlying feature request for RWKV7 model support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, high soft-similarity, and issue #46984 has more discussion activity, so selecting it as the canonical thread is conservative and reasonable. The soft-edge acceptance is also supported by the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "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": "88b8422f7c428dc52cbc8e40c9da3dcf52c9a9d09e84836a71c71eb109979992", + "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": "These two closed issues are topically related to AI-driven vulnerability discovery, but they read like separate writeups/articles rather than the same underlying issue. The overlap is broad and thematic only.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 47015 is the broader, more general title and is the best single representative if one must be chosen, but the pair does not look like duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "47015 is the most umbrella-like issue in the pair, but neither issue is a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Both discuss AI-based vulnerability discovery, but the titles point to different conceptual pieces: one is about lessons from advanced LLMs and the other about a novel transformer application. No explicit links, shared files, or shared targets indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "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": "b7c701896e194fbbcc8decb999ab46a687cd197dec727a119197b9de175eae58", + "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 cluster contains two near-identical open issues describing the same bug; issue 47139 has slightly more inbound references and is the better canonical representative.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 47139 is the stronger canonical choice because it has the same title/content as 47138 and already has more inbound references, suggesting it is the more visible reference point.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47139 is the best overall issue candidate: it matches the duplicate exactly and appears to be the more established thread for the same bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Exact same title and apparently the same report; these are duplicates about the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two open issues have identical titles, identical body length, and a soft-similarity score of 1.0. Choosing issue 47139 as the canonical representative is also conservative because it has more inbound references (2 vs 0)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-52", + "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:46836", + "pull_request:46895", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47034", + "pull_request:47035", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "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:47184", + "pull_request:47198", + "pull_request:47202", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47218" + ], + "soft_pairs": [ + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46954|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47072|pull_request:47089", + "pull_request:47202|pull_request:47204", + "pull_request:47077|pull_request:47078", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:46266|pull_request:46957", + "pull_request:47166|pull_request:47173", + "pull_request:44517|pull_request:47082", + "pull_request:47035|pull_request:47202", + "pull_request:46912|pull_request:47179", + "pull_request:47034|pull_request:47035", + "pull_request:47163|pull_request:47173", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:46376|pull_request:47202", + "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", + "pull_request:47069|pull_request:47089", + "pull_request:46196|pull_request:46995", + "pull_request:47089|pull_request:47113", + "pull_request:46376|pull_request:46995", + "pull_request:46912|pull_request:47173", + "pull_request:46196|pull_request:47202", + "pull_request:46995|pull_request:47181", + "pull_request:47207|pull_request:47218", + "pull_request:44775|pull_request:47077", + "pull_request:46995|pull_request:47143", + "pull_request:47082|pull_request:47108", + "pull_request:46196|pull_request:47179", + "pull_request:46267|pull_request:47181", + "pull_request:47093|pull_request:47181", + "pull_request:47179|pull_request:47210", + "pull_request:44517|pull_request:46376", + "pull_request:47204|pull_request:47207", + "pull_request:44775|pull_request:47181", + "pull_request:47093|pull_request:47143", + "pull_request:47077|pull_request:47210", + "pull_request:47175|pull_request:47179", + "pull_request:47093|pull_request:47163", + "pull_request:46266|pull_request:47216", + "pull_request:47163|pull_request:47179", + "pull_request:46836|pull_request:47218", + "pull_request:46376|pull_request:47218", + "pull_request:44775|pull_request:46836", + "pull_request:47108|pull_request:47216", + "pull_request:47082|pull_request:47210", + "pull_request:46912|pull_request:47078", + "pull_request:46836|pull_request:47178", + "pull_request:47108|pull_request:47204", + "pull_request:46957|pull_request:47216", + "pull_request:47082|pull_request:47181", + "pull_request:47166|pull_request:47218", + "pull_request:46912|pull_request:47082", + "pull_request:47035|pull_request:47089", + "pull_request:46895|pull_request:47207", + "pull_request:44775|pull_request:46376", + "pull_request:43451|pull_request:44775", + "pull_request:47035|pull_request:47198", + "pull_request:46376|pull_request:47173", + "pull_request:47035|pull_request:47204", + "pull_request:46196|pull_request:46376", + "pull_request:47113|pull_request:47204", + "pull_request:46266|pull_request:46376", + "pull_request:47035|pull_request:47069", + "pull_request:47035|pull_request:47113", + "pull_request:47069|pull_request:47113", + "pull_request:46266|pull_request:47034" + ], + "prepared_review_unit_hash": "22cd4e38a323271547321024c74a5558c724f2cb688e9dbfc2d2a15121402261", + "component_budget": { + "node_count": 52, + "item_count": 52, + "soft_pair_count": 153, + "serialized_chars": 190750, + "estimated_input_tokens": 47688, + "estimated_eval_tokens": 95632 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 72, + "serialized_chars": 135001, + "estimated_input_tokens": 33751, + "estimated_eval_tokens": 67758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated PRs; the only clear duplicate subgroup is the CohereASR training-loss double-shift fixes. Most other soft edges are different models, different docs, or different infrastructure changes and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the cleanest representative of the only real duplicate subgroup: it fixes the same CohereASR double-shift bug as the nearby CohereASR PRs, is narrowly scoped, and has the most direct issue-linked implementation.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must be chosen as the representative for this cluster, 47090 is the best fit because it is the most focused and clearly documented instance of the CohereASR loss-shift fix; the rest of the cluster is too heterogeneous to serve as a single canonical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same underlying CohereASR loss double-shift bug in the same code path; both change the loss call to stop shifting labels twice." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift fix in the same files; 46958 is broader overall, but the CohereASR change is the same bug." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Different changes: GlmASR Pytest-failure cleanup versus CohereASR/PPFormulaNet training-loss fixes." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Unrelated code paths: ASR loss handling versus a MusicGen generate typo." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Different subsystems: chat template JSON-schema parsing versus AqlmConfig validation messages." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both touch Docker tooling, but they solve different problems: removing a builder workflow versus adding exporter test dependencies." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs edits, but one is a translation patch and the other is wording/toc cleanup; not the same change." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Unrelated infrastructure changes: dependabot-friendly doc-builder comments versus deleting the CI docker-image builder." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Different docs topics: Japanese DistilBERT translation versus kv-cache documentation updates." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test fixes for different features; shared accelerator language is too broad to treat as the same change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different objectives: DINO conversion/modernization work versus finegrained FP8 decoding changes." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Different test suites and different issues: quantization output updates versus XPU expectation fixes." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Different model additions: Qwen3-TTS versus RoMa keypoint matcher support." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Related Neuron theme, but not the same bug/change: an experiment script update versus a torch-compile default backend tweak." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "Different scope: RoPE test expansion versus Granite/GraniteMoE SWA model support." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Different areas: flash-linear-attention availability versus paged-attention XPU test support." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both concern attention, but they target different mechanisms: SDPA dispatch for audio models versus packed-row varlen attention routing." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Completely different changes: multimodal continuous batching versus docker-image builder removal." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter work is unrelated to adding exporter test deps in torch-light Docker." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model additions: Param2MoE versus Cosmos3 Edge." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Unrelated fixes: nullable num_labels property versus AqlmConfig error-message wording." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different attention-related work on different code paths and backends; not the same bug." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "AqlmConfig validation messages versus audio feature/proc requirement annotations are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Different features: multimodal continuous batching versus flash-linear-attention backend availability." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE testing changes are unrelated to XPU expectation adjustments." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "Different subsystems entirely: audio SDPA support versus docker image cleanup." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Flash-linear-attention availability and Cosmos3 Edge support are unrelated changes." + }, + { + "left": "pull_request:47207", + "right": "pull_request:47218", + "accept": false, + "reason": "Different fixes: Swin2SR padding logic versus test image-loading refactor." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "Unrelated documentation changes: N-D parallelism docs versus Japanese DistilBERT translation." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", + "accept": false, + "reason": "Different topics: XPU paged-attention tests versus Granite SWA model support." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47218", + "accept": false, + "reason": "Unlimited OCR support and test image-loading refactor are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47218", + "accept": false, + "reason": "Continuous batching multimodal support versus test image-loading refactor are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:46836", + "accept": false, + "reason": "Different docs and model-support changes; only shared documentation context." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47216", + "accept": false, + "reason": "Doc-builder comment cleanup is unrelated to compressed-tensors FP8 support." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model additions: RoMa versus Cosmos3 Edge." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE test work is unrelated to RoMa model support." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47089", + "accept": false, + "reason": "Torch-compile backend defaults and AqlmConfig error wording are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47207", + "accept": false, + "reason": "CohereASR loss-shift fix and Swin2SR padding fix are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:46376", + "accept": false, + "reason": "Docs-only N-D parallelism update versus continuous batching feature work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44775", + "accept": false, + "reason": "Molmo2 model support and N-D parallelism docs are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions: OpenPangu-V2 versus NeuCodec." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47210", + "accept": false, + "reason": "Japanese docs translation versus packed SDPA attention routing are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "OpenPangu-V2 and Cosmos3 Edge are different model-support PRs." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "CI test expectation updates for OLMo3 versus Granite SWA model support are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47216", + "accept": false, + "reason": "Finegrained FP8 decoding and compressed-tensors FP8 support are different quantization/export changes." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47181", + "accept": false, + "reason": "RoMa keypoint matcher support and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47218", + "accept": false, + "reason": "Quantization test updates versus image-loading test refactor are unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47069", + "accept": false, + "reason": "Neuron torch-compile backend default and nullable num_labels are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47207", + "accept": false, + "reason": "CohereASR training-loss fix and Swin2SR padding fix are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", + "accept": false, + "reason": "Different model support versus paged-attention test support." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "DINO modernization work and Neuron SFT experiment scripts are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model-support PRs with no shared underlying bug or change." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Granite SWA model support and packed SDPA attention routing are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47202", + "accept": false, + "reason": "Finegrained FP8 decoding and docker builder removal are unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47181", + "accept": false, + "reason": "Doc-builder pin comment cleanup is unrelated to Cosmos3 Edge model support." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47216", + "accept": false, + "reason": "Japanese documentation updates and compressed-tensors FP8 support are unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47216", + "accept": false, + "reason": "OLMo3 CI expectation adjustments and compressed-tensors FP8 support are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47216", + "accept": false, + "reason": "RoMa model support and compressed-tensors FP8 support are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47216", + "accept": false, + "reason": "OpenPangu-V2 model support and compressed-tensors FP8 support are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47216", + "accept": false, + "reason": "Paged-attention test support and compressed-tensors FP8 support are unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47202", + "accept": false, + "reason": "Neuron training experiment work and docker builder removal are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47181", + "accept": false, + "reason": "Quantization backend work and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47179", + "accept": false, + "reason": "Japanese docs translation and Granite SWA model support are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Quantization test changes and accelerator test-skip changes are unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47218", + "accept": false, + "reason": "Flash-linear-attention availability and image-loading test refactor are unrelated." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47113", + "accept": false, + "reason": "Chat schema parsing and audio requirement cleanup are unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47204", + "accept": false, + "reason": "Doc-builder comment cleanup and exporter-test Docker deps are unrelated." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47216", + "accept": false, + "reason": "Docker builder removal and compressed-tensors FP8 support are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47218", + "accept": false, + "reason": "Model-support PR and test image-loading refactor 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": 33, + "review_unit_index": 2, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-52", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "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:47034", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47096", + "pull_request:47108", + "pull_request:47113", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47175", + "pull_request:47178", + "pull_request:47181", + "pull_request:47184", + "pull_request:47198", + "pull_request:47207", + "pull_request:47210", + "pull_request:47216", + "pull_request:47218", + "pull_request:47219" + ], + "soft_pairs": [ + "pull_request:47034|pull_request:47108", + "pull_request:47069|pull_request:47082", + "pull_request:46376|pull_request:47207", + "pull_request:47003|pull_request:47178", + "pull_request:43451|pull_request:47078", + "pull_request:47078|pull_request:47096", + "pull_request:46912|pull_request:47113", + "pull_request:47003|pull_request:47078", + "pull_request:47113|pull_request:47175", + "pull_request:47175|pull_request:47207", + "pull_request:44517|pull_request:47181", + "pull_request:43451|pull_request:46266", + "pull_request:46376|pull_request:47198", + "pull_request:43451|pull_request:44517", + "pull_request:47077|pull_request:47216", + "pull_request:47069|pull_request:47175", + "pull_request:44517|pull_request:47143", + "pull_request:46658|pull_request:46895", + "pull_request:43451|pull_request:46957", + "pull_request:46957|pull_request:47096", + "pull_request:46376|pull_request:47184", + "pull_request:46957|pull_request:47003", + "pull_request:47077|pull_request:47198", + "pull_request:43451|pull_request:47089", + "pull_request:43451|pull_request:46895", + "pull_request:46895|pull_request:47090", + "pull_request:46958|pull_request:47090", + "pull_request:46895|pull_request:46958", + "pull_request:47218|pull_request:47219", + "pull_request:47166|pull_request:47184", + "pull_request:46912|pull_request:47175", + "pull_request:46658|pull_request:46836", + "pull_request:47163|pull_request:47166", + "pull_request:47163|pull_request:47184", + "pull_request:46509|pull_request:47143", + "pull_request:46509|pull_request:47181", + "pull_request:46509|pull_request:47163", + "pull_request:46376|pull_request:46509", + "pull_request:43451|pull_request:46836", + "pull_request:46376|pull_request:47181", + "pull_request:46509|pull_request:46836", + "pull_request:46836|pull_request:47143", + "pull_request:46836|pull_request:47163", + "pull_request:47143|pull_request:47181", + "pull_request:46376|pull_request:47143", + "pull_request:43451|pull_request:46509", + "pull_request:47163|pull_request:47181", + "pull_request:46376|pull_request:47163", + "pull_request:46376|pull_request:47034", + "pull_request:46658|pull_request:47143", + "pull_request:47163|pull_request:47210", + "pull_request:46196|pull_request:47143", + "pull_request:47143|pull_request:47163", + "pull_request:47077|pull_request:47181", + "pull_request:47034|pull_request:47216", + "pull_request:47143|pull_request:47210", + "pull_request:47181|pull_request:47198", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47175", + "pull_request:47096|pull_request:47175", + "pull_request:47003|pull_request:47175", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47096", + "pull_request:46658|pull_request:47003", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:43451|pull_request:47198", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47034", + "pull_request:47034|pull_request:47096" + ], + "prepared_review_unit_hash": "50815708f205323d1ad6db151af675b21d75b236ef39186307b5454bc083e665", + "component_budget": { + "node_count": 52, + "item_count": 52, + "soft_pair_count": 153, + "serialized_chars": 190750, + "estimated_input_tokens": 47688, + "estimated_eval_tokens": 95632 + }, + "budget": { + "node_count": 37, + "item_count": 37, + "soft_pair_count": 72, + "serialized_chars": 120646, + "estimated_input_tokens": 30162, + "estimated_eval_tokens": 60580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: many are unrelated model adds, docs tweaks, or test-only changes. The only clear duplicate family is the CohereASR training-loss double-shift fix trio, plus one tightly related test refactor pair for COCO image loading.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:47090 is the strongest canonical PR anchor: it has the explicit issue target, covers the same CohereASR loss-shift code path as the earlier variants, and is the most complete expression of that fix.", + "best_issue_reason": null, + "best_pr_reason": "If a single PR must represent the cluster, 47090 is the best choice because it is the clearest true duplicate family in the set; the rest of the items are mostly unrelated changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47034", + "right": "pull_request:47108", + "accept": false, + "reason": "Neuron SFT experiment code vs a doc-builder pin comment; unrelated changes." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47082", + "accept": false, + "reason": "One is a num_labels typing/None behavior fix, the other adds a new model; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47207", + "accept": false, + "reason": "Continuous batching multimodal support vs Swin2SR padding fix; different subsystems and bugs." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47178", + "accept": false, + "reason": "OpenVINO exporter work vs SigLIP checkpoint path cleanup; not the same concrete change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Molmo2 model support vs Japanese doc wording; unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47096", + "accept": false, + "reason": "Japanese docs wording vs exportability work for Kimi; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47113", + "accept": false, + "reason": "RoPE test updates vs audio feature/proc requirement annotations; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47078", + "accept": false, + "reason": "OpenVINO exporter vs Japanese docs wording; no shared underlying bug or change." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Audio requirements fix vs Olmo3 CI expectation tweak; unrelated test maintenance." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47207", + "accept": false, + "reason": "Olmo3 CI value updates vs Swin2SR over-padding fix; different issues." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47181", + "accept": false, + "reason": "Qwen3-TTS support vs Cosmos3 Edge support; both are model additions, but not the same model or code path." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 support vs DINO conversion/modernization; unrelated model families." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47198", + "accept": false, + "reason": "Continuous batching multimodal support vs GPTBigCode/GPTNeoX backend fixes for vLLM; separate code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Molmo2 and Qwen3-TTS are distinct model integrations; not duplicates." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47216", + "accept": false, + "reason": "Japanese doc translation vs compressed-tensors fp8 support; unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "num_labels None behavior fix vs Olmo3 CI test updates; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47143", + "accept": false, + "reason": "Qwen3-TTS vs NeuCodec model support; both add models, but not the same change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46895", + "accept": false, + "reason": "Step-3.7 Flash work vs CohereASR loss-shift fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Molmo2 model addition vs finegrained FP8 v4 kernel/export changes; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47096", + "accept": false, + "reason": "Finegrained FP8 v4 kernel/export changes vs Kimi exportability work; related only broadly to export, not the same concrete fix." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47184", + "accept": false, + "reason": "Continuous batching multimodal support vs test-annotation changes for Qwen3-Next/VideOMT; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47003", + "accept": false, + "reason": "Finegrained FP8 v4 vs OpenVINO exporter; different exporter/quantization work." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47198", + "accept": false, + "reason": "Doc translation vs backend/vLLM fixes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47089", + "accept": false, + "reason": "Molmo2 support vs AqlmConfig error-message cleanup; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46895", + "accept": false, + "reason": "Molmo2 model support vs CohereASR training-loss fix; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift loss bug in the same files; 47090 is a refined version of 46895." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss-shift bug and same code path; these are duplicate fixes for the same issue." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Both patch the same CohereASR training-loss double-shift problem in the same model code." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47219", + "accept": true, + "reason": "Both refactor the same COCO image-loading test flow to use load_test_image and address the same integration failures." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are test updates, but for different models and different failures; not the same underlying change." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "RoPE tests vs Olmo3 CI updates; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7 Flash WIP vs Unlimited OCR model support; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU tests vs quantization test expectation changes; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Paged-attention XPU test support vs Qwen3-Next/VideOMT accelerator test edits; unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni support vs NeuCodec support; distinct model integrations." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47181", + "accept": false, + "reason": "Nemotron Omni support vs Cosmos3 Edge support; different models and code paths." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Continuous batching multimodal support vs Nemotron Omni model support; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 vs Unlimited OCR; both model additions, but not the same model or fix." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47143", + "accept": false, + "reason": "SDPA dispatch support for wav2vec2-related models vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "Unlimited OCR vs NeuCodec; separate model additions." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47163", + "accept": false, + "reason": "Unlimited OCR model support vs paged-attention XPU tests; unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "NeuCodec vs Cosmos3 Edge are different model integrations." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47143", + "accept": false, + "reason": "Continuous batching multimodal support vs NeuCodec support; not the same code-path problem." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 and Nemotron Omni are unrelated model additions." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47181", + "accept": false, + "reason": "Paged-attention XPU test support vs Cosmos3 Edge model support; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47163", + "accept": false, + "reason": "Continuous batching multimodal support vs paged-attention XPU tests; different areas." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47034", + "accept": false, + "reason": "Continuous batching multimodal support vs Neuron SFT experiment code; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step-3.7 Flash WIP vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47210", + "accept": false, + "reason": "Paged-attention XPU tests vs sdpa varlen packed-attention routing; related only at a very high level, not the same concrete bug/change." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47210", + "accept": false, + "reason": "NeuCodec support vs packed SDPA routing; unrelated." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47198", + "accept": false, + "reason": "Cosmos3 Edge model support vs GPTBigCode/GPTNeoX vLLM backend fixes; unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice model support vs Molmo2 model support; both are model additions, but different models and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 support vs Olmo3 CI test update; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability vs Olmo3 CI expectations; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47175", + "accept": false, + "reason": "OpenVINO exporter vs Olmo3 CI test tweaks; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 model support vs Step-3.7 Flash build/conversion work; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Step-3.7 Flash build/conversion work vs Kimi exportability; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47003", + "accept": false, + "reason": "Step-3.7 Flash build/conversion work vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 vs NeuCodec are different model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 model support vs paged-attention XPU test additions; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47198", + "accept": false, + "reason": "Molmo2 support vs GPTBigCode/GPTNeoX backend fixes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model support vs Kimi exportability; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 support vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter vs Kimi exportability; both touch export-related areas, but not the same concrete fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 support vs Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron SFT experiment vs Kimi exportability; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 3, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-52", + "nodes": [ + "pull_request:43451", + "pull_request:46509", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47181", + "pull_request:47184" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:47166", + "pull_request:47096|pull_request:47166", + "pull_request:43451|pull_request:47184", + "pull_request:43451|pull_request:47181", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47003|pull_request:47163", + "pull_request:46509|pull_request:47096" + ], + "prepared_review_unit_hash": "13cd4a86cd88e8d58db500300d1d35ca29646f629668554e97a9ef7c6c6547cb", + "component_budget": { + "node_count": 52, + "item_count": 52, + "soft_pair_count": 153, + "serialized_chars": 190750, + "estimated_input_tokens": 47688, + "estimated_eval_tokens": 95632 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 9, + "serialized_chars": 25014, + "estimated_input_tokens": 6254, + "estimated_eval_tokens": 12764 + }, + "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, and test-only changes. None of the soft edges look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are not duplicates and target different code paths, models, and test areas.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is globally representative; the largest single change (e.g. Molmo2 or Cosmos3 Edge support) still does not cover the unrelated exporter and test-only PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 model support vs quantization test updates; different features and code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47166", + "accept": false, + "reason": "Kimi exportability work vs GPTQ/MXFP4 test adjustments; unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47184", + "accept": false, + "reason": "Molmo2 model addition vs test decorator changes for Qwen3Next/VideomT; not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Both add model support, but for different models (Molmo2 vs Cosmos3 Edge); not mergeable as one duplicate fix." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Exportable Kimi vs NeuCodec model support; distinct features with different implementation targets." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter support vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi export work vs paged-attention XPU test additions; different concerns and code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47163", + "accept": false, + "reason": "OpenVINO exporter changes vs XPU paged-attention tests; unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47096", + "accept": false, + "reason": "Nemotron Omni support vs Kimi exportability; separate model families and separate change sets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "05d4ffe3fcad5148a561f475f5e3e8e8612f63e591d95472ad288498c43f16e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions in different models and code paths: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #41224 is the cleaner representative of the cluster because it is a focused, single-purpose model capability addition with a narrow title and concentrated implementation surface.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the best standalone representative here since it describes one concrete change and is easier to identify than the broader TimesFM covariate feature work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different features: TimesFM covariate forecasting is not the same underlying change as DINOv3 image classification support, and they would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-12", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "c0bb6d7e594d06bd661fb81f11039009f9b940be3c8c888ed06c304564933d71", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31602, + "estimated_input_tokens": 7901, + "estimated_eval_tokens": 16058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly noise: the soft similarities are driven by broad subsystem overlap, not the same underlying change. The only true duplicate-like pair is the two `fixed_cross_entropy` PRs, which both patch the same loss helper in `src/transformers/loss/loss_utils.py` to forward extra `cross_entropy` kwargs.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest canonical representative: it has the explicit issue target, a concrete fix in `fixed_cross_entropy`, and more complete review/activity than its near-duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best global representative because it is the most direct, fully-scoped implementation of the only real duplicate pair in the set; the other PRs are unrelated changes or only weakly similar by broad area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different problems: one adds missing tokenizer methods for Mistral, the other adds a dynamic-shape export test for Executorch. Same broad testing/utility theme, not the same fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated model work: Mistral tokenizer methods vs adding a new MobileLLM model. No shared bug or change path." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch processor/model loading infrastructure, but one is about robust `from_pretrained` resolution and the other adds a new model package. Not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs passthrough vs adding a new model. No shared code-path problem." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different areas: cross-entropy helper kwargs vs Mistral4 test/model fixes. Shared model code is too broad to be duplicate evidence." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Both are test-related in different features, but they address unrelated behaviors and code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and fixing config resolution order are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-interface refactor; no same underlying bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition vs model-creation skill/docs. The latter is meta tooling, not the same code fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "These solve different problems in different layers; no shared concrete bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 test fixes are different model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model creation skill are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes vs CLIP-like `layrnorm` renaming are separate issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes vs TDT loss kernel integration are unrelated model/loss changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution-order fix address different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model-specific fixes vs repository-wide model creation skill are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation vs skill/docs tooling; no overlap in underlying bug or feature." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs change the same function (`fixed_cross_entropy`) to forward supported `nn.functional.cross_entropy` kwargs; they target the same concrete bug and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only duplicate-like pair is correctly identified as PRs 43251/43254, and the rest of the pairwise rejections stay conservative given the packet\u2019s mostly soft-similarity evidence. The canonical/best PR choice is also supported by the shared issue target and the stronger review/activity on 43251." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "1d58ec6c382edb5cd3ac6a26fd56a6d69592722c9a3de1be6c1be15c9fcc125b", + "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": "Both PRs are workflow dependency bumps, but they target different action families and different upgrade goals: PR 42975 is a broad Node 24 compatibility pass across many GitHub Actions, while PR 42976 specifically updates docker/build-push-action to newer versions. They are related, but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it is the broader, more central workflow maintenance change, covering multiple actions for Node 24 compatibility rather than a narrower single-action bump.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest stand-in for the group since it spans many workflows and actions; PR 42976 is narrower and focused on docker build actions only.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "These are both GitHub Actions upgrade PRs, but they fix different upgrade targets and likely different compatibility concerns. PR 42975 updates checkout/cache/upload-artifact and other actions for Node 24 compatibility, while PR 42976 only bumps docker/build-push-action to v6. They are related maintenance changes, not the same concrete 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": 6, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "1886349807c2fb4cf0712c5d157d6b4f3a444605b594259b8a7d0901b4f89459", + "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 separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step 3.7 Flash). They share the usual Transformers boilerplate and some auto-mapping/docs edits, but they target different model families and code paths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a duplicate representative of the others; the cluster is composed of distinct model integrations rather than one underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the broadest and most complete of the set, with the most review activity and the most extensive model integration surface, but it still represents a different model addition rather than the same change as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and different implementation/code paths: ViT NEPA vs Molmo. Shared docs/auto-registry scaffolding is expected for model additions, not evidence of duplication." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and distinct files beyond generic registry/docs updates; these are separate additions, not one bug fix or one merged PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model integrations. Overlap is limited to standard Transformers boilerplate like docs, auto mappings, and tests." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both add new models, but they implement different architectures and touch different model-specific code paths. Similarity is only at the framework/integration level, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "c46867f4848d85fd338ddc49a32a7c8469ff3b91d504d877dfbc95a87f67fc2d", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated despite generic titles and soft-similarity signals. The only close relationship is between the two YOLOS PRs, but they still address different fixes in the same model file rather than the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46922 is the cleanest representative: it has an explicit issue target, a very small focused code change, and a clear runtime fix in YOLOS. The other PRs are broader, test-only, or infrastructure-oriented, and do not look like the same change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46922 is the strongest standalone PR in the set because it directly fixes a concrete YOLOS device-placement bug with minimal scope and explicit linkage to the tracked issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both touch tests, but they are for different models and different failures; no shared code path or concrete bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test cleanup vs FP8 dequant logic are unrelated changes in different subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer/test fix and generation watermarking validation are unrelated." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tests and YOLOS device-mismatch fixes are entirely different artifacts." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "These are test tweaks for CLIP/ViT versus a Phimoe CI/integration fix; not the same underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Model test assertions are unrelated to FP8 loading/dequantization code." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different scope and subsystem: model tests versus generation configuration validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Generic test fixes are not the same as a YOLOS runtime device-placement fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequantization changes do not match the Phimoe CI memory/device-map fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths: FP8 kernel/load path versus generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequantization and YOLOS device handling are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe integration CI are different problems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared bug or change: generation config validation versus YOLOS device mismatch." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe CI/device-map environment changes and YOLOS model fixes are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "a821db657a0ecb182516aa68053cb84305199a6b415ecad02fb759122af474d0", + "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 pull requests are unrelated \"don't merge\" test/CI changes: one tweaks packaging/versioning, one overhauls several comment/notification workflows and a test helper, and one changes a security-gate workflow trigger. They share only superficial repository/CI similarity, not the same underlying fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR exists here; if a representative anchor is needed, 46747 is the cleanest single-purpose workflow change, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "46747 is the most self-contained and narrowly scoped PR in the set, but it still addresses a different workflow behavior than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 edits setup/versioning and a test file, while 46747 only switches a security-gate workflow trigger. Same broad CI area, but not the same bug or fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about packaging/version metadata and a Vit test tweak; 43532 changes multiple CI/workflow files plus testing utilities. They do not target the same concrete issue." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but 43532 is a broad comment/notification CI refactor while 46747 only changes the PR security-gate trigger. Not mergeable as one duplicate 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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "230a1e24f77ec961e3d1f65f746ed67ba117ef9c640f3606f0e7c1fa5e45a217", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related in theme but are distinct feature additions: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share infrastructure files, but they target different pipelines, docs, and model integrations, so they should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader, more comprehensive pipeline addition, covering multiple segmentation model integrations and a larger documentation/test surface. If one PR must represent the cluster, it is the stronger candidate, though it is not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete additions: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation. They share supporting files, but the pipeline names, task docs, and model coverage differ, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "f3f4f347c28f6f6d65c63f183fb7402bc345d7c2af3fe245e94b7bb5f03c519f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated trainer extensibility PRs in the same file: one changes gradient-accumulation loss scaling behavior, the other refactors signature-column inspection for custom trainers/PEFT models. They do not look mergeable into one change or the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger representative because it addresses a concrete training-step loss-scaling path with a narrowly scoped behavioral fix and explicit API hook.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file and broad trainer area, but different code paths and goals: loss scaling during training_step versus signature-column filtering. They are not the same bug/change and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "007d04d0b0ef68bc32779c5516a19bc33da58622e6e10b46402186a879e842b6", + "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": "Two open PRs touch the same CLI serve module and both mention a TypeAdapter NameError, but they appear to fix different runtime problems with different scopes. They are related, but not close enough to treat as the same change.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present in the cluster. As a representative PR, pull_request:43842 is the tighter fix: it explicitly targets the pydantic/TypeAdapter import problem and keeps the change narrowly scoped to conditional typing imports.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43842 is the better standalone representative because its title and diff clearly identify the concrete failure mode ('TypeAdapter NameError when pydantic is not installed') and the patch is narrowly focused on that path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Do not merge: both are in the same file and reference TypeAdapter, but 43656 adds future-annotations/typing cleanup while 43842 specifically fixes runtime failure when pydantic is absent. They look like adjacent fixes to related code, not the same underlying bug or one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "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:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "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:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "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:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request: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", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "592fb55459860b9fea7860eb22de9317d833ad084a76c2f8a5bce4272e07f42d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of model-specific output-tracing refactors. Most pairs are only thematically similar and should stay separate; the only clear duplicate-like subcluster is GPT-Neo (44018/44068) and the GPT-J/CodeGen family (44066/44085/44722).", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present, so the best canonical PR is 44722: it is the most complete and explicit issue-linked representative of the GPT-J/CodeGen output-tracing refactor subcluster.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest single representative of the cluster\u2019s main duplicateable subtheme because it explicitly targets the tracking issue and overlaps directly with the GPT-J/CodeGen changes in 44066 and 44085.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different code paths; only the refactor pattern matches." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet output-tracing work is unrelated to DeBERTa's attention/output refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same model file; 44066 just also includes CodeGen, so they could plausibly be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are CNN-style image model refactors, but they touch different models and concrete implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen: same umbrella theme, but not the same underlying bug or code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and unrelated implementation paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated; this is only broad standardization similarity." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and code paths; same refactor style is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT is a different concrete change set." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo model, same file, same standardized output-tracing change; 44068 looks like a follow-up/rewrite of 44018." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are different code paths despite similar decorator migration." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen work is unrelated to GPT-Neo." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different models and changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J: same pattern, different concrete code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different models with different tracing logic." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different refactors in different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are separate concrete implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT versus GPT-J: only broad output-tracing similarity." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44068", + "accept": false, + "reason": "MGP-STR and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and XLM are different multimodal/text model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different implementations; same theme only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer output tracing is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and XLM are different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different models; only the decorator migration theme overlaps." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are distinct model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and XLM are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen is not the same underlying change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "XLM and LongT5 are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different image models with different tracing implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and XLM are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different models and changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different concrete implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are different code paths and not the same bug/change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted duplicate-like pairs (44018/44068 and 44066/44085) are supported by shared model/file overlap and closely aligned output-tracing refactors, and the many rejections appropriately keep different model families separate. The canonical/best-PR reasoning is also consistent with the explicit issue links and the GPT-J/CodeGen overlap around 44722." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "fbfbbefba77c9b2d7fd4ce3ef367f852db486a0dfac3957fe62adf0ca0c92303", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to adopt the standardized output-capturing/tracing machinery, but they touch different code paths and models, so they are not duplicates of one another.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44056 is the cleanest representative of the cluster: it explicitly introduces the standardized output-capture pattern in MPNet with the core imports, helper wiring, and _can_record_outputs mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR 44056 is the best single exemplar of this refactor theme because it is focused, self-contained, and shows the canonical mechanics of the output-tracing migration without extra unrelated surface area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are the same high-level refactor pattern, but they affect different models and different forward paths; that is not the same concrete bug/change and they would not be merged as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model migrations to the same framework pattern, but they modify different implementations and test surfaces, so they are not a duplicate change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; similar output-tracing cleanup does not make them the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 target different architectures and forward signatures, so this is 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": 14, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "bafbb73e575059e1dc0f62be626d184ab888cbbc4e7612baad4af695a77cd035", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad theme\u2014refactoring output tracing / `can_return_tuple` handling\u2014but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR stands out; if one must anchor the cluster, PR 44003 is the broadest representative because it spans both `mamba` and `falcon_mamba` and has the largest concrete refactor footprint.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best representative of the cluster theme because it makes the most substantial output-tracing refactor across closely related model code, while the others are narrower per-model changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but `timm_backbone` and `upernet` are separate model code paths; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch unrelated model families and cannot be merged as one concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`timm_backbone` vs `univnet`) and distinct implementations; similarity is only thematic." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated code paths, so this is not one duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "These are separate model-specific refactors; no shared concrete bug or fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Both refactor output handling, but `mobilenet_v1` and `univnet` are unrelated models." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Distinct model implementations; too broad to be the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; this is only a shared refactor pattern." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are separate code paths with no single duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same theme, but `mobilenet_v1` and `speech_encoder_decoder` are unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are different model stacks; not the same concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "These touch different model families and should stay separate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; no evidence of a shared code-path defect." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Similar refactor wording, but `vision_text_dual_encoder` and `depth_anything` are independent changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; similar output-tracing cleanup is not enough to merge them." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific refactors with no shared concrete fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; not one underlying bug/change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` are separate changes; only the refactor style matches." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba` and `codegen` are distinct model implementations and cannot reasonably be merged as one fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are different code paths; shared wording does not imply duplication." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and concrete behavior; no duplicate change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are unrelated refactors." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "These are separate model-specific output tracing changes, not the same fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are wrapper-style refactors, but `depth_anything` and `vision_encoder_decoder` are different code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated models." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; not one underlying bug or change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` target different code paths and should not be merged." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model-specific tracing refactors; no shared concrete defect." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Wrapper refactor similarity only; vision and speech encoder-decoder are distinct implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths and change sets." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are separate model-specific updates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` do not fix the same concrete issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; too broad to merge as duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are unrelated implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are different code paths with no shared underlying bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "These are separate model refactors, not one duplicate PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are unrelated model implementations; similarity is only in refactor style." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "cf5ff5353799e44a4da771dae5a8c30889283c7fca50ea7e8867f5f29fb31aa9", + "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 unrelated model-addition PRs that only overlap on common Transformers registration/docs scaffolding. They target different models, codepaths, and release tasks, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better canonical representative for the cluster because it is tied to a specific tracked issue and has a narrowly scoped, model-specific implementation for Voxtral TTS. PR #44662 is a separate PenguinVL addition and not a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "#45401 is the best PR to keep as the representative item since it has an explicit issue target and a clearly bounded deliverable. #44662 is larger but still a distinct PenguinVL model implementation, not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS) with different filenames, implementations, and goals. Shared auto-registration/docs files are expected for any new model and do not indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "efbae4c392c0f9b9f253cef713abbc7061bed778622145ed65f7aac88f8eecc5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related conceptually around module/kernel fusion, but they target different layers and are not the same change set: #44979 adds a generic Module Fusion API, while #45363 wires in n-to-1 kernel fusion through KernelConfig and model loading integration. They should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the better canonical representative because it introduces the core module-fusion abstraction and API; the other PR is a later, more specific integration on top of that idea.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best overall representative of the cluster since it is the foundational API change, whereas #45363 is a narrower application of fusion to kernel loading/configuration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Not the same underlying change: #44979 adds a standalone Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and related model/integration code. They could coexist and are not plausibly merged into one PR as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "77e84236883c6b340110131660e35181bba781e1b035cd1b5b927fda9bdbd368", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching Mistral pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR adds a test but does not change the underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same bug as 45086 and also includes a test, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR for the cluster because it covers the same concrete code-path fix and adds validation, while remaining the same narrowly scoped change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in `_patch_mistral_regex` on the same file and code path; the later PR is the same fix with added test coverage, so they are duplicates for triage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "06c8e5a51a938f78d6986701c0fca019612b6ed05f4d31778e7baf7aece6a605", + "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": "Both PRs touch NemotronH, but they are not the same change: #45115 is a focused conversion/refactor mapping update, while #45569 is the broader implementation split introducing NemotronH Dense/Sparse models, docs, auto-mappings, and tests. They are related but not duplicate-worthy as a single underlying fix/change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the more complete and central PR: it introduces the actual model split and associated library wiring, docs, and tests, whereas #45115 is a narrower helper/refactor around conversion mappings.", + "best_issue_reason": null, + "best_pr_reason": "#45569 best represents the main functional change to NemotronH and its variants; #45115 is auxiliary infrastructure for checkpoint conversion rather than the core implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same concrete bug/change. #45115 only adds conversion-mapping/refactor support, while #45569 implements the broader model split and API/docs/test updates; they would not naturally be merged 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": 19, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "22ed84b3e447b2cd0aea8002e18a4dc49f87577750adc8f8ced68a51855fca17", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about heterogeneous configuration support, but they are not the same change: #45333 only adds per-layer config support, while #45332 is a larger end-to-end heterogeneous model support PR that also touches modeling/cache/masking/integration paths.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the broader canonical PR because it implements the full heterogeneous model support stack, not just config plumbing, and therefore subsumes the narrower config-only work in #45333.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best representative of the cluster since it covers the full feature area and is the more comprehensive implementation; #45333 is a narrower subset focused on configuration only.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not the same concrete change. #45333 is config-only, while #45332 adds broader modeling/runtime support across multiple code paths, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "f1343316dfdfe1d25dcc240089a5fbdac01f50b898efadc4a80e78e78661dc5c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related typing-focused PRs, but they are not the same change: one is a broad type-checking sweep across many Transformers files, while the other adds specific typing protocols and helpers for modeling_utils/PEFT integration. They should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45425 is the more focused, self-contained typing change; pull_request:45415 is a much broader project-wide type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45425 is the better representative PR because it targets a concrete typing compatibility gap with narrower scope and clearer behavioral intent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related and share some helper files, but they address different scopes: 45415 is a broad type-checking enablement pass, while 45425 adds specific protocols/type aliases for modeling_utils and PEFT-related code. They do not look like the same underlying fix and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "17a15f7597f031f4515dbda10e8cff44aeea1b50fac54247dd6671c15810f266", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related EP-loading fixes but they target different failure modes and code paths: one addresses DeepSpeed ZeRO-3 loading via accelerate launch, the other fixes FSDP2/rank-0 broadcast overwriting experts. They should not be deduplicated.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical PR because it targets the more specific and higher-severity defect (experts being silently overwritten during distributed loading) and includes the broader set of coordinated code changes needed for that path.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest representative of the cluster because it fixes a concrete correctness bug in distributed expert loading, with changes spanning the relevant loading and MoE/tensor-parallel paths. PR #45548 is narrower and addresses a different distributed-loading scenario.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention expert parallelism and touch modeling_utils.py, but they fix different bugs: #45548 is about EP + DeepSpeed ZeRO-3 loading with accelerate launch, while #45662 is about EP + FSDP2 rank-0 broadcast overwriting experts. The code paths and failure modes are distinct, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "53bc560079635b87d2809179945b5420d961331c3470ef77a86f720f2b5d3a47", + "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/captured_info debugging-log problem in `testing_utils`, and 45645 appears to be the more complete version by also fixing CI log collection.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it includes the core xdist-safe `captured_info` fix plus the workflow change needed to preserve and display all generated debug logs in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest single choice: it addresses the underlying collision bug and the downstream CI artifact handling together, making it the most complete fix in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete `captured_info`/xdist collision path in `testing_utils`, share the same tracked issue, and could plausibly be merged into one combined 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": 23, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "5acdac20e1630fa2fd7e6b5cbfaebb49bd56534a1ae70402dcbf000c75e296cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two open PRs in the distributed stack, but they are not the same change: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed branch base touching many unrelated subsystems. The overlap in a few filenames is too coarse to treat them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46269 is the broader umbrella branch that includes the overlapping distributed files and looks like the main integration base for that line of work.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the better representative PR for a concrete code change because it has a single, well-scoped feature intent and clearer mergeable behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They share distributed filenames, but the PRs are not the same underlying fix/change: #46126 is EP + Trainer integration, while #46269 is a broad distributed branch base spanning FSDP, MoE, tensor parallel, modeling, and CI updates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "5c91bc606bc088ca01913869d3f45b3b591b23b34c4a6fd4279278c96d97845d", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of small, mostly independent workflow-maintenance PRs. The similarity is largely superficial (same chore-style titles, nearby YAML edits, or same broad CI/security area), but the diffs change different files and different behaviors, so they are not true duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out: the items span unrelated workflow files, and even the multiple pr-ci-security-gate edits address different concerns rather than the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the closest representative of the only tight subgroup because it makes the most substantive security-gate workflow change and shares the exact file with several other candidates, but it still should not be treated as a duplicate target for the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes: self-comment CI stdin handling vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated changes; ssh-runner hardening is not the same change as benchmark dispatch support." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow chores, but they touch different CI jobs and fix different behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Same broad CI area, but different files and different fixes; not the same underlying bug/change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but the diffs fix different security-gate concerns and could not plausibly be merged as one duplicate PR." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one adds checkout/checks while the other adds safety comments and workflow wiring; not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but one adds new gate logic while the other only changes secrets handling for the reusable workflow." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one changes permissions/approval flow and the other adds explanatory comments; not the same underlying fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different security-gate edits with different intents." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but one is documentation/safety-note text and the other changes secrets propagation." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different files and unrelated workflow behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different files and unrelated workflow behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "e7fcab596167d6274355a298507ef8f31f15699c523fc6bc7eafb76872399ff6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4881, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4881, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one in the MoonshineStreaming sliding-window right mask; PR 47162 is the broader, newer superset that also adds the Gemma4 fix and tests.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it contains the same MoonshineStreaming fix as 46310 and additionally covers the same bug pattern in Gemma4 plus tests, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest representative of the bugfix because it addresses the concrete off-by-one window-boundary issue in MoonshineStreaming and includes the related companion fix in Gemma4.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying MoonshineStreaming right-window off-by-one fix with identical code hunk; 47162 is a superset 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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "6d03fbd890bc65ae5d8e81f29489d335685ef9f4d60f931860ea65fbb24997c0", + "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": "Two open PRs in different areas: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class misloading in AutoTokenizer. They do not appear to be the same underlying change or bug.", + "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 failure modes and code paths: CodeLlama decoder setup in its tokenizer implementation vs AutoTokenizer checkpoint-prefix routing for DeepSeek checkpoints. They are not mergeable as one PR and do not fix the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-3", + "nodes": [ + "pull_request:46696", + "pull_request:47134", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215", + "pull_request:47134|pull_request:47215", + "pull_request:46696|pull_request:47134" + ], + "prepared_review_unit_hash": "23aa8254d1a2652d4008825462b4c528c7a5fc5424ce6c76de7be79706feb415", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7370, + "estimated_input_tokens": 1843, + "estimated_eval_tokens": 3942 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7370, + "estimated_input_tokens": 1843, + "estimated_eval_tokens": 3942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "47215 is the best canonical PR for the flash-attn performance regression family: it is the most complete fix on the unpadding/max-seqlen path and adds broader coverage. 47134 is an earlier version of that same fix, while 46696 is a separate helper-path change in the same file and issue family; it is related enough to 47215 to keep in the soft-duplicate cluster, but not close enough to be the canonical representative.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "47215 is the strongest representative: it applies the compile-aware .item() handling to the unpadding/max-seqlen regression path, includes broader validation, and reads like the most complete version of the fix family.", + "best_issue_reason": null, + "best_pr_reason": "47215 best captures the final intended fix for the FA2 long-context performance regression, while 47134 is an earlier narrower variant and 46696 addresses a different helper path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "They target the same issue and same file, and both address scalar-sync/performance behavior in flash-attn utilities. The concrete helper differs, but they are close enough to be in the same bugfix family." + }, + { + "left": "pull_request:47134", + "right": "pull_request:47215", + "accept": true, + "reason": "Both fix the unpadding/max-seqlen performance regression in the same code path; 47215 is a refined successor with compile-aware guarding and added coverage." + }, + { + "left": "pull_request:46696", + "right": "pull_request:47134", + "accept": false, + "reason": "They share the file and issue target, but the fixes are on different helper paths (_process_flash_attention_kwargs vs. unpad/max-seqlen). That is related, but not the same concrete change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict for pull_request:46696 vs pull_request:47215 is too strong. The packet shows both PRs target the same issue (46693) and share the same file, and the pair is marked with soft_similarity/shared_issue_target evidence. Saying they 'would not be merged as one PR' overstates the separation; they look related enough to stay in the same bugfix family, even if they touch different functions. The 47134 vs 47215 relationship is plausible, but the 46696 vs 47215 rejection is not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "ba85c1853d04335d3490b9f263cf6a5b895b3fe7a9bd4ea10b176fac38860f76", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related by masking bugs, but they fix different code paths: one is linear-attention padding-mask handling for batch-size-1, the other is recurrent-mask handling during continued/cached forwards. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the better cluster representative because it centers the shared masking utility, has an explicit issue target, and covers the recurrent/cached-forward padding-mask bug across multiple recurrent-model consumers.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the strongest standalone PR in this cluster: it addresses a concrete recurrent-layer masking regression with clear scope, tests, and an explicit issue link.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Different underlying bugs and code paths: 46773 fixes linear-attention padding-mask application when batch size is 1, while 47087 fixes recurrent masking being skipped on continued/cached forwards. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "7fefafa568f7461cdfcacbdff25eafa4f05d49a394f71e5c1b97f416db965c1c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11472, + "estimated_input_tokens": 2868, + "estimated_eval_tokens": 5992 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11472, + "estimated_input_tokens": 2868, + "estimated_eval_tokens": 5992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all about different bugs in different code paths (multimodal input routing, placeholder validation, stop-sequence handling, batched postprocessing, and generation length capping). They are related only at a very broad subsystem level, so none should be deduplicated or merged together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR here is a duplicate of another. If one must be chosen as the representative, PR #47074 is the broadest concrete multimodal pipeline fix, but it does not subsume the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #47074 is the best single representative because it fixes a clear, user-facing multimodal input-key bug in a core pipeline and has focused, directly relevant tests; the other PRs are narrower and solve unrelated issues.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different failures: 47032 changes stop-sequence handling in image-text-to-text generation, while 47197 fixes batched decoding in Qwen Omni processors." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are multimodal, but one normalizes AnyToAnyPipeline input keys and the other validates Gemma4 audio placeholder batching; they are separate bugs and code paths." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "47074 fixes pipeline input-key mapping, whereas 47197 fixes postprocessing of generated outputs; they are not the same underlying defect." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated areas: multimodal pipeline input normalization versus generation candidate length-capping logic." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "Different subsystems and symptoms: prompt lookup length budgeting in generation versus batched text postprocessing in Qwen Omni." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "9b225eedde7592424668337e39dc4b6ab2c0079311ae73cab4546baf751640d0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one re-enables a VITS forward test and adjusts its assertions, while the other updates an RT-DETR v2 weight-conversion script for model key changes. They do not describe the same bug or fix path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good cluster representative because they target different models and different kinds of changes (test behavior vs. conversion mapping).", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different subsystems and different code paths: VITS test re-enable/assertion cleanup vs. RT-DETR v2 converter key-mapping update. They are not the same underlying change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-4", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47124", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150" + ], + "prepared_review_unit_hash": "b25a63efeb4b3682386039fe888c0e6e786ae706fa7f876d368efb03ade1b096", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9335, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 9335, + "estimated_input_tokens": 2334, + "estimated_eval_tokens": 4924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are unrelated model-specific fixes: EdgeTam runtime kwargs handling, MiniMax-M3-VL test loading/offload setup, Falcon-Mamba test expectation updates, and Whisper generation length adjustment. They do not look like duplicates of the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are different code paths and failure modes across different models, so there is no duplicate cluster to collapse into one PR.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduplication purposes; each PR addresses a distinct model-specific problem, so none is a suitable representative of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different failures and fixes: EdgeTam changes model forward kwargs handling, while MiniMax-M3-VL only adjusts a test loader with an offload folder. Same general area of integration tests, but not the same bug or mergeable code change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "EdgeTam runtime fix vs Falcon-Mamba expected-output test updates; they touch different models and unrelated behaviors." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "EdgeTam drops unsupported processor kwargs; Whisper changes generation max_length logic. Completely different code paths and symptoms." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL load-error test setup fix vs Falcon-Mamba output-mismatch expectation updates. Different models and distinct failure modes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "MiniMax-M3-VL test loading/offload issue is unrelated to Whisper generation length handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba test expectation updates are not the same underlying bug as Whisper's generation_config max_length correction." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/manifest.json b/snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..effa147f1830a9bf0e6716e4393020284745d4ac --- /dev/null +++ b/snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260709t180026z", + "artifacts": { + "hybrid": "snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-09T18:15:08Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260709T180026Z", + "variant": "hybrid" +} diff --git a/snapshots/20260709T180026Z/manifest.json b/snapshots/20260709T180026Z/manifest.json index e24543493328986f371d231ee390c3c87fffa681..9d5894a13e2bbe62d554213c2ecae9865fc97947 100644 --- a/snapshots/20260709T180026Z/manifest.json +++ b/snapshots/20260709T180026Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1390 }, "extracted_at": "2026-07-09T18:00:26Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260709t180026z", + "runs": { + "hybrid-model-20260709t180026z": { + "analysis_id": "hybrid-model-20260709t180026z", + "artifacts": { + "hybrid": "snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260709T180026Z/analysis-runs/hybrid-model-20260709t180026z/manifest.json", + "model": null, + "published_at": "2026-07-09T18:15:08Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260709T180026Z", "watermark": {