diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 9363b894efd18d0b09bfc5647173008786f624d8..c37f9047313750e9e09cbe4093c7d6eaebaac492 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,4304 +1,11 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260711T000031Z", - "generated_at": "2026-07-11T00:11:01Z", + "snapshot_id": "20260711T060022Z", + "generated_at": "2026-07-11T06:10:13Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ - { - "cluster_id": "cluster-40546-18", - "summary": "Cluster of 18 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43451, - "issue_numbers": [], - "pr_numbers": [ - 40546, - 43451, - 46376, - 46658, - 46836, - 47003, - 47034, - 47077, - 47096, - 47143, - 47163, - 47175, - 47181, - 47198, - 47210, - 47216, - 47243, - 47255 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 40546, - "right_pr_number": 43451, - "code_similarity": 0.183, - "size_similarity": 0.61, - "file_overlap": 0.091, - "area_overlap": 0.0, - "patch_similarity": 0.223, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "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": [ - [ - 1153, - 1160 - ] - ], - "right_ranges": [ - [ - 1375, - 1382 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 630, - 636 - ], - [ - 1101, - 1107 - ] - ], - "right_ranges": [ - [ - 391, - 398 - ], - [ - 824, - 830 - ], - [ - 945, - 951 - ], - [ - 1068, - 1074 - ], - [ - 1202, - 1208 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 501, - 507 - ], - [ - 1307, - 1313 - ], - [ - 1797, - 1803 - ] - ], - "right_ranges": [ - [ - 331, - 338 - ], - [ - 1094, - 1100 - ], - [ - 1913, - 1919 - ] - ] - }, - { - "filename": "utils/check_repo.py", - "left_ranges": [ - [ - 280, - 286 - ], - [ - 523, - 529 - ] - ], - "right_ranges": [ - [ - 250, - 258 - ], - [ - 337, - 344 - ] - ] - } - ] - }, - { - "left_pr_number": 40546, - "right_pr_number": 46376, - "code_similarity": 0.09, - "size_similarity": 0.335, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.153, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 40546, - "right_pr_number": 46658, - "code_similarity": 0.143, - "size_similarity": 0.51, - "file_overlap": 0.038, - "area_overlap": 0.0, - "patch_similarity": 0.198, - "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": [ - [ - 630, - 636 - ], - [ - 1101, - 1107 - ] - ], - "right_ranges": [ - [ - 362, - 368 - ], - [ - 591, - 599 - ], - [ - 798, - 804 - ], - [ - 884, - 891 - ], - [ - 1084, - 1090 - ], - [ - 1207, - 1213 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 501, - 507 - ], - [ - 1307, - 1313 - ], - [ - 1797, - 1803 - ] - ], - "right_ranges": [ - [ - 1085, - 1091 - ] - ] - } - ] - }, - { - "left_pr_number": 40546, - "right_pr_number": 46836, - "code_similarity": 0.192, - "size_similarity": 0.661, - "file_overlap": 0.096, - "area_overlap": 0.0, - "patch_similarity": 0.207, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py", - "src/transformers/models/auto/tokenization_auto.py", - "utils/check_repo.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 1153, - 1160 - ] - ], - "right_ranges": [ - [ - 893, - 900 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 630, - 636 - ], - [ - 1101, - 1107 - ] - ], - "right_ranges": [ - [ - 637, - 647 - ], - [ - 919, - 928 - ], - [ - 1130, - 1136 - ], - [ - 1260, - 1266 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 501, - 507 - ], - [ - 1307, - 1313 - ], - [ - 1797, - 1803 - ] - ], - "right_ranges": [ - [ - 509, - 515 - ], - [ - 1119, - 1125 - ] - ] - }, - { - "filename": "src/transformers/models/auto/tokenization_auto.py", - "left_ranges": [ - [ - 323, - 329 - ] - ], - "right_ranges": [ - [ - 376, - 382 - ] - ] - }, - { - "filename": "utils/check_repo.py", - "left_ranges": [ - [ - 280, - 286 - ], - [ - 523, - 529 - ] - ], - "right_ranges": [ - [ - 267, - 274 - ], - [ - 494, - 501 - ] - ] - } - ] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47003, - "code_similarity": 0.158, - "size_similarity": 0.632, - "file_overlap": 0.031, - "area_overlap": 0.0, - "patch_similarity": 0.146, - "shared_filenames": [ - "src/transformers/testing_utils.py", - "src/transformers/utils/__init__.py", - "src/transformers/utils/import_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/testing_utils.py", - "left_ranges": [ - [ - 89, - 95 - ], - [ - 1321, - 1333 - ] - ], - "right_ranges": [ - [ - 128, - 134 - ], - [ - 627, - 636 - ] - ] - }, - { - "filename": "src/transformers/utils/__init__.py", - "left_ranges": [ - [ - 128, - 134 - ] - ], - "right_ranges": [ - [ - 182, - 188 - ] - ] - }, - { - "filename": "src/transformers/utils/import_utils.py", - "left_ranges": [ - [ - 937, - 947 - ], - [ - 1974, - 1986 - ], - [ - 2027, - 2033 - ] - ], - "right_ranges": [ - [ - 916, - 926 - ] - ] - } - ] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47034, - "code_similarity": 0.052, - "size_similarity": 0.183, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.101, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47077, - "code_similarity": 0.03, - "size_similarity": 0.1, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.065, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47096, - "code_similarity": 0.043, - "size_similarity": 0.162, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.07, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47143, - "code_similarity": 0.197, - "size_similarity": 0.779, - "file_overlap": 0.049, - "area_overlap": 0.0, - "patch_similarity": 0.175, - "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": [ - [ - 630, - 636 - ], - [ - 1101, - 1107 - ] - ], - "right_ranges": [ - [ - 412, - 418 - ], - [ - 975, - 981 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 501, - 507 - ], - [ - 1307, - 1313 - ], - [ - 1797, - 1803 - ] - ], - "right_ranges": [ - [ - 348, - 354 - ], - [ - 1960, - 1966 - ] - ] - } - ] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47163, - "code_similarity": 0.004, - "size_similarity": 0.007, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.019, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47175, - "code_similarity": 0.002, - "size_similarity": 0.004, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.006, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47181, - "code_similarity": 0.221, - "size_similarity": 0.854, - "file_overlap": 0.068, - "area_overlap": 0.0, - "patch_similarity": 0.198, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 1153, - 1160 - ] - ], - "right_ranges": [ - [ - 1249, - 1256 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 630, - 636 - ], - [ - 1101, - 1107 - ] - ], - "right_ranges": [ - [ - 105, - 114 - ], - [ - 737, - 745 - ], - [ - 942, - 948 - ], - [ - 1027, - 1033 - ], - [ - 1161, - 1167 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 501, - 507 - ], - [ - 1307, - 1313 - ], - [ - 1797, - 1803 - ] - ], - "right_ranges": [ - [ - 97, - 105 - ], - [ - 1053, - 1059 - ] - ] - } - ] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47198, - "code_similarity": 0.005, - "size_similarity": 0.019, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.008, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47210, - "code_similarity": 0.033, - "size_similarity": 0.096, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.094, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47216, - "code_similarity": 0.053, - "size_similarity": 0.18, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.11, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47243, - "code_similarity": 0.071, - "size_similarity": 0.274, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.111, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 40546, - "right_pr_number": 47255, - "code_similarity": 0.002, - "size_similarity": 0.007, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.002, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 46376, - "code_similarity": 0.067, - "size_similarity": 0.205, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.174, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 46658, - "code_similarity": 0.293, - "size_similarity": 0.836, - "file_overlap": 0.073, - "area_overlap": 0.17, - "patch_similarity": 0.296, - "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, - 822 - ] - ] - }, - { - "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": 0.278, - "size_similarity": 0.922, - "file_overlap": 0.146, - "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "src/transformers/conversion_mapping.py", - "src/transformers/models/__init__.py", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py", - "utils/check_repo.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 1375, - 1382 - ] - ], - "right_ranges": [ - [ - 893, - 900 - ] - ] - }, - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 737, - 769 - ] - ], - "right_ranges": [ - [ - 127, - 133 - ], - [ - 1495, - 1545 - ] - ] - }, - { - "filename": "src/transformers/models/__init__.py", - "left_ranges": [ - [ - 290, - 296 - ] - ], - "right_ranges": [ - [ - 453, - 459 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 391, - 398 - ], - [ - 824, - 830 - ], - [ - 945, - 951 - ], - [ - 1068, - 1074 - ], - [ - 1202, - 1208 - ] - ], - "right_ranges": [ - [ - 637, - 647 - ], - [ - 919, - 928 - ], - [ - 1130, - 1136 - ], - [ - 1260, - 1266 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 331, - 338 - ], - [ - 1094, - 1100 - ], - [ - 1913, - 1919 - ] - ], - "right_ranges": [ - [ - 509, - 515 - ], - [ - 1119, - 1125 - ] - ] - }, - { - "filename": "utils/check_repo.py", - "left_ranges": [ - [ - 250, - 258 - ], - [ - 337, - 344 - ] - ], - "right_ranges": [ - [ - 267, - 274 - ], - [ - 494, - 501 - ] - ] - } - ] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47003, - "code_similarity": 0.22, - "size_similarity": 0.965, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.182, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47034, - "code_similarity": 0.038, - "size_similarity": 0.112, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.106, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47077, - "code_similarity": 0.023, - "size_similarity": 0.061, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.073, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47096, - "code_similarity": 0.036, - "size_similarity": 0.099, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.108, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47143, - "code_similarity": 0.155, - "size_similarity": 0.475, - "file_overlap": 0.1, - "area_overlap": 0.0, - "patch_similarity": 0.197, - "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": [ - [ - 290, - 296 - ] - ], - "right_ranges": [ - [ - 305, - 311 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 391, - 398 - ], - [ - 824, - 830 - ], - [ - 945, - 951 - ], - [ - 1068, - 1074 - ], - [ - 1202, - 1208 - ] - ], - "right_ranges": [ - [ - 412, - 418 - ], - [ - 975, - 981 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 331, - 338 - ], - [ - 1094, - 1100 - ], - [ - 1913, - 1919 - ] - ], - "right_ranges": [ - [ - 348, - 354 - ], - [ - 1960, - 1966 - ] - ] - } - ] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47163, - "code_similarity": 0.004, - "size_similarity": 0.004, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.02, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47175, - "code_similarity": 0.002, - "size_similarity": 0.002, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.008, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47181, - "code_similarity": 0.246, - "size_similarity": 0.714, - "file_overlap": 0.156, - "area_overlap": 0.018, - "patch_similarity": 0.336, - "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, - 1683 - ] - ] - }, - { - "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, - 105 - ], - [ - 1053, - 1059 - ] - ] - } - ] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47198, - "code_similarity": 0.017, - "size_similarity": 0.011, - "file_overlap": 0.045, - "area_overlap": 0.0, - "patch_similarity": 0.01, - "shared_filenames": [ - "src/transformers/conversion_mapping.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 737, - 769 - ] - ], - "right_ranges": [ - [ - 140, - 148 - ] - ] - } - ] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47210, - "code_similarity": 0.029, - "size_similarity": 0.058, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.114, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47216, - "code_similarity": 0.042, - "size_similarity": 0.11, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.131, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47243, - "code_similarity": 0.054, - "size_similarity": 0.167, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.135, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43451, - "right_pr_number": 47255, - "code_similarity": 0.001, - "size_similarity": 0.004, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.002, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 46658, - "code_similarity": 0.059, - "size_similarity": 0.171, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.167, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 46836, - "code_similarity": 0.07, - "size_similarity": 0.222, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.174, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47003, - "code_similarity": 0.067, - "size_similarity": 0.212, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.164, - "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": 47143, - "code_similarity": 0.104, - "size_similarity": 0.431, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.121, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47163, - "code_similarity": 0.008, - "size_similarity": 0.022, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.027, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47175, - "code_similarity": 0.004, - "size_similarity": 0.012, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.008, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47181, - "code_similarity": 0.085, - "size_similarity": 0.286, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.182, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47198, - "code_similarity": 0.013, - "size_similarity": 0.056, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.01, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47210, - "code_similarity": 0.082, - "size_similarity": 0.285, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.169, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47216, - "code_similarity": 0.132, - "size_similarity": 0.537, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.163, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47243, - "code_similarity": 0.187, - "size_similarity": 0.817, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.159, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46376, - "right_pr_number": 47255, - "code_similarity": 0.005, - "size_similarity": 0.022, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.004, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 46836, - "code_similarity": 0.22, - "size_similarity": 0.771, - "file_overlap": 0.06, - "area_overlap": 0.0, - "patch_similarity": 0.32, - "shared_filenames": [ - "src/transformers/conversion_mapping.py", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 739, - 822 - ] - ], - "right_ranges": [ - [ - 127, - 133 - ], - [ - 1495, - 1545 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 362, - 368 - ], - [ - 591, - 599 - ], - [ - 798, - 804 - ], - [ - 884, - 891 - ], - [ - 1084, - 1090 - ], - [ - 1207, - 1213 - ] - ], - "right_ranges": [ - [ - 637, - 647 - ], - [ - 919, - 928 - ], - [ - 1130, - 1136 - ], - [ - 1260, - 1266 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 1085, - 1091 - ] - ], - "right_ranges": [ - [ - 509, - 515 - ], - [ - 1119, - 1125 - ] - ] - } - ] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47003, - "code_similarity": 0.193, - "size_similarity": 0.807, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.21, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47034, - "code_similarity": 0.033, - "size_similarity": 0.094, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.095, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47077, - "code_similarity": 0.017, - "size_similarity": 0.051, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.042, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47096, - "code_similarity": 0.032, - "size_similarity": 0.083, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.102, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47143, - "code_similarity": 0.124, - "size_similarity": 0.397, - "file_overlap": 0.054, - "area_overlap": 0.0, - "patch_similarity": 0.187, - "shared_filenames": [ - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 362, - 368 - ], - [ - 591, - 599 - ], - [ - 798, - 804 - ], - [ - 884, - 891 - ], - [ - 1084, - 1090 - ], - [ - 1207, - 1213 - ] - ], - "right_ranges": [ - [ - 412, - 418 - ], - [ - 975, - 981 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 1085, - 1091 - ] - ], - "right_ranges": [ - [ - 348, - 354 - ], - [ - 1960, - 1966 - ] - ] - } - ] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47163, - "code_similarity": 0.003, - "size_similarity": 0.004, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.016, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47175, - "code_similarity": 0.001, - "size_similarity": 0.002, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.004, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47181, - "code_similarity": 0.181, - "size_similarity": 0.597, - "file_overlap": 0.075, - "area_overlap": 0.0, - "patch_similarity": 0.26, - "shared_filenames": [ - "src/transformers/conversion_mapping.py", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 739, - 822 - ] - ], - "right_ranges": [ - [ - 1633, - 1683 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 362, - 368 - ], - [ - 591, - 599 - ], - [ - 798, - 804 - ], - [ - 884, - 891 - ], - [ - 1084, - 1090 - ], - [ - 1207, - 1213 - ] - ], - "right_ranges": [ - [ - 105, - 114 - ], - [ - 737, - 745 - ], - [ - 942, - 948 - ], - [ - 1027, - 1033 - ], - [ - 1161, - 1167 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 1085, - 1091 - ] - ], - "right_ranges": [ - [ - 97, - 105 - ], - [ - 1053, - 1059 - ] - ] - } - ] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47198, - "code_similarity": 0.014, - "size_similarity": 0.01, - "file_overlap": 0.036, - "area_overlap": 0.0, - "patch_similarity": 0.009, - "shared_filenames": [ - "src/transformers/conversion_mapping.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 739, - 822 - ] - ], - "right_ranges": [ - [ - 140, - 148 - ] - ] - } - ] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47210, - "code_similarity": 0.025, - "size_similarity": 0.049, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.103, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47216, - "code_similarity": 0.038, - "size_similarity": 0.092, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.129, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47243, - "code_similarity": 0.05, - "size_similarity": 0.14, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.148, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 47255, - "code_similarity": 0.001, - "size_similarity": 0.004, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.003, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47003, - "code_similarity": 0.223, - "size_similarity": 0.956, - "file_overlap": 0.01, - "area_overlap": 0.0, - "patch_similarity": 0.191, - "shared_filenames": [ - "src/transformers/cache_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cache_utils.py", - "left_ranges": [ - [ - 1492, - 1502 - ] - ], - "right_ranges": [ - [ - 916, - 925 - ] - ] - } - ] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47034, - "code_similarity": 0.038, - "size_similarity": 0.121, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.093, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47077, - "code_similarity": 0.022, - "size_similarity": 0.066, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.061, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47096, - "code_similarity": 0.037, - "size_similarity": 0.107, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.101, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47143, - "code_similarity": 0.155, - "size_similarity": 0.515, - "file_overlap": 0.077, - "area_overlap": 0.0, - "patch_similarity": 0.19, - "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": 0.02, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47175, - "code_similarity": 0.001, - "size_similarity": 0.003, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.006, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47181, - "code_similarity": 0.236, - "size_similarity": 0.774, - "file_overlap": 0.122, - "area_overlap": 0.0, - "patch_similarity": 0.3, - "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, - 1683 - ] - ] - }, - { - "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, - 105 - ], - [ - 1053, - 1059 - ] - ] - } - ] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47198, - "code_similarity": 0.014, - "size_similarity": 0.012, - "file_overlap": 0.032, - "area_overlap": 0.0, - "patch_similarity": 0.01, - "shared_filenames": [ - "src/transformers/conversion_mapping.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 127, - 133 - ], - [ - 1495, - 1545 - ] - ], - "right_ranges": [ - [ - 140, - 148 - ] - ] - } - ] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47210, - "code_similarity": 0.029, - "size_similarity": 0.063, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.111, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47216, - "code_similarity": 0.043, - "size_similarity": 0.119, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.127, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47243, - "code_similarity": 0.058, - "size_similarity": 0.181, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.143, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46836, - "right_pr_number": 47255, - "code_similarity": 0.001, - "size_similarity": 0.005, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.002, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47034, - "code_similarity": 0.034, - "size_similarity": 0.116, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.075, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47077, - "code_similarity": 0.018, - "size_similarity": 0.063, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47096, - "code_similarity": 0.177, - "size_similarity": 0.102, - "file_overlap": 0.113, - "area_overlap": 0.278, - "patch_similarity": 0.168, - "shared_filenames": [ - "src/transformers/exporters/exporter_dynamo.py", - "src/transformers/exporters/exporter_executorch.py", - "src/transformers/exporters/utils.py", - "src/transformers/models/kimi_k25/modeling_kimi_k25.py", - "src/transformers/models/kimi_k25/modular_kimi_k25.py", - "src/transformers/vision_utils.py", - "tests/exporters/test_export.py", - "tests/models/kimi_k25/test_modeling_kimi_k25.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/exporters/exporter_dynamo.py", - "left_ranges": [ - [ - 43, - 49 - ], - [ - 352, - 359 - ], - [ - 383, - 390 - ], - [ - 452, - 473 - ], - [ - 490, - 510 - ], - [ - 551, - 562 - ], - [ - 597, - 609 - ] - ], - "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 - ], - [ - 460, - 493 - ], - [ - 507, - 538 - ], - [ - 549, - 554 - ], - [ - 609, - 614 - ], - [ - 642, - 647 - ], - [ - 665, - 789 - ], - [ - 809, - 814 - ], - [ - 831, - 1173 - ], - [ - 1265, - 1294 - ], - [ - 1430, - 1482 - ] - ], - "right_ranges": [ - [ - 418, - 442 - ] - ] - }, - { - "filename": "src/transformers/exporters/utils.py", - "left_ranges": [ - [ - 232, - 238 - ], - [ - 432, - 441 - ], - [ - 444, - 467 - ], - [ - 472, - 498 - ], - [ - 514, - 536 - ], - [ - 662, - 685 - ], - [ - 688, - 704 - ], - [ - 745, - 757 - ], - [ - 806, - 813 - ] - ], - "right_ranges": [ - [ - 432, - 441 - ], - [ - 444, - 455 - ], - [ - 464, - 490 - ], - [ - 708, - 720 - ] - ] - }, - { - "filename": "src/transformers/models/kimi_k25/modeling_kimi_k25.py", - "left_ranges": [ - [ - 43, - 49 - ], - [ - 99, - 172 - ], - [ - 176, - 184 - ], - [ - 191, - 212 - ], - [ - 218, - 226 - ], - [ - 281, - 294 - ], - [ - 500, - 532 - ], - [ - 545, - 550 - ], - [ - 557, - 569 - ], - [ - 575, - 582 - ] - ], - "right_ranges": [ - [ - 43, - 49 - ], - [ - 99, - 172 - ], - [ - 176, - 184 - ], - [ - 191, - 212 - ], - [ - 218, - 226 - ], - [ - 281, - 294 - ], - [ - 500, - 532 - ], - [ - 545, - 550 - ], - [ - 557, - 569 - ], - [ - 575, - 582 - ] - ] - }, - { - "filename": "src/transformers/models/kimi_k25/modular_kimi_k25.py", - "left_ranges": [ - [ - 35, - 41 - ], - [ - 54, - 154 - ], - [ - 240, - 248 - ], - [ - 255, - 276 - ], - [ - 282, - 305 - ], - [ - 431, - 436 - ], - [ - 443, - 455 - ], - [ - 461, - 468 - ] - ], - "right_ranges": [ - [ - 35, - 41 - ], - [ - 54, - 154 - ], - [ - 240, - 248 - ], - [ - 255, - 276 - ], - [ - 282, - 305 - ], - [ - 431, - 436 - ], - [ - 443, - 455 - ], - [ - 461, - 468 - ] - ] - }, - { - "filename": "src/transformers/vision_utils.py", - "left_ranges": [ - [ - 32, - 61 - ] - ], - "right_ranges": [ - [ - 32, - 61 - ] - ] - }, - { - "filename": "tests/exporters/test_export.py", - "left_ranges": [ - [ - 24, - 30 - ], - [ - 35, - 41 - ], - [ - 47, - 154 - ], - [ - 158, - 197 - ], - [ - 243, - 318 - ], - [ - 350, - 366 - ], - [ - 427, - 433 - ], - [ - 461, - 468 - ], - [ - 474, - 506 - ], - [ - 611, - 618 - ], - [ - 625, - 657 - ] - ], - "right_ranges": [ - [ - 181, - 188 - ] - ] - }, - { - "filename": "tests/models/kimi_k25/test_modeling_kimi_k25.py", - "left_ranges": [ - [ - 127, - 132 - ] - ], - "right_ranges": [ - [ - 127, - 132 - ] - ] - } - ] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47143, - "code_similarity": 0.119, - "size_similarity": 0.492, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.137, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47163, - "code_similarity": 0.003, - "size_similarity": 0.005, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.016, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47175, - "code_similarity": 0.001, - "size_similarity": 0.002, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.004, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47181, - "code_similarity": 0.174, - "size_similarity": 0.74, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.173, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47198, - "code_similarity": 0.003, - "size_similarity": 0.012, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.005, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47210, - "code_similarity": 0.026, - "size_similarity": 0.06, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.094, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47216, - "code_similarity": 0.041, - "size_similarity": 0.114, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.119, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47243, - "code_similarity": 0.32, - "size_similarity": 0.173, - "file_overlap": 0.07, - "area_overlap": 0.555, - "patch_similarity": 0.463, - "shared_filenames": [ - "src/transformers/exporters/exporter_dynamo.py", - "src/transformers/exporters/exporter_executorch.py", - "src/transformers/models/xcodec2/modeling_xcodec2.py", - "src/transformers/models/xcodec2/modular_xcodec2.py", - "tests/exporters/test_export.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/exporters/exporter_dynamo.py", - "left_ranges": [ - [ - 43, - 49 - ], - [ - 352, - 359 - ], - [ - 383, - 390 - ], - [ - 452, - 473 - ], - [ - 490, - 510 - ], - [ - 551, - 562 - ], - [ - 597, - 609 - ] - ], - "right_ranges": [ - [ - 43, - 49 - ], - [ - 450, - 471 - ], - [ - 488, - 508 - ], - [ - 549, - 560 - ] - ] - }, - { - "filename": "src/transformers/exporters/exporter_executorch.py", - "left_ranges": [ - [ - 38, - 44 - ], - [ - 61, - 74 - ], - [ - 81, - 99 - ], - [ - 354, - 360 - ], - [ - 365, - 407 - ], - [ - 414, - 429 - ], - [ - 460, - 493 - ], - [ - 507, - 538 - ], - [ - 549, - 554 - ], - [ - 609, - 614 - ], - [ - 642, - 647 - ], - [ - 665, - 789 - ], - [ - 809, - 814 - ], - [ - 831, - 1173 - ], - [ - 1265, - 1294 - ], - [ - 1430, - 1482 - ] - ], - "right_ranges": [ - [ - 38, - 44 - ], - [ - 50, - 55 - ], - [ - 60, - 73 - ], - [ - 78, - 96 - ], - [ - 119, - 125 - ], - [ - 189, - 204 - ], - [ - 207, - 223 - ], - [ - 359, - 365 - ], - [ - 370, - 412 - ], - [ - 419, - 434 - ], - [ - 465, - 503 - ], - [ - 517, - 548 - ], - [ - 559, - 564 - ], - [ - 619, - 624 - ], - [ - 652, - 657 - ], - [ - 675, - 799 - ], - [ - 819, - 824 - ], - [ - 841, - 1183 - ], - [ - 1275, - 1304 - ], - [ - 1440, - 1492 - ] - ] - }, - { - "filename": "src/transformers/models/xcodec2/modeling_xcodec2.py", - "left_ranges": [ - [ - 771, - 783 - ], - [ - 798, - 804 - ] - ], - "right_ranges": [ - [ - 776, - 782 - ] - ] - }, - { - "filename": "src/transformers/models/xcodec2/modular_xcodec2.py", - "left_ranges": [ - [ - 446, - 458 - ], - [ - 473, - 479 - ] - ], - "right_ranges": [ - [ - 451, - 457 - ] - ] - }, - { - "filename": "tests/exporters/test_export.py", - "left_ranges": [ - [ - 24, - 30 - ], - [ - 35, - 41 - ], - [ - 47, - 154 - ], - [ - 158, - 197 - ], - [ - 243, - 318 - ], - [ - 350, - 366 - ], - [ - 427, - 433 - ], - [ - 461, - 468 - ], - [ - 474, - 506 - ], - [ - 611, - 618 - ], - [ - 625, - 657 - ] - ], - "right_ranges": [ - [ - 13, - 19 - ], - [ - 26, - 38 - ], - [ - 111, - 133 - ], - [ - 154, - 223 - ], - [ - 268, - 274 - ], - [ - 279, - 310 - ], - [ - 388, - 400 - ], - [ - 406, - 415 - ], - [ - 444, - 450 - ], - [ - 453, - 459 - ], - [ - 479, - 485 - ], - [ - 510, - 516 - ], - [ - 522, - 533 - ], - [ - 550, - 578 - ], - [ - 582, - 588 - ], - [ - 591, - 597 - ], - [ - 617, - 623 - ], - [ - 649, - 655 - ], - [ - 661, - 667 - ] - ] - } - ] - }, - { - "left_pr_number": 47003, - "right_pr_number": 47255, - "code_similarity": 0.001, - "size_similarity": 0.005, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.002, - "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": 47143, - "code_similarity": 0.058, - "size_similarity": 0.236, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.076, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47163, - "code_similarity": 0.013, - "size_similarity": 0.04, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.031, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47175, - "code_similarity": 0.006, - "size_similarity": 0.021, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.013, - "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": 0.118, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47198, - "code_similarity": 0.023, - "size_similarity": 0.102, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.018, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47210, - "code_similarity": 0.125, - "size_similarity": 0.522, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.137, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "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": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47243, - "code_similarity": 0.145, - "size_similarity": 0.67, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.072, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47034, - "right_pr_number": 47255, - "code_similarity": 0.01, - "size_similarity": 0.04, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.011, - "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": 47143, - "code_similarity": 0.033, - "size_similarity": 0.129, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.047, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47163, - "code_similarity": 0.019, - "size_similarity": 0.072, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.03, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47175, - "code_similarity": 0.011, - "size_similarity": 0.039, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.023, - "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": 0.078, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47198, - "code_similarity": 0.039, - "size_similarity": 0.186, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.009, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47210, - "code_similarity": 0.208, - "size_similarity": 0.953, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.115, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47216, - "code_similarity": 0.12, - "size_similarity": 0.558, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.059, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47243, - "code_similarity": 0.078, - "size_similarity": 0.366, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.03, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47077, - "right_pr_number": 47255, - "code_similarity": 0.019, - "size_similarity": 0.072, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.029, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47143, - "code_similarity": 0.052, - "size_similarity": 0.208, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.069, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47163, - "code_similarity": 0.012, - "size_similarity": 0.045, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.021, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47175, - "code_similarity": 0.007, - "size_similarity": 0.024, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.014, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47181, - "code_similarity": 0.048, - "size_similarity": 0.138, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.134, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47198, - "code_similarity": 0.026, - "size_similarity": 0.115, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.017, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47210, - "code_similarity": 0.138, - "size_similarity": 0.591, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.131, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47216, - "code_similarity": 0.199, - "size_similarity": 0.899, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.129, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47243, - "code_similarity": 0.234, - "size_similarity": 0.591, - "file_overlap": 0.3, - "area_overlap": 0.021, - "patch_similarity": 0.122, - "shared_filenames": [ - "src/transformers/exporters/exporter_dynamo.py", - "src/transformers/exporters/exporter_executorch.py", - "tests/exporters/test_export.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/exporters/exporter_dynamo.py", - "left_ranges": [ - [ - 350, - 357 - ], - [ - 381, - 388 - ] - ], - "right_ranges": [ - [ - 43, - 49 - ], - [ - 450, - 471 - ], - [ - 488, - 508 - ], - [ - 549, - 560 - ] - ] - }, - { - "filename": "src/transformers/exporters/exporter_executorch.py", - "left_ranges": [ - [ - 418, - 442 - ] - ], - "right_ranges": [ - [ - 38, - 44 - ], - [ - 50, - 55 - ], - [ - 60, - 73 - ], - [ - 78, - 96 - ], - [ - 119, - 125 - ], - [ - 189, - 204 - ], - [ - 207, - 223 - ], - [ - 359, - 365 - ], - [ - 370, - 412 - ], - [ - 419, - 434 - ], - [ - 465, - 503 - ], - [ - 517, - 548 - ], - [ - 559, - 564 - ], - [ - 619, - 624 - ], - [ - 652, - 657 - ], - [ - 675, - 799 - ], - [ - 819, - 824 - ], - [ - 841, - 1183 - ], - [ - 1275, - 1304 - ], - [ - 1440, - 1492 - ] - ] - }, - { - "filename": "tests/exporters/test_export.py", - "left_ranges": [ - [ - 181, - 188 - ] - ], - "right_ranges": [ - [ - 13, - 19 - ], - [ - 26, - 38 - ], - [ - 111, - 133 - ], - [ - 154, - 223 - ], - [ - 268, - 274 - ], - [ - 279, - 310 - ], - [ - 388, - 400 - ], - [ - 406, - 415 - ], - [ - 444, - 450 - ], - [ - 453, - 459 - ], - [ - 479, - 485 - ], - [ - 510, - 516 - ], - [ - 522, - 533 - ], - [ - 550, - 578 - ], - [ - 582, - 588 - ], - [ - 591, - 597 - ], - [ - 617, - 623 - ], - [ - 649, - 655 - ], - [ - 661, - 667 - ] - ] - } - ] - }, - { - "left_pr_number": 47096, - "right_pr_number": 47255, - "code_similarity": 0.01, - "size_similarity": 0.045, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.006, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47143, - "right_pr_number": 47163, - "code_similarity": 0.004, - "size_similarity": 0.009, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.013, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47143, - "right_pr_number": 47175, - "code_similarity": 0.002, - "size_similarity": 0.005, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.004, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47143, - "right_pr_number": 47181, - "code_similarity": 0.193, - "size_similarity": 0.665, - "file_overlap": 0.103, - "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": [ - [ - 305, - 311 - ] - ], - "right_ranges": [ - [ - 78, - 84 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 412, - 418 - ], - [ - 975, - 981 - ] - ], - "right_ranges": [ - [ - 105, - 114 - ], - [ - 737, - 745 - ], - [ - 942, - 948 - ], - [ - 1027, - 1033 - ], - [ - 1161, - 1167 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 348, - 354 - ], - [ - 1960, - 1966 - ] - ], - "right_ranges": [ - [ - 97, - 105 - ], - [ - 1053, - 1059 - ] - ] - } - ] - }, - { - "left_pr_number": 47143, - "right_pr_number": 47198, - "code_similarity": 0.006, - "size_similarity": 0.024, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.005, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47143, - "right_pr_number": 47210, - "code_similarity": 0.037, - "size_similarity": 0.123, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.084, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47143, - "right_pr_number": 47216, - "code_similarity": 0.061, - "size_similarity": 0.231, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.1, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47143, - "right_pr_number": 47243, - "code_similarity": 0.086, - "size_similarity": 0.352, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.105, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47143, - "right_pr_number": 47255, - "code_similarity": 0.002, - "size_similarity": 0.009, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.002, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47175, - "code_similarity": 0.112, - "size_similarity": 0.536, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.03, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47181, - "code_similarity": 0.004, - "size_similarity": 0.006, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.022, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47198, - "code_similarity": 0.078, - "size_similarity": 0.389, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47210, - "code_similarity": 0.021, - "size_similarity": 0.076, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47216, - "code_similarity": 0.014, - "size_similarity": 0.04, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.039, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47243, - "code_similarity": 0.008, - "size_similarity": 0.027, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.02, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47163, - "right_pr_number": 47255, - "code_similarity": 0.201, - "size_similarity": 1.0, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.008, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47175, - "right_pr_number": 47181, - "code_similarity": 0.002, - "size_similarity": 0.003, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.006, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47175, - "right_pr_number": 47198, - "code_similarity": 0.042, - "size_similarity": 0.208, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47175, - "right_pr_number": 47210, - "code_similarity": 0.011, - "size_similarity": 0.041, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.018, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47175, - "right_pr_number": 47216, - "code_similarity": 0.006, - "size_similarity": 0.022, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.011, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47175, - "right_pr_number": 47243, - "code_similarity": 0.004, - "size_similarity": 0.014, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.006, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47175, - "right_pr_number": 47255, - "code_similarity": 0.114, - "size_similarity": 0.536, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.044, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47181, - "right_pr_number": 47198, - "code_similarity": 0.019, - "size_similarity": 0.016, - "file_overlap": 0.048, - "area_overlap": 0.0, - "patch_similarity": 0.013, - "shared_filenames": [ - "src/transformers/conversion_mapping.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 1633, - 1683 - ] - ], - "right_ranges": [ - [ - 140, - 148 - ] - ] - } - ] - }, - { - "left_pr_number": 47181, - "right_pr_number": 47210, - "code_similarity": 0.038, - "size_similarity": 0.082, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.144, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47181, - "right_pr_number": 47216, - "code_similarity": 0.052, - "size_similarity": 0.154, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.143, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47181, - "right_pr_number": 47243, - "code_similarity": 0.066, - "size_similarity": 0.234, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.13, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47181, - "right_pr_number": 47255, - "code_similarity": 0.002, - "size_similarity": 0.006, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.004, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47198, - "right_pr_number": 47210, - "code_similarity": 0.042, - "size_similarity": 0.195, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.02, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47198, - "right_pr_number": 47216, - "code_similarity": 0.024, - "size_similarity": 0.104, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.018, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47198, - "right_pr_number": 47243, - "code_similarity": 0.015, - "size_similarity": 0.068, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.007, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47198, - "right_pr_number": 47255, - "code_similarity": 0.078, - "size_similarity": 0.389, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47210, - "right_pr_number": 47216, - "code_similarity": 0.127, - "size_similarity": 0.532, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.14, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47210, - "right_pr_number": 47243, - "code_similarity": 0.086, - "size_similarity": 0.349, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.105, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47210, - "right_pr_number": 47255, - "code_similarity": 0.016, - "size_similarity": 0.076, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.007, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47216, - "right_pr_number": 47243, - "code_similarity": 0.152, - "size_similarity": 0.657, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.136, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47216, - "right_pr_number": 47255, - "code_similarity": 0.009, - "size_similarity": 0.04, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.006, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47243, - "right_pr_number": 47255, - "code_similarity": 0.006, - "size_similarity": 0.027, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.002, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-43979-11", "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", @@ -4841,93 +548,418 @@ 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 - ] + ] + } + ] + }, + { + "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": [ - [ - 228, - 234 - ] - ] - }, - { - "filename": "src/transformers/models/gptj/modeling_gptj.py", - "left_ranges": [ [ 33, - 41 + 42 ], [ - 174, - 181 + 175, + 182 ], [ - 250, - 257 + 251, + 258 ], [ - 398, - 419 + 399, + 420 ], [ - 425, - 434 + 426, + 435 ], [ - 459, - 466 + 460, + 467 ], [ - 471, - 488 + 472, + 489 ], [ - 518, + 519, 540 ], [ @@ -4944,7 +976,7 @@ ], [ 601, - 606 + 612 ], [ 634, @@ -4956,6 +988,10 @@ ], [ 658, + 663 + ], + [ + 666, 674 ], [ @@ -4974,1070 +1010,1527 @@ 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-46894-7", + "summary": "Cluster of 2 issues and 5 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46903, + "issue_numbers": [ + 46894, + 46897 + ], + "pr_numbers": [ + 46895, + 46903, + 46958, + 47090, + 47235 + ], + "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": [ [ - 33, - 42 - ], + 637, + 651 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 175, - 182 - ], + 500, + 513 + ] + ], + "right_ranges": [ [ - 251, - 258 - ], + 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": [ [ - 399, - 420 - ], + 637, + 650 + ] + ], + "right_ranges": [ [ - 426, - 435 + 22, + 28 ], [ - 460, - 467 - ], + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 472, - 489 - ], + 500, + 513 + ] + ], + "right_ranges": [ [ - 519, - 540 + 16, + 22 ], [ - 554, - 560 - ], + 501, + 508 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ [ - 566, - 575 + 35, + 41 ], [ - 580, - 598 + 176, + 214 + ] + ], + "right_ranges": [ + [ + 15, + 21 ], [ - 601, - 612 + 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 ], [ - 634, - 640 - ], + 176, + 214 + ] + ], + "right_ranges": [ [ - 646, - 653 - ], + 175, + 222 + ] + ] + } + ] + }, + { + "left_pr_number": 46895, + "right_pr_number": 47235, + "code_similarity": 0.428, + "size_similarity": 0.341, + "file_overlap": 0.667, + "area_overlap": 0.381, + "patch_similarity": 0.176, + "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": [ [ - 658, - 663 - ], + 637, + 650 + ] + ], + "right_ranges": [ [ - 666, - 674 + 22, + 28 ], [ - 717, - 722 - ], + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 738, - 744 - ], + 500, + 513 + ] + ], + "right_ranges": [ [ - 749, - 772 + 16, + 22 ], [ - 790, - 795 + 501, + 508 ] ] } ] }, { - "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, + "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/gptj/modeling_gptj.py" + "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/gptj/modeling_gptj.py", + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", "left_ranges": [ [ - 33, - 40 - ], - [ - 173, - 180 - ], - [ - 249, - 256 - ], + 637, + 651 + ] + ], + "right_ranges": [ [ - 397, - 405 + 22, + 28 ], [ - 408, - 419 - ], + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 425, - 434 - ], + 500, + 514 + ] + ], + "right_ranges": [ [ - 459, - 465 + 16, + 22 ], [ - 470, - 489 - ], + 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": [ [ - 517, - 539 - ], + 637, + 651 + ] + ], + "right_ranges": [ [ - 553, - 559 - ], + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 565, - 574 - ], + 500, + 514 + ] + ], + "right_ranges": [ [ - 579, - 597 - ], + 500, + 512 + ] + ] + } + ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 47235, + "code_similarity": 0.283, + "size_similarity": 0.138, + "file_overlap": 0.4, + "area_overlap": 0.364, + "patch_similarity": 0.057, + "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": [ [ - 600, - 611 - ], + 637, + 651 + ] + ], + "right_ranges": [ [ - 633, - 639 + 22, + 28 ], [ - 645, - 652 - ], + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 657, - 673 - ], + 500, + 514 + ] + ], + "right_ranges": [ [ - 716, - 728 + 16, + 22 ], [ - 737, - 743 - ], + 501, + 508 + ] + ] + } + ] + }, + { + "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": [ [ - 748, - 771 + 22, + 28 ], [ - 789, - 794 + 638, + 645 ] ], "right_ranges": [ [ - 33, - 42 - ], - [ - 175, - 182 - ], + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 251, - 258 + 16, + 22 ], [ - 399, - 420 - ], + 501, + 508 + ] + ], + "right_ranges": [ [ - 426, - 435 - ], + 500, + 512 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ [ - 460, - 467 + 15, + 21 ], [ - 472, - 489 - ], + 180, + 221 + ] + ], + "right_ranges": [ [ - 519, - 540 - ], + 175, + 222 + ] + ] + } + ] + }, + { + "left_pr_number": 46958, + "right_pr_number": 47235, + "code_similarity": 0.655, + "size_similarity": 0.373, + "file_overlap": 0.667, + "area_overlap": 1.0, + "patch_similarity": 0.2, + "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": [ [ - 554, - 560 + 22, + 28 ], [ - 566, - 575 - ], + 638, + 645 + ] + ], + "right_ranges": [ [ - 580, - 598 + 22, + 28 ], [ - 601, - 612 - ], + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ [ - 634, - 640 + 16, + 22 ], [ - 646, - 653 - ], + 501, + 508 + ] + ], + "right_ranges": [ [ - 658, - 663 + 16, + 22 ], [ - 666, - 674 - ], + 501, + 508 + ] + ] + } + ] + }, + { + "left_pr_number": 47090, + "right_pr_number": 47235, + "code_similarity": 0.419, + "size_similarity": 0.318, + "file_overlap": 0.667, + "area_overlap": 0.4, + "patch_similarity": 0.102, + "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": [ [ - 717, - 722 - ], + 637, + 649 + ] + ], + "right_ranges": [ [ - 738, - 744 + 22, + 28 ], [ - 749, - 772 + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 512 + ] + ], + "right_ranges": [ + [ + 16, + 22 ], [ - 790, - 795 + 501, + 508 ] ] } ] - }, - { - "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-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46894, - "canonical_pr_number": 46903, + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, "issue_numbers": [ - 46894, - 46897 + 41211 ], "pr_numbers": [ - 46895, - 46903, - 46958, - 47090, - 47235 + 41356, + 44339 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "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": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "docs/source/en/model_doc/deimv2.md", "left_ranges": [ [ - 637, - 650 + 1, + 132 ] ], "right_ranges": [ [ - 637, - 651 + 1, + 65 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/deimv2/__init__.py", "left_ranges": [ [ - 500, - 513 + 1, + 15 ] ], "right_ranges": [ [ - 500, - 514 + 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-43451-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 47198 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 47198, + "code_similarity": 0.017, + "size_similarity": 0.011, + "file_overlap": 0.045, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [ + "src/transformers/conversion_mapping.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 737, + 769 + ] + ], + "right_ranges": [ + [ + 140, + 148 ] ] } ] + } + ] + }, + { + "cluster_id": "cluster-46658-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46658, + "issue_numbers": [], + "pr_numbers": [ + 46658, + 47003, + 47034, + 47096 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46658, + "right_pr_number": 47003, + "code_similarity": 0.193, + "size_similarity": 0.807, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.21, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47034, + "code_similarity": 0.033, + "size_similarity": 0.094, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.095, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47096, + "code_similarity": 0.032, + "size_similarity": 0.083, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.102, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47003, + "right_pr_number": 47034, + "code_similarity": 0.034, + "size_similarity": 0.116, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.075, + "shared_filenames": [], + "shared_file_areas": [] }, { - "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": 47003, + "right_pr_number": 47096, + "code_similarity": 0.177, + "size_similarity": 0.102, + "file_overlap": 0.113, + "area_overlap": 0.278, + "patch_similarity": 0.168, "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/exporters/exporter_dynamo.py", + "src/transformers/exporters/exporter_executorch.py", + "src/transformers/exporters/utils.py", + "src/transformers/models/kimi_k25/modeling_kimi_k25.py", + "src/transformers/models/kimi_k25/modular_kimi_k25.py", + "src/transformers/vision_utils.py", + "tests/exporters/test_export.py", + "tests/models/kimi_k25/test_modeling_kimi_k25.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/exporters/exporter_dynamo.py", "left_ranges": [ [ - 637, - 650 - ] - ], - "right_ranges": [ - [ - 22, - 28 + 43, + 49 ], [ - 638, - 645 - ] - ] - }, - { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ + 352, + 359 + ], [ - 500, - 513 - ] - ], - "right_ranges": [ + 383, + 390 + ], [ - 16, - 22 + 452, + 473 ], [ - 501, - 508 - ] - ] - }, - { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", - "left_ranges": [ + 490, + 510 + ], [ - 35, - 41 + 551, + 562 ], [ - 176, - 214 + 597, + 609 ] ], "right_ranges": [ [ - 15, - 21 + 350, + 357 ], [ - 180, - 221 + 381, + 388 ] ] - } - ] - }, - { - "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", + "filename": "src/transformers/exporters/exporter_executorch.py", "left_ranges": [ [ - 637, - 650 - ] - ], - "right_ranges": [ + 38, + 44 + ], [ - 637, - 649 - ] - ] - }, - { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ + 61, + 74 + ], [ - 500, - 513 - ] - ], - "right_ranges": [ + 81, + 99 + ], [ - 500, - 512 - ] - ] - }, - { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", - "left_ranges": [ + 354, + 360 + ], [ - 35, - 41 + 365, + 407 ], [ - 176, - 214 - ] - ], - "right_ranges": [ + 414, + 429 + ], [ - 175, - 222 - ] - ] - } - ] - }, - { - "left_pr_number": 46895, - "right_pr_number": 47235, - "code_similarity": 0.428, - "size_similarity": 0.341, - "file_overlap": 0.667, - "area_overlap": 0.381, - "patch_similarity": 0.176, - "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": [ + 460, + 493 + ], [ - 637, - 650 - ] - ], - "right_ranges": [ + 507, + 538 + ], [ - 22, - 28 + 549, + 554 ], [ - 638, - 645 - ] - ] - }, - { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ + 609, + 614 + ], [ - 500, - 513 - ] - ], - "right_ranges": [ + 642, + 647 + ], [ - 16, - 22 + 665, + 789 ], [ - 501, - 508 - ] - ] - } - ] - }, - { - "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": [ + 809, + 814 + ], [ - 637, - 651 + 831, + 1173 + ], + [ + 1265, + 1294 + ], + [ + 1430, + 1482 ] ], "right_ranges": [ [ - 22, - 28 - ], - [ - 638, - 645 + 418, + 442 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/exporters/utils.py", "left_ranges": [ [ - 500, - 514 - ] - ], - "right_ranges": [ + 232, + 238 + ], [ - 16, - 22 + 432, + 441 ], [ - 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": [ + 444, + 467 + ], [ - 637, - 651 + 472, + 498 + ], + [ + 514, + 536 + ], + [ + 662, + 685 + ], + [ + 688, + 704 + ], + [ + 745, + 757 + ], + [ + 806, + 813 ] ], "right_ranges": [ [ - 637, - 649 + 432, + 441 + ], + [ + 444, + 455 + ], + [ + 464, + 490 + ], + [ + 708, + 720 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/kimi_k25/modeling_kimi_k25.py", "left_ranges": [ + [ + 43, + 49 + ], + [ + 99, + 172 + ], + [ + 176, + 184 + ], + [ + 191, + 212 + ], + [ + 218, + 226 + ], + [ + 281, + 294 + ], [ 500, - 514 + 532 + ], + [ + 545, + 550 + ], + [ + 557, + 569 + ], + [ + 575, + 582 ] ], "right_ranges": [ + [ + 43, + 49 + ], + [ + 99, + 172 + ], + [ + 176, + 184 + ], + [ + 191, + 212 + ], + [ + 218, + 226 + ], + [ + 281, + 294 + ], [ 500, - 512 - ] - ] - } - ] - }, - { - "left_pr_number": 46903, - "right_pr_number": 47235, - "code_similarity": 0.283, - "size_similarity": 0.138, - "file_overlap": 0.4, - "area_overlap": 0.364, - "patch_similarity": 0.057, - "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": [ + 532 + ], [ - 637, - 651 - ] - ], - "right_ranges": [ + 545, + 550 + ], [ - 22, - 28 + 557, + 569 ], [ - 638, - 645 + 575, + 582 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/kimi_k25/modular_kimi_k25.py", "left_ranges": [ [ - 500, - 514 + 35, + 41 + ], + [ + 54, + 154 + ], + [ + 240, + 248 + ], + [ + 255, + 276 + ], + [ + 282, + 305 + ], + [ + 431, + 436 + ], + [ + 443, + 455 + ], + [ + 461, + 468 ] ], "right_ranges": [ [ - 16, - 22 + 35, + 41 ], [ - 501, - 508 + 54, + 154 + ], + [ + 240, + 248 + ], + [ + 255, + 276 + ], + [ + 282, + 305 + ], + [ + 431, + 436 + ], + [ + 443, + 455 + ], + [ + 461, + 468 ] ] - } - ] - }, - { - "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/vision_utils.py", "left_ranges": [ [ - 22, - 28 - ], - [ - 638, - 645 + 32, + 61 ] ], "right_ranges": [ [ - 637, - 649 + 32, + 61 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "tests/exporters/test_export.py", "left_ranges": [ [ - 16, - 22 + 24, + 30 ], [ - 501, - 508 + 35, + 41 + ], + [ + 47, + 154 + ], + [ + 158, + 197 + ], + [ + 243, + 318 + ], + [ + 350, + 366 + ], + [ + 427, + 433 + ], + [ + 461, + 468 + ], + [ + 474, + 506 + ], + [ + 611, + 618 + ], + [ + 625, + 657 ] ], "right_ranges": [ [ - 500, - 512 + 181, + 188 ] ] }, { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "filename": "tests/models/kimi_k25/test_modeling_kimi_k25.py", "left_ranges": [ [ - 15, - 21 - ], - [ - 180, - 221 + 127, + 132 ] ], "right_ranges": [ [ - 175, - 222 + 127, + 132 ] ] } ] }, { - "left_pr_number": 46958, - "right_pr_number": 47235, - "code_similarity": 0.655, - "size_similarity": 0.373, - "file_overlap": 0.667, - "area_overlap": 1.0, - "patch_similarity": 0.2, + "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": [] + } + ] + }, + { + "cluster_id": "cluster-46836-4", + "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": [ + 46836, + 47143, + 47163, + 47210 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46836, + "right_pr_number": 47143, + "code_similarity": 0.155, + "size_similarity": 0.515, + "file_overlap": 0.077, + "area_overlap": 0.0, + "patch_similarity": 0.19, "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/models/__init__.py", "left_ranges": [ [ - 22, - 28 - ], - [ - 638, - 645 + 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": [ [ - 16, - 22 + 637, + 647 ], [ - 501, - 508 - ] - ], - "right_ranges": [ - [ - 16, - 22 + 919, + 928 ], [ - 501, - 508 - ] - ] - } - ] - }, - { - "left_pr_number": 47090, - "right_pr_number": 47235, - "code_similarity": 0.419, - "size_similarity": 0.318, - "file_overlap": 0.667, - "area_overlap": 0.4, - "patch_similarity": 0.102, - "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": [ + 1130, + 1136 + ], [ - 637, - 649 + 1260, + 1266 ] ], "right_ranges": [ [ - 22, - 28 + 412, + 418 ], [ - 638, - 645 + 975, + 981 ] ] }, { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "filename": "src/transformers/models/auto/modeling_auto.py", "left_ranges": [ [ - 500, - 512 + 509, + 515 + ], + [ + 1119, + 1125 ] ], "right_ranges": [ [ - 16, - 22 + 348, + 354 ], [ - 501, - 508 + 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": 0.02, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 47210, + "code_similarity": 0.029, + "size_similarity": 0.063, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.111, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47163, + "code_similarity": 0.004, + "size_similarity": 0.009, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.013, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47210, + "code_similarity": 0.037, + "size_similarity": 0.123, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.084, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47210, + "code_similarity": 0.021, + "size_similarity": 0.076, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [], + "shared_file_areas": [] } ] }, { - "cluster_id": "cluster-41211-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "cluster_id": "cluster-45488-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #45488.", "status": "open", - "confidence": 0.55, - "canonical_issue_number": 41211, - "canonical_pr_number": 44339, + "confidence": 0.6, + "canonical_issue_number": 45488, + "canonical_pr_number": 47017, "issue_numbers": [ - 41211 + 45488, + 46489 ], "pr_numbers": [ - 41356, - 44339 + 46580, + 47017 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "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": 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": [ - "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/auto/tokenization_auto.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", + "filename": "src/transformers/models/auto/tokenization_auto.py", "left_ranges": [ [ - 1, - 15 - ] - ], - "right_ranges": [ + 361, + 367 + ], [ - 1, - 29 - ] - ] - }, - { - "filename": "src/transformers/models/deimv2/configuration_deimv2.py", - "left_ranges": [ + 399, + 421 + ], [ - 1, - 74 + 724, + 739 ] ], "right_ranges": [ [ - 1, - 266 - ] - ] - }, - { - "filename": "tests/models/deimv2/test_modeling_deimv2.py", - "left_ranges": [ - [ - 1, - 15 - ] - ], - "right_ranges": [ + 429, + 476 + ], [ - 1, - 1734 + 808, + 826 ] ] } @@ -7138,7 +3631,7 @@ "cluster_id": "cluster-46693-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46693.", "status": "open", - "confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 46693, "canonical_pr_number": 47215, "issue_numbers": [ @@ -7149,9 +3642,7 @@ 47215 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { @@ -8474,6 +4965,110 @@ } ] }, + { + "cluster_id": "cluster-47181-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47181, + "issue_numbers": [], + "pr_numbers": [ + 47181, + 47255 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47181, + "right_pr_number": 47255, + "code_similarity": 0.002, + "size_similarity": 0.006, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.004, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -8751,6 +5346,14 @@ } ], "duplicate_issues": [ + { + "cluster_id": "cluster-45488-4", + "canonical_issue_number": 45488, + "duplicate_issue_numbers": [ + 46489 + ], + "reason": "Issues in cluster-45488-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-46894-7", "canonical_issue_number": 46894, @@ -8761,31 +5364,6 @@ } ], "duplicate_prs": [ - { - "cluster_id": "cluster-40546-18", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 40546, - 46376, - 46658, - 46836, - 47003, - 47034, - 47077, - 47096, - 47143, - 47163, - 47175, - 47181, - 47198, - 47210, - 47216, - 47243, - 47255 - ], - "target_issue_number": null, - "reason": "PRs in cluster-40546-18 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -8804,6 +5382,24 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43451-2", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 47198 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -8848,6 +5444,15 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-45488-4", + "canonical_pr_number": 47017, + "duplicate_pr_numbers": [ + 46580 + ], + "target_issue_number": 45488, + "reason": "PRs in cluster-45488-4 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -8886,6 +5491,17 @@ "target_issue_number": 46305, "reason": "PRs in cluster-46305-4 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-46658-4", + "canonical_pr_number": 46658, + "duplicate_pr_numbers": [ + 47003, + 47034, + 47096 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46658-4 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46693-3", "canonical_pr_number": 47215, @@ -8893,7 +5509,7 @@ 46696 ], "target_issue_number": 46693, - "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." }, { "cluster_id": "cluster-46821-4", @@ -8905,6 +5521,17 @@ "target_issue_number": 46821, "reason": "PRs in cluster-46821-4 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-46836-4", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 47143, + 47163, + 47210 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46836-4 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -8936,6 +5563,15 @@ "target_issue_number": null, "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-47181-2", + "canonical_pr_number": 47181, + "duplicate_pr_numbers": [ + 47255 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47181-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-47205-3", "canonical_pr_number": 47218, @@ -8953,9 +5589,9 @@ "score": 184.0 }, "best_pr": { - "cluster_id": "cluster-40546-18", - "pr_number": 43451, - "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 18 artifacts, links to 0 issues, and carries 480 review/discussion events.", - "score": 1253.678 + "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 0c02fa5c54c58bad8786de4e427e7ecab1e54f43..7a8fbac49c5ff6e55bc413bb203c4eef5594f2ea 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": "20260711T000031Z", - "generated_at": "2026-07-11T00:11:01Z", + "snapshot_id": "20260711T060022Z", + "generated_at": "2026-07-11T06:10:13Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -132,400 +132,400 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "34a6d649419738a9460067c899f91bcf6c99c8cee6f10b2a771cffed2de62d9b", + "prepared_review_unit_hash": "09ace5a81d8db69088b3ea8740db632b1883d4beb34c5526538d5180e2a3baa0", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46568, - "estimated_input_tokens": 11642, - "estimated_eval_tokens": 23540 + "serialized_chars": 46577, + "estimated_input_tokens": 11645, + "estimated_eval_tokens": 23546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated model- or subsystem-specific bugs. The only clear duplicate here is the ZeRO-3/BERT index-out-of-bounds report.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43596 is the clearest canonical report for the shared ZeRO-3/BERT index-0 crash; issue:43638 reads like a near-identical variant/reproduction.", + "summary": "Mostly heterogeneous cluster with a few false-positive similarity links. The only convincing duplicate pockets are the DeepSpeed ZeRO-3/BERT IndexError pair and the Qwen3_5MoeTextRotaryEmbedding device/materialization pair.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest duplicate anchor: it matches issue:43638 on the same DeepSpeed ZeRO-3/BERT \"index 0 is out of bounds\" failure mode and is the strongest local representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best overall issue to keep because it most directly captures the common failure mode in a reusable, general form.", + "best_issue_reason": "issue:43596 is the best overall issue anchor because it has the tightest duplicate match and the most concrete shared failure path among the issues in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config field during model init vs a streaming chat/completions API problem." + "reason": "Different model/runtime failures: Qwen3_5 config attribute error vs streaming chat/completions issue." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated backend issues: AMD GPU failure vs MPS histogram op on Int." + "reason": "Different backends and failure modes: AMD GPU support vs MPS histogram op on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and error classes; Mistral-3 dtype mismatch is not the same as GPT-OSS AMD GPU failure." + "reason": "Both involve model/runtime issues, but the reported bugs are distinct (dtype mismatch vs AMD GPU failure)." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime bugs, but they affect different models and code paths with different root causes." + "reason": "Different code paths: autocast dtype mismatch in Phi MoE vs GPT-OSS failing on AMD GPUs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "AMD GPU/model-loading failure vs a broken official Nemotron example; not the same bug." + "reason": "Unrelated failures: AMD GPU runtime issue vs broken official Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid-method call are distinct issues." + "reason": "Different underlying bug: hardware/backend failure vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export errors." + "reason": "Different problems: Deepspeed collective mismatch vs ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." + "reason": "Both are model-specific errors, but not the same bug or code path." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error vs Qwen3 auto device-map CUDA assert; no shared underlying issue." + "reason": "ONNX export error and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are unrelated." + "reason": "Table QA crash vs outdated RAG examples; different issue types and targets." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug vs GenerationMixin import regression; different code paths." + "reason": "Export error vs GenerationMixin import failure; no shared underlying bug." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they cover different removed items and are separate cleanup tasks." + "reason": "Both are docs regressions, but they cover different removed v5 references and are not the same fix." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL embedding unpacking failure and resume-training with remote code are different flows." + "reason": "Different failures: Qwen3.5 embedding unpacking vs resume-training with trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training/remote-code issue is unrelated to the YOLO multi-GPU device-map problem." + "reason": "Unrelated training/resume issue vs multi-GPU YOLO device-map bug." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch and Gemma4 device-map mismatch are different bugs." + "reason": "Mask shape IndexError and Gemma4 PLE device mismatch are not the same bug." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 BERT init error and a generic mask-shape mismatch are not the same underlying failure." + "reason": "Both are IndexErrors, but the concrete failure conditions differ (zero-sized tensor vs mask shape mismatch)." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 BERT crash is unrelated to the resume-training remote-code problem." + "reason": "Different code paths: DeepSpeed/BERT init failure vs training resume/trust_remote_code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad symptom class, but different model/init path and failure context." + "reason": "Different IndexError signatures and different triggering conditions." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask-shape mismatch vs Qwen3.5 video token mismatch; different bugs." + "reason": "Mask/tensor shape mismatch is unrelated to video token/feature mismatch." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Training-resume bug and Nemotron example breakage are unrelated." + "reason": "Resume-training issue is unrelated to Nemotron example breakage." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different problems: shape mismatch versus GPT-OSS tensor-parallel support." + "reason": "Different model behavior: mask shape IndexError vs MoE tensor-parallel issue." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template StopIteration and model-training resume are unrelated." + "reason": "Video apply_chat_template StopIteration vs model resume/trust_remote_code are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug has nothing to do with ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export failure." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed ZeRO-3, but one is a collective mismatch and the other is an index error during BERT init." + "reason": "Different DeepSpeed-related failures: collective mismatch vs zero-sized tensor on Bert init." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Near-identical ZeRO-3/BERT index-out-of-bounds reports; same underlying empty-tensor init bug with two reproductions." + "reason": "Same underlying DeepSpeed ZeRO-3/BERT problem: both report the same zero-sized tensor IndexError during model init/loading." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross_entropy issue and GPT-OSS TP-only support are different code paths." + "reason": "Liger kernel cross_entropy invocation and GPT-OSS TP failure are different problems." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save inconsistency are unrelated." + "reason": "Different issues: detokenization bug vs LoRA merge/save/load mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime failure is not the same as the LoRA merge/save mismatch." + "reason": "Qwen-3-8B NVFP4 runtime failure vs LoRA merge/save behavior; no shared bug." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class errors are different problems." + "reason": "Processor failure for Voxtral vs remote-code model_class/config_class AttributeError are unrelated." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimensionality error and collective-mismatch error are distinct failure modes." + "reason": "Both mention DeepSpeed, but the failures are different (weight rank error vs collective mismatch)." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + "reason": "Different model/device issues with no shared concrete code path." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing recompute mismatch is not the same as a mask/tensor shape mismatch." + "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to mask shape IndexError." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram Int error and YOLO multi-GPU device-map failure are unrelated." + "reason": "MPS histogram op failure on MoE is unrelated to multi-GPU YOLO device-map auto failure." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same model component, but one is CPU-offload incompatibility and the other is meta/to_empty materialization memory initialization; not clearly the same bug." + "accept": true, + "reason": "Same underlying Qwen3_5MoeTextRotaryEmbedding/device-materialization bug: both point to the rotary embedding path under offload/materialization and the same bad state handling." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Trainer compute_loss signature regression and FSDP checkpointing mismatch are different issues." + "reason": "FSDP/activation checkpointing mismatch is unrelated to CustomTrainer.compute_loss signature changes." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT init crash is unrelated to the GPT-OSS tensor-parallel issue." + "reason": "DeepSpeed/BERT zero-size IndexError and GPT-OSS TP problem are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model and subsystem; not the same underlying problem." + "reason": "Different failures and model families; no common bug." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method call are unrelated." + "reason": "dtype mismatch in Mistral-3 image preprocessing vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup issue and Qwen3.5 video token mismatch are different bugs." + "reason": "Different multimodal issues: expensive reverse embedding lookup vs video token/feature mismatch." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU failure are unrelated." + "reason": "Qwen-3-8B NVFP4 runtime issue is not the same as GPT-OSS AMD GPU failure." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM missing config attribute and Mistral regex patch crash are different problems." + "reason": "vLLM Gemma3TextConfig attribute error vs Mistral regex patch AttributeError; unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": false, - "reason": "Both mention torch 2.4.1 compatibility, but the reports are too generic and not clearly the same concrete bug." + "reason": "Both are torch compatibility complaints, but they are too broad and not clearly the same underlying bug." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Different Gemma4 failures: device-map forward mismatch vs expensive reverse embedding lookup." + "reason": "Gemma4 PLE device mismatch and reverse embedding lookup are distinct issues." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "FSDP checkpointing mismatch vs auto device-map cuda assert are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch-version incompatibility and Qwen NVFP4 runtime failure are distinct issues." + "reason": "Generic torch 2.10 incompatibility vs Qwen-3-8B NVFP4 runtime failure are not the same defect." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi MoE autocast dtype mismatch and GPT-OSS TP support are different bugs." + "reason": "Different models and failure modes: autocast dtype mismatch vs GPT-OSS TP issue." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm error is unrelated to Mistral-3 image-preprocessor dtype mismatch." + "reason": "Mixtral grouped_mm tracing error and Mistral-3 image dtype mismatch are unrelated." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model-specific runtime failures with no shared code path." + "reason": "Different dtype/runtime issues with different models and triggers." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." + "reason": "Mistral image dtype mismatch vs Nemotron example breakage are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call and MPS histogram Int error are different bugs." + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram op error are different bugs." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "NVFP4 runtime failure and Qwen3.5 embedding unpacking with TRL are unrelated." + "reason": "Qwen-3-8B NVFP4 runtime issue vs Qwen3.5 embedding unpacking failure are different problems." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger cross_entropy issue and Qwen3.5 embedding unpacking failure do not describe the same bug." + "reason": "Liger kernel cross_entropy path and TRL SFT embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 index errors, but they affect different models and contexts and are not clearly the same underlying bug." + "reason": "Gemma3 ZeRO-3 loading IndexError and Bert ZeRO-3 loading IndexError are similar in shape but not the same concrete bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but one is about removed pipeline tasks and the other about the removed run command." + "reason": "Both are docs regressions in v5, but they concern different removed references and are not the same issue." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS Int histogram error are unrelated." + "reason": "Different runtime paths: autocast dtype mismatch vs MPS histogram_not_implemented." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel hook issue and Phi MoE autocast mismatch are different problems." + "reason": "Liger kernel cross_entropy issue and Phi MoE autocast mismatch are unrelated." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer signature regression are unrelated." + "reason": "DeepSpeed collective mismatch vs trainer signature mismatch; no shared bug." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import regression are different bugs." + "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are unrelated." + "reason": "AMD GPU model runtime issue vs outdated RAG examples are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross_entropy issue and mask/tensor shape mismatch are not the same failure." + "reason": "Liger Kernel cross_entropy being called is unrelated to the mask/tensor shape IndexError." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the one accepted duplicate pair (43596/43638) is well supported by the titles. The remaining soft-edge calls are conservatively rejected and do not overstate sameness. No PR-pair mergeability issues apply here." + "feedback": "Grounded overall. The cluster is mostly heterogeneous, and the two duplicate pockets called out are supported by the packet: 43596/43638 are near-identical ZeRO-3/BERT IndexError reports, and 45859/45902 are plausibly the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug. The soft-edge rejections are conservative." }, "evaluator_used": true, "retried": false, @@ -606,8 +606,8 @@ "issue:44589|issue:46304", "issue:43039|issue:44560", "issue:45823|issue:46294", - "issue:43975|issue:46015", "issue:44841|issue:45823", + "issue:43975|issue:46015", "issue:43866|issue:46772", "issue:44863|issue:46015", "issue:45020|issue:46304", @@ -638,20 +638,20 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "5c969170a9cc7070b627858f84e509e6b7f091e045bc362625fbd9702de8f781", + "prepared_review_unit_hash": "d611ba6a4b4a723abf4508d6fe59b9f6de6bf170a7163eed142aaaea629b8431", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39730, + "serialized_chars": 39731, "estimated_input_tokens": 9933, "estimated_eval_tokens": 20122 }, @@ -660,264 +660,264 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the items cover many unrelated model-loading, config, docs, device-map, and runtime regressions. The only strong duplicate-like pair is the AutoTokenizer v5 token-ID regression across model families (45812/45920).", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45920 is the best canonical issue because it captures the broadest version-regression here: AutoTokenizer producing wrong token IDs across multiple model families, which is the most representative and highest-signal bug in the set.", + "summary": "These items are mostly distinct model- or environment-specific issues. The only strong duplicate is the AutoTokenizer wrong-token-ID regression affecting Granite and other models.", + "confidence": 0.9, + "canonical_issue_reason": "Use issue 45920 as the canonical issue: it describes the broader tokenizer regression across multiple models and is the most representative statement of the underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the best overall issue candidate: broad impact, clear regression framing, and broader coverage than the Granite-specific report.", + "best_issue_reason": "Issue 45920 is the best global issue candidate because it is broader, clearer about the regression, and covers the shared failure mode more completely than the Granite-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different incompatibilities: torch/transformers version mismatch vs distributed-build support breakage." + "reason": "Both are torch/transformers compatibility complaints, but they concern different version combinations and different failure modes." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure is unrelated to USE_DISTRIBUTED=0 support." + "reason": "Different runtime contexts and errors; one is a vLLM model-load failure, the other is a distributed-build compatibility break." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted Ovis2 checkpoint is not the same as Sam3 text encoder weights not loading." + "reason": "Both are loading failures, but they affect different models and different root symptoms." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Both are runtime errors, but Gemma3 sliding-window config and Qwen3 auto-device-map cuda assert are different bugs." + "reason": "Different models and different failures; the shared vLLM/device-setup context is too broad to merge." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Same broad zero3 symptom, but Gemma3 and BertModel likely exercise different loading paths and fixes." + "reason": "Similar zero-3 index error wording, but different model classes and loading paths; not enough evidence of one underlying bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different documentation drift and are not the same change." + "reason": "Both are documentation issues, but they cover unrelated docs content." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU execution failure and table-question-answering crash are unrelated." + "reason": "Completely different subsystems: GPU/model support versus table-question-answering runtime crash." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Missing Float8 storage support is unrelated to the USE_DISTRIBUTED=0 regression." + "reason": "Different compatibility problems with no shared concrete code path." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy invocation and Qwen3-vl video StopIteration are different code paths." + "reason": "Unrelated issues: Liger Kernel cross-entropy dispatch versus a Qwen3-VL video input error." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 device-mapping mismatch is unrelated to Qwen3.5 video chat-template token/feature mismatch." + "reason": "Both involve model input handling, but one is a device-map mismatch and the other is a chat-template video-token mismatch." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer detokenization bug and RAG example docs are unrelated." + "reason": "Different model families and different failure modes." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device-map forward mismatch are different issues." + "reason": "One is a detokenization bug; the other is outdated documentation." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint and ModelOpt/NVFP4 compatibility are not the same underlying bug." + "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + "reason": "Model load failure versus documentation cleanup; not the same issue." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 PyTorch support are different compatibility regressions." + "reason": "Broad remote-code breakage versus a specific distributed-build support regression." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both describe the same v5 AutoTokenizer wrong-token-ID regression across model families; one is Granite-specific and the other is the broader multi-model report." + "reason": "Both report the same AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model version and 45812 is a Granite-specific instance." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading are different model-specific failures." + "reason": "Different models and different loading errors." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime error is unrelated to RAG documentation." + "reason": "Qwen-3 NVFP4 runtime failure is unrelated to RAG examples docs." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed build support." + "reason": "bitsandbytes/Int8Params incompatibility is unrelated to the distributed build regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but Gemma3TextConfig missing a field and Qwen3-MoE sliding_window behavior are different model/config bugs." + "reason": "Both mention sliding_window, but they are different model families and different concrete failures." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask-shape mismatch and BertModel zero3 index error are different failures." + "reason": "Both are index errors, but the tensor-shape mismatch and zero3 loading error are different bugs." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load failure and table-question-answering crash are unrelated." + "reason": "Unrelated model/runtime failures." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7 Flash loading test failure is unrelated to Ovis2 checkpoint corruption." + "reason": "Model loading/test failure versus corrupted checkpoint; not the same underlying bug." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig field breakage are unrelated." + "reason": "General torch-version incompatibility and pydantic PretrainedConfig regression are different issues." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Mixtral grouped_mm tracing error and Sam3 bf16 compilation regression are different compiler/runtime bugs." + "reason": "Both mention tracing/compilation, but they affect different models and different ops." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "DeepSeek detokenization and table QA crash are unrelated." + "reason": "Different problem domains: detokenization versus table-question-answering crashes." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure is unrelated to the pydantic model field regression." + "reason": "Unrelated errors and subsystems." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; not the same concrete bug." + "reason": "Both are Qwen3.5 chat issues, but one is a crash in chat handling and the other is a streaming API failure on a different model size." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Zero3 BertModel index error and torch/transformers version incompatibility are different issues." + "reason": "Both involve zero3/compatibility symptoms, but they are different model-load and version problems." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral grouped_mm tracing and YOLO multi-GPU auto device mapping are unrelated." + "reason": "Different models and different runtime failures." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3-8B NVFP4 error and table QA crash are unrelated." + "reason": "Different model and task domains." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window_pattern and Gemma4 device-mismatch are different model-specific regressions." + "reason": "Different models and different failure modes; too broad to be duplicates." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming inference failure and MPS histogram int support are unrelated." + "reason": "Streaming chat API failure and MPS histogram error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error is unrelated to Gemma3 sliding_window_pattern." + "reason": "Import error for GenerationMixin is unrelated to the Gemma3/vLLM sliding_window config problem." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral grouped_mm tracing and MPS histogram_mps integer support are different backend bugs." + "reason": "Grouped_mm tracing error and MPS histogram issue are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different MoE issues." + "reason": "Both involve numerical/runtime issues, but they are distinct model and operator failures." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template-node compilation error are unrelated." + "reason": "Processor failure for Voxtral and non-template node compile error are different problems." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call and YOLO multi-GPU device-map failure are unrelated." + "reason": "Different model classes and different device-map failures." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Mask-shape mismatch and Gemma3 zero3 index-out-of-bounds are different failures." + "reason": "Both are IndexErrors, but the tensor mask mismatch and zero3 init error are different code paths." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn2 fallback gating and remote-code model_class config_class error are different loading-path bugs." + "reason": "Flash-attn fallback gating and remote-code config_class errors are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The canonical choice and the one accepted soft pair are well grounded in the packet: 45812 is Granite-specific while 45920 is the broader v5 AutoTokenizer wrong-token-ID regression. The rest of the verdicts stay conservative and the heterogeneous-cluster summary does not overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical choice of issue 45920 is well supported by the titles, and the accepted soft-edge pair 45812/45920 is a plausible same-regression match. The remaining pairwise rejections are cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -1024,250 +1024,250 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "a7e33e4d8c3f23a6ba55ac52f2b8886ab8ac982990961706a0ebfaa23138db05", + "prepared_review_unit_hash": "5db914ef213f42be0c32a953bbdb2a111deeda66f0e9d1f1e10fc77d847941f3", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38034, - "estimated_input_tokens": 9509, - "estimated_eval_tokens": 19274 + "serialized_chars": 38032, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue cluster with a few genuine duplicates around video-input handling, remote-code/custom-module caching, input-validation errors, and one SigLIP2 output-regression pair. No pull requests are present.", + "summary": "Most pairs are different regressions or unrelated subsystems. Only the SigLIP2 pair looks like the same underlying bug; the rest are too broad or describe different concrete failure modes.", "confidence": 0.66, - "canonical_issue_reason": "issue:45070 is the broadest representative of the recurring v5 regression surface in this set: core config/model-loading behavior changed and triggered multiple downstream breakages. It is not a perfect umbrella for every item here, but it is the best single anchor.", + "canonical_issue_reason": "issue:43994 is the clearest canonical issue: it names the exact model and shows the broader user-visible symptom of the SigLIP2 regression across AutoModel/pipeline, making it the best duplicate target for the narrower embedding complaint.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45070 is the best cluster anchor because it is the most general, cross-cutting regression among the issues and sits closest to the repeated v5-era API/config breakages.", + "best_issue_reason": "issue:43994 is the most actionable and representative report in the set, and the only strong duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5-era config regressions, but they hit different fields and failure modes; not the same bug." + "reason": "Both involve config-related breakage after v5, but one is a missing field in StableLmConfig and the other is a broader pydantic PretrainedConfig regression; not the same bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "One is a torch/transformers compatibility complaint, the other is a Gemma4 device-mismatch forward bug; different code paths." + "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device-mapping forward pass mismatch. Different code paths and symptoms." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM vs GGUF gpt-oss support are unrelated issues." + "reason": "PaddleOCR-VL load failure and gpt-oss GGUF support are unrelated model-architecture issues." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes init-arg incompatibility and Sam3 bf16 compilation regression are distinct failures." + "reason": "bitsandbytes constructor incompatibility is unrelated to a Sam3 bf16 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are IndexErrors, but the repros point to different paths: mask-shape mismatch vs Qwen3.5/TRl SFT embedding unpacking." + "reason": "Both mention shape-related failures, but one is a mask/tensor indexing error and the other is TRL SFT unpacking for Qwen3.5 embeddings; not the same underlying bug." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to the Sam3 bf16 compilation regression." + "reason": "Mistral-3 image preprocessor dtype mismatch is a different failure from Sam3 bf16 compilation." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are different bugs." + "reason": "An autocast dtype mismatch in Phi-tiny-MoE is not the same as a Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3.5 streaming chat/completions are not the same underlying issue." + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming API failure are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both involve v5 loading/config changes, but one is the unexpected _is_hf_initialized arg path and the other is a PretrainedConfig/pydantic field regression." + "reason": "The _is_hf_initialized TypeError comes from init_empty_weights loading, not from the PretrainedConfig pydantic field regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM and tied-weights regressions are separate defects." + "reason": "int4 quantization OOM and tied-weights translation-model issues are different regressions." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is a different model-specific bug than the PretrainedConfig regression." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PretrainedConfig field handling." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device_map issues are unrelated to Sam3 bf16 compilation." + "reason": "Multi-GPU device_map auto failure for YOLO is a different issue from Sam3 bf16 compilation." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are indexing errors, but the shapes and triggering conditions differ; no clear shared code path." + "reason": "Both are IndexErrors, but the mask-length mismatch and the zero3/BertModel empty-tensor index error are different code paths." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call and Sam3 compilation regression are different problems." + "reason": "GraniteMoEHybrid invalid method calls do not match a Sam3 bf16 compile regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakages and torch-version incompatibility are not the same bug." + "reason": "Remote-code breakage across versions is broader and different from a torch 2.4.1/transformers 5.8.0 compatibility problem." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Dtype mismatch in Mistral-3 image handling is unrelated to Qwen3.5 video token/chat-template mismatch." + "reason": "Image-preprocessor dtype mismatch and video feature/token mismatch are separate multimodal bugs." }, { "left": "issue:43054", "right": "issue:43994", "accept": true, - "reason": "Both report the same SigLIP2 bad-output regression on google/siglip2-base-patch16-224, just with different surface symptoms (degraded embeddings vs nonsensical AutoModel/pipeline output)." + "reason": "Both reports say SigLIP2 behaves badly with embeddings/inference and likely stem from the same model implementation regression." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "46294 is a concrete Qwen3.5 video-input manifestation of the broader v5.3.0 video regression in 44479; same video token/features mismatch path." + "accept": false, + "reason": "Qwen video-input regression and video feature/token mismatch are related by domain, but not clearly the same concrete failure." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage and YOLO multi-GPU device_map failure are unrelated." + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Deepspeed ZeRO-3 init index error and resume-train with trust_remote_code are different loading/training issues." + "reason": "The zero3/BertModel index error is distinct from local model resume/trust_remote_code behavior." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrap bug and uninitialized-memory in Qwen3_5MoeTextRotaryEmbedding are separate defects." + "reason": "Composite Qwen config unwrapping and uninitialized inv_freq memory after meta\u2192to_empty(cuda) are different bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." + "reason": "A Flash Attention 2 issue is not the same as a remote-code model missing config_class." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different repros and code paths: image-preprocessor dtype mismatch vs Qwen3.5/TRl SFT embedding unpacking." + "reason": "dtype mismatch in Mistral-3 image preprocessing is not the same as Qwen3.5 embedding unpacking in TRL SFT training." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error and Qwen3.5/TRl SFT embedding unpacking are not the same bug." + "reason": "FSDP weight-dimensionality error and Qwen3.5 SFT embedding unpacking are unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." + "reason": "Custom model initialization in Jupyter and flash-attn2 fallback blocking are different regressions." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are different model/report issues." + "reason": "High perplexity on GPT-OSS and the generic GLM5 issue do not share the same concrete failure mode." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both describe wrong remote_code/custom-module resolution caused by cache/path collision behavior for local models." + "accept": false, + "reason": "Both involve trust_remote_code/custom modules, but one is a local-path cache collision and the other is wrong module loading after save_pretrained; not clearly the same bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and flash-attn2 fallback gating are different issues." + "reason": "Qwen3-MoE FineGrainedFP8Config failure and flash-attn2 fallback gating are separate problems." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader translation-model v5 report; not the same concrete failure." + "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weights regressions are related only at a very high level." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA/indexer discussion and docs cleanup are unrelated." + "reason": "A DSA indexer discussion and docs mentioning a removed run command are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied-weight regressions are different problems." + "reason": "Quantization offloading behavior is not the same as tied-weights translation model issues." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed-command docs mention are separate documentation issues." + "reason": "A docs typo and removed run-command docs issue are different documentation problems." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and translation-model tied-weights issues do not share the same underlying bug." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation models." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 input-embedding unpacking and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid method calls are different model/training failures." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "46463 is a T5-specific instance of the same input_ids/inputs_embeds validation bug and misleading error-message problem described in 45183." + "accept": false, + "reason": "Wrong/misleading input validation errors across models and T5 decoder input validation are related only broadly, not the same code-path bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the cluster is heterogeneous, the four accepted soft edges are plausible duplicate/near-duplicate pairs from the packet titles, and the rejected pairs stay conservative. The chosen anchor at issue:45070 is a reasonable broad representative of the v5 config-regression surface. No PR pair concerns since none are present." + "feedback": "The summary stays within the packet evidence: it only marks the SigLIP2 pair as a likely duplicate, and the other soft-edge rejections are conservative and aligned with the issue titles. The canonical issue choice is also grounded in the broader, user-visible symptom described by issue:43994." }, "evaluator_used": true, "retried": false, @@ -1364,228 +1364,228 @@ "issue:44403|issue:44488", "issue:43643|issue:45020", "issue:41762|issue:42915", - "issue:41553|issue:43883", "issue:42947|issue:43856", + "issue:41553|issue:43883", "issue:44991|issue:45399", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "997a170a5b533c889dd9f86da598c62fe67da118248ae2aab70eb54b74825032", + "prepared_review_unit_hash": "86c082a9fb3f5d200bbc33d5e7931d1e73a125d716a8247be3cba3c01d939c41", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37048, - "estimated_input_tokens": 9262, - "estimated_eval_tokens": 18780 + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous regression reports with a few clear duplicate mini-clusters. The strongest one is the non-persistent buffer corruption in `from_pretrained()` / Transformers v5; a smaller one is the `cache.get_seq_length()` tensor-vs-int contract regression. Most other pairs are only broadly related and should not be merged.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43950 is the best representative of the strongest duplicate chain: it states the v5 regression clearly, matches the other buffer-corruption reports, and has the most complete root-cause framing.", + "summary": "Mostly heterogeneous cluster with a few real duplicate subgroups: non-persistent-buffer corruption in v5, cache.get_seq_length contract regressions, Gemma4 quantized embedder dtype casting, and a NemotronH/Mamba2 recurrence bug. The `43643`\u2194`43950` edge should be rejected: they describe different APIs and different failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items split into several unrelated bug families with only a few small duplicate subgroups.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the most useful cluster anchor because it is the clearest, most central report in the only obvious duplicate set.", + "best_issue_reason": "If forced to pick one representative, 43950 best captures the strongest duplicate subgroup around the v5 non-persistent-buffer corruption regression, but it is not a global cluster canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Different problems: NemotronH checkpoint loading failure vs tied-weights handling in translation models." + "reason": "NemotronH loading failure vs tied-weights translation issue; different model families and code paths." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are tokenizer-related, but they describe different model-specific failures and different symptoms." + "reason": "Both are tokenizer/model bugs, but the symptoms and likely fixes differ; not the same concrete bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both involve tokenizer regressions, but they affect different models and different behaviors." + "reason": "Related tokenizer regressions, but on different models with different round-trip symptoms and no clear shared bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 doc-example errors vs degraded text embeddings are related only by model family, not the same bug." + "reason": "Docs example/quantization errors vs SigLIP2 embedding quality regression; not the same issue." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same regression: v5 corrupts non-persistent buffers during load/materialization." + "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is essentially the same bug as 43950." }, { "left": "issue:46032", "right": "issue:47246", - "accept": false, - "reason": "Both mention Mamba2 recurrence, but one is a generic `use_cache` bug and the other is a NemotronH slow-path propagation issue." + "accept": true, + "reason": "Same inter-chunk recurrence defect carried into NemotronH's Mamba2 path; the fix should be shared." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different call-site/API regressions: `compute_loss()` signature change vs DeepSpeed ZeRO-3 load-time index error." + "reason": "CustomTrainer API mismatch vs DeepSpeed ZeRO-3 loading IndexError; unrelated failures." }, { "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "`trust_remote_code` missing fields is a different config-loading issue than buffer corruption in `from_pretrained()`." + "reason": "`trust_remote_code=True` missing fields in AutoConfig vs silent non-persistent-buffer corruption in from_pretrained; different APIs and failure modes." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes init-arg incompatibility vs missing `Float8_e4m3fnStorage` are unrelated failures." + "reason": "bitsandbytes Int8Params constructor regression vs Float8 storage lookup error; different incompatibility problems." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "`46932` explicitly says it is the same quantized vision/audio embedder dtype-casting bug as `46899`." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; 46932 is the fix for 46899." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Both concern tokenization quality, but one is SigLIP2 text embeddings and the other is a general tokenization-version change." + "reason": "SigLIP2 embedding quality issue vs tokenizer/version behavior change; related area, but not the same bug." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "`45920` is a broad tokenizer regression across many models; `46489` is a specific DeepSeek-Coder v1 case." + "reason": "Broad tokenizer regression vs DeepSeek-Coder-specific incorrect output; overlapping area but not one concrete bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities vs worse text embeddings are different model behaviors and likely different root causes." + "reason": "Zero-probability SigLIP2 bug vs embedding-quality regression; different symptoms and causes." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch for Phi MoE is not the same as the Qwen3.5 RLHF NaN/position-id issue." + "reason": "Autocast dtype mismatch in Phi MoE vs Qwen3.5 NaNs from 3D position_ids / SDPA fallback; unrelated." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same underlying API contract problem: `cache.get_seq_length()` returns a tensor instead of an int, breaking downstream logic." + "reason": "Same cache.get_seq_length contract bug: tensor-shaped return value instead of int breaks static-cache arithmetic." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both mention buffer state, but one is load-time corruption of non-persistent buffers and the other is uninitialized `inv_freq` after materialization." + "reason": "Both mention non-persistent buffers, but 45902 is a specific materialization issue while 43950 is the broader from_pretrained corruption regression." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2 discrepancies, but one is text-embedding quality and the other is HF-vs-JAX implementation mismatch." + "reason": "SigLIP2 text-embedding quality issue vs HF/JAX implementation discrepancy; related model family, but not the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different failures: flash-attn crash from packed-sequence misinterpretation vs CPU-offload incompatibility in rotary embedding." + "reason": "Flash-attn crash from 3D position_ids vs CPU-offload incompatibility; different code paths." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared-kv-state bug is unrelated to the `inv_freq` uninitialized-memory regression." + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Qwen3_5Moe uninitialized inv_freq buffer; unrelated." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient-checkpointing ineffectiveness and int4 quantization OOM are different training regressions." + "reason": "Gradient checkpointing / LoRA behavior vs int4 quantization OOM; different mechanisms." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic load noise vs a specific model load failure are not the same underlying bug." + "reason": "Loader noise vs a specific model loading failure; not the same bug." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and early-stopping metric resolution are unrelated training issues." + "reason": "DeepSpeed training RuntimeError vs early-stopping metric handling; unrelated." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and `flash_attn` import error are unrelated." + "reason": "Tokenizer output regression vs flash_attn import KeyError; different subsystems." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "They both involve loading, but one is noise/logging and the other is an actual model load failure." + "reason": "Unnecessary load noise vs a specific model load failure; unrelated." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "`45020` is a broad remote-code regression umbrella; `43643` is a specific missing-fields bug and not the same concrete defect." + "reason": "Remote-code config field loss vs broad remote_code breakage; same area, but not the same concrete code-path problem." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "DeepSpeed ZeRO-3 Gemma3 load failure and Qwen3Moe FP8 failure are different model/runtime issues." + "reason": "Gemma3 ZeRO-3 loading IndexError vs Qwen3Moe FP8Config failure; unrelated." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral and missing `all_tied_weights_keys` on Molmo are unrelated." + "reason": "LoRA checkpointing issue vs Qwen3 MoE training memory usage; different root causes." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Both are efficiency/training concerns, but one is LoRA checkpointing and the other is Qwen3 MoE memory usage." + "reason": "AutoTokenizer error messaging for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM; unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression for a specific model is unrelated to flash-attn fallback logic." + "reason": "Tokenizer loading failure vs flash-attn2 fallback gating; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Qwen2.5-VL import failure and bitsandbytes incompatibility are different failures." + "reason": "Model import error vs bitsandbytes Int8Params regression; unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The clustering summary is grounded in the packet and stays conservative. The accepted duplicate pairs are well supported by the issue titles/descriptions, and the rejected soft pairs generally look like related-but-distinct failures rather than clear duplicates. The non-persistent buffer corruption cluster and the cache.get_seq_length contract cluster are both plausible, while the rest are appropriately treated as heterogeneous." + "accept": false, + "feedback": "Most of the cluster summary is conservative and grounded, but one soft-edge verdict overstates the evidence: issue:43643 vs issue:43950. In the packet, 43643 is about `AutoConfig.from_pretrained(..., trust_remote_code=True)` returning missing fields, while 43950/44534 are the non-persistent-buffer corruption regression. On the supplied evidence these do not look like the same bug, so that pair should not be accepted. The other accepted duplicate pairs look plausibly grounded." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1663,8 +1663,8 @@ "issue:45020|issue:45356", "issue:42491|issue:44368", "issue:45715|issue:46315", - "issue:43881|issue:43883", "issue:43872|issue:46869", + "issue:43881|issue:43883", "issue:45759|issue:46661", "issue:43827|issue:44509", "issue:45488|issue:46489", @@ -1682,208 +1682,202 @@ "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "36498920f5b65c40521e7155d37482c00e3774f597a59b8ffb7413398f6f9e5d", + "prepared_review_unit_hash": "6a0d2577ea91281978b420263490cbad7210a0f2fd4aefc689bb862da918b34d", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36627, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "serialized_chars": 36629, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set. I accepted two soft duplicate pairs: the v5 docs/pipeline-removal regression and the training-loss double-shift bug reports. The rest look like related-looking but distinct model- or subsystem-specific failures.", - "confidence": 0.77, - "canonical_issue_reason": "issue:46894 is the strongest canonical issue: it is an open, detailed report of the training-loss double-shift bug pattern, and it is more actionable as a duplicate anchor than the follow-up Florence2 report.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports, with a few true duplicate/near-duplicate pairs around docs, tokenizer regressions, and training-loss shifting bugs.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #44509 is the clearest and most complete report for the v5 docs regression around removed pipeline tasks; it explicitly names the affected tasks and subsumes #43827.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46894 is the best overall issue in this cluster because it is the clearest and most actionable report among the true duplicate candidates, with strong duplicate linkage and active discussion.", + "best_issue_reason": "#44509 is the best issue anchor because it is specific, descriptive, and representative of the underlying docs breakage after v5 pipeline removals.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both mention tokenizer/attention loading problems, but they are different failure modes in different code paths (Mistral regex patch crash vs flash-attn fallback gating)." + "reason": "Both are tokenizer/attention-related, but one is a Mistral regex crash and the other is a flash-attn2 fallback gating bug; different code paths and fixes." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Both are loading errors, but they target different models and symptoms; no clear shared concrete bug." + "reason": "Both mention Qwen/GLM model loading errors, but the concrete failures and model families differ; not the same underlying bug." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Unrelated bugs: MPS histogram on Int in MoE vs Gemma4 PLE device placement mismatch." + "reason": "MPS histogram/int issue for MoE vs Gemma4 device-map mismatch are unrelated runtime failures." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code compatibility regression is distinct from the device-map/forward mismatch in Gemma4 PLE." + "reason": "Remote-code breakage and Gemma4 PLE device placement are different problems despite both being load/runtime regressions." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping-name edge case is a different root cause from broad remote-code breakage." + "reason": "One is a tokenizer-mapping-name constraint in add-new-model-like; the other is a broad remote-code regression. Not the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and different errors." + "reason": "Different model-loading failures for different models; titles are both generic but do not indicate the same root cause." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch is a different problem from the device-map auto mismatch." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is distinct from Gemma4 device-map mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer/remote-code regressions; the Kimi tokenizer codec issue is not the same as generic remote-code breakage." + "reason": "Remote-code model breakage and Kimi-K2.5 tokenizer regression are separate issues." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3 and LoRA-related warnings, but one is a version-compatibility failure and the other is a config warning; not the same bug." + "reason": "Both involve Qwen/LoRA warnings, but one is a model-compatibility failure across branches and the other is a configuration warning about tie_word_embeddings; not the same concrete bug." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different APIs and code paths." + "reason": "Both are tokenizer performance regressions, but they affect different APIs and code paths (convert_ids_to_tokens vs convert_tokens_to_ids)." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Different models and different error signatures; too broad to be the same underlying bug." + "reason": "bitsandbytes constructor incompatibility is unrelated to a YOLO multi-GPU device-map failure." }, { - "left": "issue:43872", - "right": "issue:46869", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map behavior." + "reason": "Generic loading failure for glm-4v-9b vs missing all_tied_weights_keys on Molmo are different model-specific bugs." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve model class/config handling, but one is about unwrapping text_config and the other about missing config_class on remote-code models." + "reason": "AutoModel.from_config text_config unwrapping and AutoModel.from_pretrained remote-code config_class errors are separate API paths and fixes." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both complain that v5 docs still reference removed pipeline tasks like summarization/translation/text2text-generation." + "reason": "Both report the same docs regression after v5 pipeline removals; #44509 is the broader, more explicit version of the same issue." }, { "left": "issue:45488", "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but the DeepSeek-Coder issue is a distinct incorrect-output bug from the ByteLevel/Metaspace override problem." - }, - { - "left": "issue:45020", - "right": "issue:46661", - "accept": false, - "reason": "Generic remote-code breakage and AutoModel config_class errors are related only at a high level, not the same concrete failure." + "accept": true, + "reason": "Both describe the same v5 tokenizer regression affecting DeepSeek-family models; #46489 appears to be the more specific follow-up to the same root cause." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying for Mistral3 is a different bug from non-persistent buffer corruption in from_pretrained()." + "reason": "A tied lm_head bug and silent corruption of non-persistent buffers are unrelated model state-handling problems." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same underlying training-loss double-shift bug pattern; the two reports are model-specific instances of the same code-path issue." + "reason": "These are the same training-loss double-shift bug pattern applied to different model families; they look like the same underlying loss-handling defect." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper loading failure and fbank feature extraction issue are not the same bug." + "reason": "Different audio-feature extraction failures; no clear shared code path from the titles alone." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve Qwen/DeepSpeed training, but one is weight conversion/loading and the other is gradient averaging under GAS." + "reason": "Qwen3-MoE weight conversion under accelerate+deepspeed and GAS gradient averaging under DeepSpeed are distinct training/loading bugs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "CustomTrainer kwarg incompatibility and mask/tensor shape mismatch are unrelated failures." + "reason": "Both are generic training/indexing errors, but one is a trainer signature mismatch and the other is a mask/tensor shape mismatch." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both touch gradient checkpointing, but one is PEFT LoRA checkpointing behavior and the other is a missing flag on a trust_remote_code variant." + "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA ineffectiveness and the other is a missing support flag on a trust_remote_code model." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed ZeRO-3 loading failures, but they appear to be model-specific missing-weights problems rather than one shared bug." + "reason": "Both are DeepSpeed ZeRO-3 weight-loading issues, but they target different model families and likely different load paths." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different load failures; not a single underlying defect." + "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are different model-specific load regressions." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed hitting a weight-dimension RuntimeError is unrelated to void-segmentation-map image processing." + "reason": "Training with DeepSpeed weight-dimension error vs void segmentation map processing are unrelated." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related regressions, but one is a broad v5.3 video-input regression and the other is a specific StopIteration in Qwen3-VL-embedding." + "reason": "Both are multimodal/video regressions, but the concrete failure modes and affected models differ." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "The same error string appears, but these are separate reports and could stem from different masking bugs; not enough to merge as the same issue." + "reason": "Both are shape mismatch IndexErrors, but they are separate reports with no evidence of the same root cause." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "NaN gradients in RLHF with Qwen3.5 and a flash_attention.py s_aux=None AttributeError are distinct code-path failures." + "reason": "Qwen3.5 RLHF NaN/SDPA fallback issue and flash_attention s_aux=None crash are different attention/training failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the two accepted pairs are well-supported: 43827/44509 are the same v5 docs regression, and 46894/46897 are clearly the same training-loss double-shift pattern. The remaining soft-edge rejections stay conservative and do not overclaim identity across distinct models, code paths, or failure modes." + "feedback": "The summary is grounded in the packet: it reflects the mostly unrelated cluster and only claims a few duplicate/near-duplicate pairs, which are supported by the issue titles. The soft-edge verdicts are also conservative overall, with the accepted pairs limited to clearly related docs/tokenizer/loss-shift regressions and the rejects appropriately avoiding overreach." }, "evaluator_used": true, "retried": false, @@ -1954,18 +1948,18 @@ "issue:47254" ], "soft_pairs": [ - "issue:41553|issue:44991", "issue:44863|issue:46402", "issue:44530|issue:44863", "issue:43366|issue:43828", + "issue:41553|issue:44991", "issue:43366|issue:43531", "issue:43596|issue:46515", "issue:45325|issue:45902", "issue:43366|issue:44589", "issue:43638|issue:46515", - "issue:41553|issue:44488", "issue:44155|issue:45584", "issue:45663|issue:45823", + "issue:41553|issue:44488", "issue:42915|issue:43957", "issue:43824|issue:43957", "issue:43716|issue:44560", @@ -1976,8 +1970,8 @@ "issue:44910|issue:46858", "issue:36010|issue:42915", "issue:44683|issue:46515", - "issue:43550|issue:44910", "issue:44560|issue:44918", + "issue:43550|issue:44910", "issue:42947|issue:47254", "issue:45812|issue:46489", "issue:45823|issue:46515", @@ -1989,14 +1983,14 @@ "issue:43596|issue:44661", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "30277ed5d35835e48d38ef50d7e967d5a8645d89401153588aa521894df6f92d", + "prepared_review_unit_hash": "febd4a6f6ce06222bdfd61928bd8b3c094efb6148bf046c9d086c7436a74ab01", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, @@ -2011,222 +2005,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports. The only clearly duplicate pair is issue:43645 and issue:43646, which describe the same Transformers 5.0 custom-model initialization regression at different levels of specificity. No PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43646 is the best canonical issue because it states the core regression in the broadest, most general form: Transformers 5.0 breaks custom model initialization. issue:43645 is a narrower Jupyter-notebook reproduction of the same bug.", + "summary": "Mostly heterogeneous cluster with many false-positive similarity links. The only confident duplicate pair is the Transformers 5.0 custom-model initialization regression (43645/43646). The siglip2 pair (38175/43994) is plausible from titles alone, but not strong enough to call a duplicate here.", + "confidence": 0.76, + "canonical_issue_reason": "43645 is the best anchor because it states the broad Transformers 5.0 custom-model initialization regression, and 43646 reads like a narrower report of the same breakage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue because it captures the underlying bug without the extra notebook-specific framing and is the most suitable duplicate target.", + "best_issue_reason": "43645 is the strongest global issue representative because it is the broadest and most clearly stated instance of the one convincing duplicate pair in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41553", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading failures, but they involve different models and different failure modes." - }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both mention loading/weights, but the affected architectures and root causes are unrelated." + "reason": "Different model-loading failures: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different subsystems and symptoms: PagedAttentionCache crash vs NemotronH checkpoint loading." + "reason": "Different bugs and model families: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different models and bugs; one is GGUF architecture support, the other is an autocast dtype mismatch." + "reason": "Unrelated issues: GGUF gpt-oss support request vs Phi-tiny-MoE dtype mismatch under autocast." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but the concrete models and failures differ." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both touch Qwen3-MoE, but one is GGUF architecture support and the other is sliding-window behavior; not the same change." + "reason": "Different Qwen3-MoE-related problems: GGUF architecture support vs sliding_window behavior." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "One is a specific ZeRO-3/BertModel IndexError; the other is a generic torch version incompatibility." + "reason": "Different code paths: DeepSpeed ZeRO-3 BertModel IndexError vs a generic torch 2.4.1 incompatibility." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve Qwen3.5 internals, but the concrete bugs are different: rope indexing vs uninitialized rotary embedding memory." + "reason": "Both touch Qwen-related internals, but the concrete bugs differ: rope scaling vs meta/to_empty materialization." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Completely different failures: GGUF gpt-oss support versus missing Float8 storage handling." + "reason": "Completely different failures: gpt-oss GGUF support vs missing Float8 storage." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Same broad theme of model loading issues, but the concrete bug and trigger are different." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Both are load failures for specific models, but they look like separate model-specific problems." + "reason": "Non-pretrained Bert/ZeRO-3 IndexError is not the same as a generic torch-version incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different domains and bugs: AudioFlamingo3 batched embedding leakage vs Whisper empty-transcription handling." + "reason": "Different models and symptoms: AudioFlamingo3 batching leak vs Whisper empty-transcription handling." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Gemma4 PLE device mismatch are distinct failures." + "reason": "Different Gemma4 bugs: FSDP2 shared_kv_states rebuild vs PLE device mismatch with device_map=auto." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading problems, but Voxtral AutoTokenizer behavior and sleng-bert loading failure are not the same bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different regressions: FineGrainedFP8Config on Qwen3Moe vs meta-device loading issues." + "reason": "Different regressions: Qwen3Moe FineGrainedFP8Config failure vs meta-device loading problems." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "An import error for a specific class is not the same bug as meta-device model loading breakage." + "reason": "Importing a missing Qwen2.5-VL class is unrelated to meta-device loading failures." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and failure paths: image preprocessor dtype mismatch vs video StopIteration." + "reason": "Different model families and failures: Mistral-3 dtype mismatch vs Qwen3-vl-embedding StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer loading corruption and Kosmos2.5 OCR index error are unrelated." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure and GGUF architecture support are not the same underlying bug." + "reason": "Not the same underlying bug: 3d_parallel.py runtime issue vs GGUF gpt-oss support." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom-model initialization regression in Transformers 5.0; the notebook mention is just a narrower repro." + "reason": "Same regression: Transformers 5.0 breaks custom model initialization, and 43646 is the narrower variant of that report." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different models and mechanisms: Qwen3-vl video embedding error vs MPS histogram unsupported for Int." + "reason": "Different failures on different backends: Qwen3-vl-embedding StopIteration vs an MPS histogram limitation." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve Qwen3.5 attention/cache math, but the concrete bug is different: packed-sequence misinterpretation vs device-tensor seq-length arithmetic." + "reason": "Both involve attention/cache internals, but the concrete bugs differ." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FineGrainedFP8Config failures." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different torch-version problems in different code paths; not the same fix." + "reason": "Different version-sensitive problems: torch>=2.9 flex_attention compilation vs torch 2.4.1 incompatibility." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Both mention attention/compile issues, but the model, trigger, and failure mode differ." + "reason": "Different Qwen3.5 issues: video StopIteration vs SFT trainer embedding unpacking." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Both mention Qwen3.5, but one is a video StopIteration and the other is SFT embedding unpacking; separate bugs." + "reason": "Different model/backends and failure modes: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention memory access." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both involve PEFT and gradient checkpointing, but one is ineffective checkpointing and the other is a checkpoint error with ZeRO-3." + "reason": "Related theme, but not the same concrete bug: ineffective gradient checkpointing vs a specific CheckpointError with PEFT + ZeRO-3." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and look like separate fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same code path." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch and a generic torch incompatibility are unrelated." + "reason": "Gemma4 device-mismatch during forward is unrelated to a general torch 2.4.1 incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "`add-new-model-like` tokenizer-mapping logic and Gemma4 device placement are different issues." + "reason": "Different areas: tokenizer-mapping add-new-model-like failure vs Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and likely different call paths: video StopIteration vs mask shape IndexError." + "reason": "Different runtime errors on different inputs; no shared underlying bug." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the titles describe different user-visible symptoms and no clear shared code path." + "reason": "Same model family and similar symptom class, but the titles alone do not prove the same underlying bug." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading problems, but the strictness issue and validation change are different bugs." + "reason": "Different config-validation regressions for different models." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "An IndexError under ZeRO-3 and tokenizer-mapping logic are unrelated." + "reason": "Unrelated: DeepSpeed/Bert IndexError vs tokenizer-mapping logic in add-new-model-like." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bug categories: ZeRO-3/BertModel IndexError vs TOKENIZER_MAPPING_NAMES handling." + "reason": "Different failures: ZeRO-3 BertModel IndexError vs tokenizer-mapping handling." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/qwen3_moe compatibility and BitNet packed-weight loading are unrelated." + "reason": "LoRA/Qwen3-MoE hf4.x vs hf5.x compatibility is not the same bug as BitNet packed-weight loading." } ] }, "evaluator_result": { "accept": false, - "feedback": "The pairwise verdicts are generally conservative, and the accepted duplicate pair issue:43645 \u2194 issue:43646 is grounded by the titles. However, the overall summary overstates the cluster structure by claiming \"only a couple of clear duplicate-ish pairs\" when the packet shows only one accepted pair. Please revise the summary to avoid implying more duplicate evidence than is present." + "feedback": "The cluster-level summary is mostly conservative, but one key justification overstates what\u2019s visible in the packet: claiming 43645 has the 'clearest repro' and 'most direct duplicate wording' is not grounded in the provided fields. The 43645/43646 relationship is plausible from the titles, but the stronger wording should be softened to avoid asserting evidence not present here; the siglip2 pair also reads as only tentative from titles alone." }, "evaluator_used": true, "retried": true, @@ -2328,20 +2322,20 @@ "issue:45488|issue:45812", "issue:46897|issue:46901" ], - "prepared_review_unit_hash": "097e36797839d9464286fee173a4e07d29f1c1dc8b02571c9bcda20efd1b17f6", + "prepared_review_unit_hash": "5612172c0d3c991bd9c6c44806cdf602bf12890866e6ea920a33088160a76fa0", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36595, + "serialized_chars": 36596, "estimated_input_tokens": 9149, "estimated_eval_tokens": 18554 }, @@ -2350,198 +2344,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are false positives across unrelated model-specific regressions. Only two soft edges look like true duplicates: the Transformers v5 non-persistent-buffer junk regression, and the Gemma4 4-bit multimodal dtype-cast failure. No PRs are present.", - "confidence": 0.72, - "canonical_issue_reason": "issue:44534 is the cleanest canonical issue: it describes the shared non-persistent-buffer regression in broad terms, while issue:43644 is just the version-specific duplicate.", + "summary": "This cluster is mostly a loose bundle of unrelated Transformers regressions, with a few true duplicate-like pairs: non-persistent buffer initialization in v5, Gemma4 multimodal 4-bit dtype handling, and possibly the resize_token_embeddings embedding-update regression.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43644 is the best representative because it describes a broad Transformers v5 regression with a clear duplicate (44534) and a concrete, reusable code-path problem, whereas most other items split into separate model- or feature-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the strongest duplicate target among the provided issues because it most directly and generically states the underlying bug.", + "best_issue_reason": "43644 is the strongest global issue candidate: it is clearly reproducible, broadly scoped across v5, and has the cleanest near-duplicate relationship in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit multimodal dtype/quantization failure in audio/vision embedders; one is a narrower symptom of the same bug." + "reason": "Both point to the same Gemma4 multimodal 4-bit inference failure caused by unsafe dtype handling in the audio/vision embedder path." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different bugs: tokenizer-mapping failure vs mask/tensor shape mismatch during indexing." + "reason": "Different failures: one is add-new-model-like/tokenizer mapping logic, the other is a tensor mask shape mismatch during indexing." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Unrelated failures: hf_initialized flag breakage vs Kosmos2.5 long-input index error." + "reason": "Unrelated bugs: `_is_hf_initialized` breakage versus a long-OCR index error in Kosmos2.5." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both touch loading/offload, but the concrete problems differ: dequantized device_map loading vs mmap OOM on Strix Halo." + "reason": "Both mention loading/memory/offload, but the concrete problems and code paths differ." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is docs/example mismatch plus quantization errors; not the same concrete bug." + "reason": "Same model family, but one is zero probabilities at inference and the other is a documentation example with model/processor and quantization errors." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These describe the same Transformers v5 non-persistent-buffer junk regression; 44534 is the broader restatement." + "reason": "Same underlying Transformers v5 non-persistent-buffer initialization regression; the titles are near-paraphrases." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3/Qwen3Moe, but the failure modes are different (cuda assert on A800 vs FineGrainedFP8Config)." + "reason": "Both are Qwen-related failures, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; not the same bug." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Distinct issues: Qwen3Moe FP8 failure vs Strix Halo mmap/OOM behavior." + "reason": "Distinct issues: Qwen3Moe FP8 failure versus Strix Halo mmap/OOM behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/qwen3_moe checkpoint compatibility is unrelated to Gemma4 resize_token_embeddings behavior." + "reason": "Different bugs: LoRA checkpoint compatibility across HF versions versus resize_token_embeddings not updating embeddings." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM5 issue vs Qwen3.5 flash-attention generation bug." + "reason": "Different model families and symptoms: GLM5 versus Qwen3.5 flash-attention generation failure." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but the model-specific tokenizer/loading failures are not clearly the same bug." + "reason": "Both are load failures, but the titles only show separate model repos and do not establish the same underlying defect." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan issues are different code paths and failures." + "reason": "Different code paths: NemotronH checkpoint loading versus Qwen3.5 TP plan missing linear_attn entries." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs save_pretrained visual-encoder key serialization." + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 language_model weight loading and the other is save_pretrained visual encoder key serialization." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." + "reason": "Unrelated failures: GraniteMoEHybrid invalid method call versus a broken Nemotron example." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but one is loading composite checkpoints and the other is from_config stale config dtype; not the same bug." + "reason": "Related around dtype handling, but one is loading-time dtype being ignored and the other is from_config leaving config.dtype stale; not the same bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is custom-model init in Jupyter." + "reason": "Both are Transformers 5 regressions, but one is buffer initialization and the other is custom model setup in Jupyter notebooks." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Tokenizer/load failures on different models; too little evidence they share the same concrete defect." + "reason": "Both are tokenizer loading complaints, but the model repos and failure modes are not shown to be the same code-path bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different failures in Qwen3 MoE vs GLM-4.7-Flash loading/tests." + "reason": "Different failures: Qwen3 MoE weight conversion under accelerate+deepspeed versus GLM-4.7-Flash unit-test loading." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Related SigLIP2 area, but docs-example errors and nonsensical outputs are not clearly the same underlying bug." + "reason": "Same SigLIP2 family, but one is a docs example with setup errors and the other is a general nonsensical-output report; not enough to treat as the same bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Memory inefficiency in Qwen3 MoE training is distinct from quantization offloading behavior." + "reason": "Different symptoms and likely different causes: MoE training memory inefficiency versus quantized offloading not working." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Checkpoint compatibility for qwen3_moe is unrelated to resize_token_embeddings not updating outputs." + "reason": "Different problems: HF4/HF5 LoRA checkpoint incompatibility versus resize_token_embeddings not updating output embeddings." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Same as above; different model subsystem and bug." + "reason": "Different problems: HF4/HF5 LoRA checkpoint incompatibility versus T5Gemma embedding resize behavior." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading problems for different models." + "reason": "Different model-load failures with different models and error shapes; no shared concrete bug shown." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps logic is unrelated to SGD args being ignored." + "reason": "Unrelated training scheduler math versus optimizer argument handling." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/OOM, but the concrete causes differ (training efficiency vs int4 quantization reserved memory)." + "reason": "Both mention memory/OOM, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory inflation in v5." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different model families and different serialization/loading failures." + "reason": "Different issues: GLM5 model handling versus sinq quantized save/load corruption." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both involve save/load, but extra_state handling and _is_hf_initialized argument errors are distinct bugs." + "reason": "Both involve save/load, but extra_state handling and init_empty_weights/_is_hf_initialized are separate defects." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Similar API symptom, but different model implementations and internal paths; not clearly one duplicate bug." + "accept": true, + "reason": "Same resize_token_embeddings regression: downstream embedding/output modules are not refreshed after resize across two model variants." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but LlamaTokenizer pre-tokenizer override and Granite token-ID issues are different concrete defects." + "reason": "Different tokenizer regressions: LlamaTokenizer pre-tokenizer override versus Granite token ID misgeneration." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both are training-loss shift bugs, but they affect different models and implementations; not enough to merge as one issue." + "reason": "These are similar training-loss double-shift patterns, but they are reported for different models and do not look like the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst output is grounded in the packet and stays conservative overall. The two accepted soft edges are supported by the titles/body themes: issue:43644 and issue:44534 describe the same non-persistent-buffer junk regression, and issue:45672 and issue:46899 both point to Gemma4 4-bit multimodal dtype/quantization breakage. The remaining pair rejections are cautious and plausible, and the summary does not overclaim beyond the evidence." + "feedback": "The summary is grounded in the packet and stays mostly conservative: it identifies one broad v5 regression cluster plus a few plausible duplicate-like pairs, and the rejected pairs are generally justified by distinct titles/code paths. The 43644/44534 pair is well supported, and the Gemma4 and resize_token_embeddings pairs are framed cautiously enough." }, "evaluator_used": true, "retried": false, @@ -2618,11 +2612,11 @@ "issue:39692|issue:44960", "issue:44910|issue:45588", "issue:44291|issue:44756", - "issue:41720|issue:44155", "issue:45663|issue:45759", + "issue:41720|issue:44155", "issue:43404|issue:43454", - "issue:43873|issue:44387", "issue:42947|issue:45704", + "issue:43873|issue:44387", "issue:44079|issue:46829", "issue:45663|issue:45859", "issue:44292|issue:44912", @@ -2643,20 +2637,20 @@ "issue:45292|issue:45335", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "e00ab4a97d9ba29d3ce2d17fdd557f0f2cfe7f2c5d217ff0ccba83bcd29fc4b7", + "prepared_review_unit_hash": "9b55f24531bc2e6deaca1f3c63d02c3cc60d43c64d6291d7c132061f1a9f0d91", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36784, + "serialized_chars": 36782, "estimated_input_tokens": 9196, "estimated_eval_tokens": 18648 }, @@ -2665,210 +2659,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers bugs. The only clear duplicate family is the resize_token_embeddings regression across closely related issues; the rest should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45292 is the best canonical issue because it states the core regression in the most general form, while 45276 and 45335 look like model-specific variants of the same resize_token_embeddings failure.", + "summary": "This cluster is mostly heterogeneous and appears to contain many unrelated model- or subsystem-specific bugs. I only found one plausible duplicate-style pair around `resize_token_embeddings` / `output_embeddings` behavior; the rest are too semantically distinct to merge as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "`issue:45292` is the cleanest, most general statement of the shared `resize_token_embeddings` / `output_embeddings` bug; `issue:45276` reads as a model-specific variant of the same symptom.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the strongest representative of the duplicate family: concise, generic, and centered on the shared symptom rather than one model-specific manifestation.", + "best_issue_reason": "`issue:45292` is the best representative issue in this cluster because it captures the core resize-token-embedding failure in a model-agnostic way.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different models and different failures; both are crashes, but they do not describe the same bug or code path." + "reason": "Both are generation/chat failures, but they affect different model paths and symptoms; not the same concrete bug." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are load/tokenizer issues, but one is vocab-size mismatch and the other is a specific model load failure; not the same underlying defect." + "reason": "Both involve loading/tokenizer-related failures, but the reports concern different models and different failure modes." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Separate compatibility problems: one is torch version incompatibility, the other is meta-device loading breakage." + "reason": "These are separate compatibility/loading problems with different root causes; too broad to treat as one bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated models and symptoms; one is a documentation example problem, the other is a model-specific issue." + "reason": "A documentation example issue and a generic model issue are unrelated." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but the crashes come from different failure modes and inputs." + "reason": "Different crash sites and causes in attention code; one is 3D `position_ids`, the other is `s_aux=None` handling." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Different bugs: unexpected init argument during empty-weight loading vs mmap-related OOM on a specific platform." + "reason": "One is an `init_empty_weights` argument issue, the other is mmap/OOM behavior; not the same bug." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "Different subsystems and symptoms; Qwen device-mapping CUDA assert is unrelated to AudioFlamingo token leak behavior." + "reason": "Different model families and different failures: FSDP attention state vs `text_config` unwrapping." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Different model families and different code paths; both are multimodal/model-construction issues, but not the same bug." + "reason": "Different code paths and symptoms: CUDA assert during device mapping vs batched inference token leakage." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they are separate model implementations and not clearly the same defect." + "reason": "Both mention untied `lm_head`, but they are model-specific reports and not clearly the same concrete code-path defect." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Both are quantization/memory regressions, but one is offloading behavior and the other is reserved-memory/OOM growth." + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "No shared underlying bug; gradient checkpointing/LoRA behavior is unrelated to the T5 RMSNorm memory leak." + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is reserved-memory/OOM growth; too different." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Both concern output fields, but they are different output classes and different incorrect assignments." + "reason": "These are both output-class issues, but the underlying `ModelOutput` bugs are different." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different models and failure modes; Gemma FSDP issues are unrelated to Qwen3_5Moe CPU offload incompatibility." + "reason": "Different model components and failure modes: FSDP attention state vs CPU offload incompatibility." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats, different models, and different symptoms; not the same bug." + "reason": "TypeError during model init and MXFP4 fallback are unrelated loading/quantization issues." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + "reason": "Import error for `GenerationMixin` and Whisper pipeline `return_language` regression are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Both are loading-related, but meta-device loading and mmap disabling on Strix Halo are distinct issues." + "reason": "Meta-device loading breakage and Strix Halo mmap/OOM are different problems." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different models and defects; no shared code-path problem is evident." + "reason": "Audio batching leak and Gemma4 device mismatch are distinct bugs." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different model families and unrelated behavior: sparse-layer config bug vs Gemma4 attention/FSDP issue." + "reason": "Sparse-layer construction bug and Gemma4 FSDP attention bug are unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention memory pressure, but one is int4 quantization OOM and the other is a platform-specific mmap issue." + "reason": "Int4 quantization memory regression and mmap OOM are not the same code-path issue." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Nemotron checkpoint loading and a broken official example are related to the same model family but not the same underlying bug." + "reason": "Both are load/example problems, but they affect different models and different failure mechanisms." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings regression; 45276 is a more specific Gemma4 manifestation of the generic output_embeddings failure." + "reason": "Both describe the same core `resize_token_embeddings` bug where output embeddings are not updated; `45276` adds a Gemma4-specific manifestation." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different model/config regressions; one is a video-input regression, the other is strict config loading." + "reason": "Video-input regression and strict config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both involve checkpointing/attention behavior, but the eval-mode restriction and RLHF NaN explosion are not the same bug." + "reason": "Gradient checkpointing eval-mode restriction and Qwen3.5 3D `position_ids` SDPA fallback are different bugs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM behavior." + "reason": "`save/from_pretrained` extra_state handling and mmap/OOM are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer/BPE marker handling and continue_final_message behavior are distinct tokenizer issues." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` logic are separate tokenizer issues." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention crash on sink-less models is unrelated to Gemma4 FSDP KeyError." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 shared KV state rebuild are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both are save/from_pretrained related, but one is permissions propagation and the other is wrong custom-module loading." + "reason": "Both involve custom-model save/load, but one is file permission propagation and the other is wrong-module loading; not the same bug." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different load failures: unit-test model loading vs a saved-checkpoint regression in Qwen3.5." + "reason": "Unit-test model loading failure and Qwen3.5 save_pretrained regression are different issues." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Same symptom and same resize_token_embeddings regression family; both say updated token embeddings are not propagated." + "accept": false, + "reason": "They are related in theme, but one is about `output_embeddings` generally and the other about `decoder.embed_tokens`; too model-specific to merge confidently." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different problems: dtype mismatch under autocast vs meta-device loading failures." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Same core bug pattern: resize_token_embeddings does not update downstream embeddings/output weights across model variants." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both describe the same resize_token_embeddings propagation failure, just on different target modules." + "reason": "Autocast dtype mismatch and meta-device loading breakage are distinct problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate family is the resize_token_embeddings regression across 45276/45292/45335, and those issue titles are close enough to support a single fix. The rest of the soft-edge rejections are appropriately cautious and do not overstate shared causality." + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous and only merges the clearly close `resize_token_embeddings`/`output_embeddings` pair (`45276`/`45292`). The soft-edge rejections are generally conservative and avoid overclaiming duplicate status where the titles only show broad thematic similarity." }, "evaluator_used": true, "retried": false, @@ -2959,8 +2941,8 @@ "issue:44589|issue:45084", "issue:43901|issue:44509", "issue:43994|issue:44079", - "issue:43906|issue:44530", "issue:36032|issue:43452", + "issue:43906|issue:44530", "issue:44164|issue:45759", "issue:44265|issue:44898", "issue:46050|issue:46326", @@ -2970,23 +2952,23 @@ "issue:39404|issue:44912", "issue:45823|issue:46899", "issue:45479|issue:46894", - "issue:43856|issue:44756", - "issue:44164|issue:46821" + "issue:44164|issue:46821", + "issue:43856|issue:44756" ], - "prepared_review_unit_hash": "040218919c0e3a13da431383118cc628d264e4994e002b18d091fcba036b0d21", + "prepared_review_unit_hash": "663782df0b8d8d13a730207dbed897b430e0d2cd0864f27ef12a86754926f847", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37789, + "serialized_chars": 37790, "estimated_input_tokens": 9448, "estimated_eval_tokens": 19152 }, @@ -2995,210 +2977,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers regressions. None of the soft pairs look like confident duplicates from title-level evidence alone; the closest theme is v5 tokenizer/load behavior, so I picked a broad tokenizer-regression issue as the representative item.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45701 is the broadest umbrella in the set: it explicitly frames a version-wide tokenization regression, which makes it the best representative for the tokenizer/loading subset of this heterogeneous cluster.", + "summary": "This cluster is heterogeneous: most items are separate Transformers v5 regressions across loading, tokenization, model init, training, and export paths. The soft pairs share broad themes but not the same concrete bug, so none are safe duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43646 is the broadest concrete report in the main custom-model-init/loading subset, and is a better canonical anchor than the more specific notebook- or attribute-focused variants. That said, the overall cluster is not a single duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most central and generic issue here; it covers the widest slice of the recurring v5 tokenization regressions better than the more model-specific reports.", + "best_issue_reason": "#43646 is the most representative issue to keep for triage because it captures the widest user-facing v5 custom model initialization breakage among the candidates. It is still only one subproblem in a mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook-defined custom model initialization and extra_state save/load handling are different failure modes." + "reason": "Both involve v5 model loading behavior, but one is notebook/custom-init specific and the other is extra_state save/from_pretrained handling." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Torch version incompatibility and a Sam3 bf16 compilation regression are unrelated bugs." + "reason": "Both mention Torch regressions, but they are different failures in different code paths and versions." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "A Float8 storage lookup error is not the same underlying issue as disabling mmap to avoid OOM." + "reason": "Storage lookup failure vs mmap/OOM on Strix Halo are unrelated bugs." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both involve tokenizer loading, but one is a vocab-size metadata mismatch while the other is a specific model load failure; not clearly the same bug." + "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." + "reason": "Custom model initialization and Trainer resume max_steps calculation are unrelated." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Both mention double-shifted training loss, but they are different model implementations and not clearly one shared concrete bug." + "reason": "Both describe training-loss shift bugs, but they are different model families and not the same concrete implementation issue." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch compatibility is a different problem from an autocast dtype mismatch on Phi-tiny-MoE-instruct." + "reason": "Torch incompatibility and autocast dtype mismatch are different problems, not one fix." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance regression and encode/decode spacing correctness are different issues." + "reason": "Tokenizer conversion slowdown and CodeLlama round-trip token stripping are distinct tokenizer regressions." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is not the same as slower convert_tokens_to_ids behavior." + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are separate tokenizer issues." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compile failure do not share a concrete code path." + "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are unrelated." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline breakage is a specific pipeline regression, not the same as a broad tokenization-change report." + "reason": "Whisper pipeline return_language regression and tokenization changes are different functional areas." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading breakage and notebook class-definition initialization breakage are distinct custom-model issues." + "reason": "Both are v5 custom-model breakages, but one is base_model_prefix handling and the other is notebook initialization." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device-map failure are unrelated." + "reason": "Torch version incompatibility and YOLO multi-GPU device map failure are not the same bug." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map mismatch are different bugs." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are separate execution failures." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained-inside-classes inconsistency are different API regressions." + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Dependency incompatibility is not the same as a Mistral-3 image-preprocessor dtype mismatch." + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are different regressions." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "A video-input regression for Qwen VL models is unrelated to a mask-shape indexing error." + "reason": "Video-input regression for specific models and mask shape IndexError are different bugs." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failures and template-node compilation failures are different runtime errors." + "reason": "Float8 storage lookup failure and template compilation error do not share a code path." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs mismatches, but they cover different pipeline APIs and removed tasks." + "reason": "Docs mismatch about return_all_scores and docs mentioning removed pipeline tasks are documentation issues, but not the same one." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment bugs are unrelated." + "reason": "SigLIP2 inference weirdness and ModelOutput key assignment are unrelated." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading failures are different tokenizer/loading bugs." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "T5 add_special_tokens conflict and gguf_file loading failures are different tokenizer/model-loading regressions." + "reason": "Isolated reproduction of one issue and PagedAttentionCache crash are not the same underlying defect." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state serialization and composite-config text_config unwrapping are separate issues." + "reason": "extra_state save/from_pretrained and composite Qwen config unwrapping are distinct model-loading problems." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export compatibility with torch_compilable_check is not the same as Perceiver resizing/interpolation failure." + "reason": "torch.export on torch_compilable_check and Perceiver interpolation failure are different export vs vision-model bugs." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." + "reason": "Sinq save/load breakage and continue_final_message behavior for mistral_common are unrelated." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction issue and a mistral_common tokenizer bug are not the same underlying change." + "reason": "Isolated reproduction of a prior issue and mistral_common continue_final_message bug are not duplicates." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer loading regressions, but they affect different models and different loader paths." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and Mistral regex patch crash are separate tokenizer-path issues." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM correctness and est-roberta tokenizer loading are different bugs." + "reason": "CamemBERT masked LM regression and tokenizer loading failure are different model-specific problems." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4 issues, but one is device placement and the other is unsafe dtype casting in multimodal embedders." + "reason": "Both involve Gemma4 multimodal/device problems, but one is device_map forward mismatch and the other is 4-bit unsafe cast in embedders." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Single-label zero-loss behavior and double-shift training-loss bugs are different failures." + "reason": "Single-label loss degeneration across sequence classifiers and double-shift training loss in CohereASR are different bugs." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:44164", + "right": "issue:46821", "accept": false, - "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are different memory problems with different causes." + "reason": "extra_state handling and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:44164", - "right": "issue:46821", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained extra_state handling and TimesFM window_size AttributeError are unrelated." + "reason": "Qwen3 MoE memory usage and mmap OOM on Strix Halo are separate performance/resource issues." } ] }, @@ -3274,8 +3256,8 @@ "issue:43596|issue:44683", "issue:44488|issue:44987", "issue:45479|issue:46897", - "issue:43299|issue:43931", "issue:44488|issue:45081", + "issue:43299|issue:43931", "issue:43632|issue:47050", "issue:43611|issue:43644", "issue:36032|issue:42915", @@ -3285,8 +3267,8 @@ "issue:43716|issue:45084", "issue:44661|issue:44683", "issue:32090|issue:39404", - "issue:43643|issue:44530", "issue:44451|issue:44987", + "issue:43643|issue:44530", "issue:42915|issue:44530", "issue:43541|issue:45084", "issue:40990|issue:43421", @@ -3301,20 +3283,20 @@ "issue:44987|issue:44991", "issue:43452|issue:43482" ], - "prepared_review_unit_hash": "c3d366fad73c72eabc1b996a6e7122594e1ec63c281fe28501703e52264acb7e", + "prepared_review_unit_hash": "b9ffe1e563d0b345414762e8e70e76c7b995803fbaa9dd16a2d79f5300e67809", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35983, + "serialized_chars": 35984, "estimated_input_tokens": 8996, "estimated_eval_tokens": 18248 }, @@ -3323,193 +3305,196 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose collection of unrelated Transformers v5-era regressions across loading, tokenizers, model init, audio, vision, and backend/config paths. None of the soft pairs look like true duplicates; they mostly share broad subsystem keywords rather than the same concrete bug.", - "confidence": 0.33, - "canonical_issue_reason": "issue:43646 is the most broadly representative issue in the set: a generic Transformers v5 custom-model initialization breakage, which fits the overall cluster better than the more model-specific reports.", + "summary": "This cluster is mostly a loose set of unrelated closed issues, many about Transformers v5 regressions or model-specific loading bugs. Only one soft pair looks like the same underlying bug: the gguf_file/from_pretrained loading regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43452 is the broadest statement of the shared gguf_file/from_pretrained failure mode; issue:43482 looks like a model-specific instance of that same loader regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single representative because it is broad, version-wide, and aligns with the cluster\u2019s repeated theme of v5 initialization/loading regressions.", + "best_issue_reason": "issue:43452 best represents the underlying code-path bug because it names the generic gguf_file/from_pretrained breakage rather than a single affected model.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO-3/BertModel index error vs torch>=2.9 compiled flex_attention compile-time failure." + "reason": "Different failures: DeepSpeed ZeRO-3/BertModel indexing vs compiled flex_attention on torch>=2.9." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading regressions, but they involve different repos/models and different failure modes; not the same bug." + "reason": "Both are model-loading regressions, but they affect different models and likely different code paths." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "One is a zero-loss classification bug; the other is a double-shift training-loss bug in a different multimodal setting." + "reason": "Different bugs: zero-loss sequence classification vs training-loss double-shift on a specific vision-language model." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Different Qwen3-VL/Qwen3-Moe loading problems with different symptoms and model shapes; no clear shared root cause." + "reason": "Unrelated tokenizer-loading issues; one is a model load failure, the other is a Mistral regex patch crash." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Tokenization/loading bugs in different code paths: model repo load failure vs Mistral regex patch crashing on backend_tokenizer." + "reason": "Same model family, but one is a v5 loading regression and the other is a weight-shape mismatch; not clearly the same bug." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "Unrelated regressions: _is_hf_initialized flag behavior vs Canine ONNX export attention dtype mismatch." + "reason": "Different problems: HF initialization flag breakage vs ONNX export dtype mismatch in Canine attention." }, { "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; distinct bugs." + "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": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "Tokenizer special-token name conflict vs Qwen3Moe FineGrainedFP8Config failure; unrelated." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer issues: one ignores tokenizer.json, the other reports incorrect DeepSeek-Coder output after a separate v5 fix gap." + "reason": "Both involve tokenizers, but one ignores tokenizer.json and the other changes DeepSeek-Coder output semantics." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are different bugs in different layers." + "reason": "Different tokenizer/model bugs: BPE-marker handling vs lm_head weight tying." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model architecture regressions: CLIP text-model structure inconsistency vs Sam3 text-encoder weights not loading." + "reason": "Different model-specific loading/structure issues; no shared concrete failure mode." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Different code paths: image preprocessor/model dtype mismatch vs a compile error about non-template nodes." + "reason": "Image-preprocessor dtype mismatch vs template-node compilation error are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "add-new-model-like mapping failure is unrelated to torch>=2.9 flex_attention compilation behavior." + "reason": "Different subsystems: tokenizer mapping logic vs flex_attention compilation." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." + "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression; unrelated." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is a config-construction issue, not the Qwen3.5 PagedAttentionCache linear_attention crash." + "reason": "Both are model loading failures, but they reference different models and no shared concrete bug is evident." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Both are load failures, but for different models and likely different causes; not enough evidence of one shared bug." + "reason": "trust_remote_code config-field loss is unrelated to PagedAttentionCache linear_attention failures." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FP8 config failure in Qwen3Moe and linear_attention group-type crash in Qwen3.5 are different failure modes." + "reason": "Qwen3Moe FP8 loading failure and cache group-type crash are different bugs." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm tracing failure is unrelated to the compile-time non-template-node error." + "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to template-node compilation errors." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model is not the same issue as runtime special-token/post-processor update behavior in TokenizersBackend." + "reason": "Perplexity regression on a model vs tokenizer post-processor update bug; not the same issue." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device-placement bugs, but in different models and different mechanisms (torch.arange CPU allocation vs CPU-offload rotary embedding behavior)." + "reason": "Both are device-related, but one is XLNet CPU allocation and the other is Qwen rotary embedding CPU offload." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token-count bookkeeping and Qwen2.5-VL iterable-dataset multi-image finetuning failure are unrelated." + "reason": "TrainerState token counting and multi-image IterableDataset finetuning failures are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions around model loading/init, but one is junk non-persistent buffers and the other is custom model initialization; distinct underlying bugs." + "reason": "Both are v5 initialization regressions, but one is buffer junk on load and the other is custom model initialization failure." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different areas entirely: Qwen2.5-VL multi-image training vs mistral_common tokenizer continue_final_message behavior." + "reason": "Different tokenizer/training behaviors: multi-image dataset finetuning vs mistral_common continue_final_message." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging omission for tensorflow in the torch extra is not the same as the backend-mapping error for tensorflow_text." + "reason": "Different backend packaging errors: missing tensorflow in torch extras vs unknown tensorflow_text backend." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token method conflict is unrelated to Jupyter custom-model initialization breakage." + "reason": "Tokenizer special-token conflict vs Jupyter custom model init breakage; unrelated." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both touch audio feature extraction, but one is an unsupported center-arg regression and the other is an internal fbank helper issue; not clearly the same bug." + "reason": "Both are audio-feature issues, but one is a new center argument regression and the other is a different fbank helper failure." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and the _is_hf_initialized flag regression are unrelated." + "reason": "Apple Silicon warmup TypeError is unrelated to the `_is_hf_initialized` flag regression." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Two separate tokenizer/model-loading failures for different repositories; no concrete shared code-path bug is shown." + "reason": "Both fail on transformers>=5, but they affect different models and likely different loader paths." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "Both involve GGUF loading, but one is a generic from_pretrained regression and the other is a specific Qwen2.5-GGUF load failure; not enough to merge." + "accept": true, + "reason": "Same underlying gguf_file/from_pretrained loading regression; 43482 appears to be a specific model reproducer of the broader bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the summary reflects the mix of model-specific loading bugs and Transformers v5 regressions without overreaching. The soft-edge decisions are mostly conservative, and the single accepted pair (43452/43482) is a plausible shared GGUF loader regression." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3581,8 +3566,8 @@ "issue:43317|issue:43482", "issue:43746|issue:46326", "issue:43262|issue:43377", - "issue:43208|issue:47013", "issue:44403|issue:45081", + "issue:43208|issue:47013", "issue:43792|issue:46869", "issue:43645|issue:46661", "issue:42915|issue:45084", @@ -3590,35 +3575,35 @@ "issue:43377|issue:43819", "issue:44849|issue:45325", "issue:44987|issue:45081", - "issue:43404|issue:44466", "issue:28530|issue:34567", + "issue:43404|issue:44466", "issue:42915|issue:44291", "issue:36032|issue:43742", "issue:44451|issue:45081", "issue:43994|issue:44610", "issue:44062|issue:44987", - "issue:43883|issue:44488", "issue:44464|issue:45987", - "issue:42915|issue:44589", + "issue:43883|issue:44488", "issue:44265|issue:44610", + "issue:42915|issue:44589", "issue:44008|issue:46899", "issue:45923|issue:47254", "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "eeca92cebb378054526f2a9179b4a2badd0c5a4f53dc20dd88d3f5148af38b52", + "prepared_review_unit_hash": "844da2d82b0065bf05a91635e3d22d500cf065294c2e238ea446549e6ae0f087", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36353, + "serialized_chars": 36355, "estimated_input_tokens": 9089, "estimated_eval_tokens": 18434 }, @@ -3627,180 +3612,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the issues span many unrelated bugs across trainers, tokenizers, audio, multimodal models, loading, quantization, and cache/serialization behavior. None of the soft pairs look like the same concrete underlying defect or fix.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The set is mostly a grab bag of unrelated bug reports. The soft-similarity pairs share broad themes (loading, tokenizer, cache, custom-model init, Qwen/xLSTM, Whisper), but none look like the same concrete underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella-style report in the set, covering Transformers v5 custom-model initialization breakage; however, the overall collection is too heterogeneous for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43646 is the best single representative of the nearest cluster of v5/custom-model-init regressions, but it still does not subsume the rest of the issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription failure after align_special_tokens; different code paths and symptoms." + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens and the other is empty transcription after align_special_tokens; different bugs." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Unrelated failures: generic template compilation error vs GraniteMoEHybrid invalid method call." + "reason": "Completely different failures: compile of non-template nodes vs an invalid method call in GraniteMoEHybrid." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Both are loading-related, but one is dequantized device_map offload and the other is Qwen2.5-GGUF/v5 compatibility; different models and failure modes." + "reason": "Different model-loading paths and failures: dequantized device_map offload vs Qwen2.5-GGUF loading on v5." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different subsystems: PEFT/local checkpoint loading for GraniteSpeech vs mistral_common continue_final_message tokenizer behavior." + "reason": "PEFT/local-checkpoint loading bug versus tokenizer continue_final_message behavior; unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is encoder padding-mask batching mismatch." + "reason": "Audio chat-template sampling-rate default issue versus MIMI batching/padding-mask discrepancy; distinct bugs." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Same xLSTM family, but different bugs: training smaller-than-7B issues vs return_last_states unpacking crash." + "reason": "Generic loading noise versus a specific Mistral regex patch crash; not the same issue." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Logging/noise on model load is unrelated to a Mistral tokenizer regex patch crash." + "reason": "Same model family, but one is a bundle of xLSTM training bugs and the other is a specific return_last_states unpacking crash." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Completely different models and failure types: Whisper runtime failure vs YOLO multi-GPU device_map auto loading issue." + "reason": "Whisper inference failure and YOLO multi-GPU device_map auto failure are unrelated." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both touch custom/remote-code models, but one is Jupyter notebook initialization regression and the other is AutoModel.from_pretrained missing config_class." + "reason": "Both concern custom models, but one is Jupyter/custom-definition initialization and the other is remote-code model_class.config_class missing." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Different problems: Qwen3Moe FP8 config failure vs template compilation error." + "reason": "Qwen3Moe FP8 config failure and a template-node compile error do not match." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model init regression and non-persistent buffer serialization are distinct bugs." + "reason": "Both are Transformers v5 regressions, but one is custom-model initialization and the other is non-persistent buffer serialization junk." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio-model defects: batching/padding-mask mismatch vs DAC from_latents vs forward mismatch due to missing STE." + "reason": "Different audio/model bugs: missing padding-mask support in MIMI encoder versus DAC.from_latents not matching forward due to missing STE." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen models and unrelated bugs: hidden_states output issue vs VL rope-index temporal scaling bug." + "reason": "Different Qwen model variants and different failures: output_hidden_states bug versus rope index scaling." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Both are model-loading regressions, but the affected model and root cause differ (physical-intelligence/fast vs Mistral regex patch crash)." + "reason": "A model-specific load failure and a tokenizer regex patch crash are not the same underlying bug." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Related to tied weights, but one is missing weight tying in Mistral3ForConditionalGeneration and the other is inconsistent lm_head.weight serialization by device." + "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated Trainer bugs." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Different trainer features: early stopping metric resolution vs num_input_tokens_seen not updating." + "reason": "One is a lm_head tie bug in Mistral3; the other is serialization depending on device. Related area, but not one concrete bug." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different loading/runtime regressions: FineGrainedFP8Config on Qwen3Moe vs init_empty_weights passing unexpected _is_hf_initialized." + "reason": "FP8 config failure and init_empty_weights _is_hf_initialized argument mismatch are different code paths." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer constructor conflict and MobileLLM key error are unrelated failures." + "reason": "Tokenizer AddedToken conflict versus MobileLLM key error loading; different failures." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model-loading issues: ScandiBERT load failure vs Mistral tokenizer regex patch crash." + "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both are model usage regressions, but one is SigLIP2 nonsensical outputs and the other is OmDet-Turbo processor size mismatch." + "reason": "Siglip2 bad outputs and OmDet-Turbo processor image-size mismatch are different problems." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizers AddedToken keyword duplication is unrelated to the physical-intelligence/fast loading failure." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Different loading bugs: missing all_tied_weights_keys on Molmo vs inability to load cjvt/sleng-bert." + "reason": "AddedToken special-argument collision versus loading physical-intelligence/fast; not the same bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Different cache/generation defects: chunked generation inconsistency with compiled forward vs get_seq_length returning the wrong type." + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning a tensor are separate issues." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 config issue vs missing Float8 storage type." + "reason": "Molmo tied-weights attribute error and a model loading failure for cjvt/sleng-bert are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/exportability problem vs processor output resolution mismatch; no shared concrete bug." + "reason": "torch.export export failure with torch_compilable_check is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config issue and Float8 storage lookup failure are not the same concrete bug." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in forward and the other is unsafe dtype casting under 4-bit quantization." + "reason": "Gemma3n variable-name collision in forward and Gemma4 unsafe dtype casting are distinct multimodal bugs." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Gradient checkpointing appears in both, but one is a missing model flag and the other is a PEFT+DeepSpeed ZeRO-3 checkpointing error." + "reason": "Missing supports_gradient_checkpointing on trust_remote_code variant versus a PEFT+DeepSpeed ZeRO-3 checkpoint error; different failure modes." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different Qwen3-MoE sliding-window bug vs GraniteSpeech strict-config loading failure; no shared fix." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are unrelated." } ] }, @@ -3884,17 +3869,17 @@ "issue:43296|issue:43531", "issue:40444|issue:45325", "issue:43611|issue:44534", - "issue:44991|issue:46315", "issue:44220|issue:44683", + "issue:44991|issue:46315", "issue:43872|issue:44291", "issue:43716|issue:46899", "issue:44403|issue:44991", - "issue:43883|issue:44991", "issue:42796|issue:43746", "issue:45812|issue:46491", "issue:43381|issue:45923", - "issue:33666|issue:40444", + "issue:43883|issue:44991", "issue:44291|issue:44589", + "issue:33666|issue:40444", "issue:43792|issue:44589", "issue:40990|issue:44811", "issue:43632|issue:44756", @@ -3905,14 +3890,14 @@ "issue:43531|issue:44291", "issue:43421|issue:44568" ], - "prepared_review_unit_hash": "df62bbff3ce2e9d39bce48d95348ba38642399b73835fcd2818bc7e865896b45", + "prepared_review_unit_hash": "8aab4d82b8261f0508fb3e20eb14eb0b22b5bca5b9bc468994fb9b1b4c4a8a62", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, @@ -3927,198 +3912,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with only two clear duplicate groups: the `_is_hf_initialized` loading regression and the Qwen3.5 `save_pretrained` serialization regression. The rest are mostly model- or tokenizer-specific issues that only share broad subsystem names.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43872 is the earliest and broadest report of the `_is_hf_initialized` / bitsandbytes loading incompatibility, and it has the clearest duplicate counterpart in issue:44291.", + "summary": "Two soft duplicates stand out: the Qwen3.5 save_pretrained checkpoint regression pair and the transformers v5 `_is_hf_initialized` incompatibility pair. The rest are mostly different model-specific bugs or unrelated regressions.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45216 is the better canonical issue for the Qwen3.5 checkpoint regression because it states the broad save_pretrained failure, while issue:45357 is a narrower follow-up about one specific visual-encoder key symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43872 is the best representative issue for the cluster\u2019s strongest true duplicate pair: it states the concrete failure mode, is earlier, and has external references.", + "best_issue_reason": "issue:45216 is the strongest global issue representative: it captures the underlying Qwen3.5 save_pretrained regression at the checkpoint level and can subsume the more specific follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different problems: a T5 tokenizer attribute conflict vs a Qwen3 auto device-map CUDA assert." + "reason": "Different tokenization error vs Qwen3 auto device mapping cuda assert; no shared bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal loading/runtime failures, but the symptoms and code paths are unrelated (segfault on Llava Next vs video input ValueError in Qwen3OmniMoe)." + "reason": "Both are multimodal loading/processing issues, but on different models and different failure modes." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL/video handling, but one is a broad v5.3 video-input regression and the other is a specific still-image RoPE scaling bug." + "reason": "Related Qwen VL area, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Both mention v5 regressions, but one is `_is_hf_initialized` loading behavior and the other is a TimesFM `window_size` attribute error." + "reason": "Unrelated regressions: `_is_hf_initialized` loading breakage vs TimesFM window_size AttributeError." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility is unrelated to the generic loading-noise issue." + "reason": "Torch version incompatibility vs noisy transformer loading; no same concrete bug." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation sync/dispatch overhead is not the same bug as `StaticCache.get_seq_length()` returning a tensor." + "reason": "Performance overhead issue vs StaticCache return-type contract bug." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both report the same Qwen3.5 `save_pretrained` serialization regression; 45357 is a narrower follow-up on the same broken checkpoint output." + "reason": "Same Qwen3.5 save_pretrained checkpoint regression; 45357 is the narrower visual-encoder-key symptom of the same bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and failure modes: PaddleOCR-VL load failure vs Qwen3-MoE sliding-window behavior." + "reason": "Different model families and different errors; not the same underlying issue." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is dataset/multi-image finetuning failure and the other is RoPE position-id scaling in video/still-image handling." + "reason": "Both involve Qwen VL, but one is multi-image iterable-dataset finetuning and the other is temporal position-id scaling." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is model loading with `base_model_prefix` and the other is non-persistent buffer initialization junk." + "reason": "Different v5 regressions with different symptoms and code paths." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` are different bugs." + "reason": "Audio feature extraction bug vs compiled flex_attention torch-version breakage." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Audio feature extraction and compiled flex attention are unrelated." + "reason": "Tokenizer load failure vs slow-tokenizer conversion performance regression." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` loading incompatibility; 44291 is the same bug described via `init_empty_weights` on newer Transformers." + "reason": "Same transformers v5 `_is_hf_initialized` incompatibility surfacing through model loading / bitsandbytes initialization." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype issues, but the affected models and exact failure mechanisms differ." + "reason": "Both are multimodal dtype issues, but they affect different models and different processing paths." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise vs tokenizer loading failure; not the same bug." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Missing `all_tied_weights_keys` in a model class is unrelated to tokenizer loading." + "reason": "Generic loading noise report vs tokenizer load failure; not the same bug." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker issue vs PEFT/local-checkpoint loading problem." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is a CodeLlama whitespace round-trip issue." + "reason": "Both are tokenizer regressions, but one is wrong IDs for Granite models and the other is a CodeLlama space round-trip bug." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing behavior is not the same as a missing `supports_gradient_checkpointing` flag." + "reason": "Eval-mode gradient checkpointing restriction vs missing supports_gradient_checkpointing flag." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and iterable-dataset multi-image finetuning are different failures." + "reason": "Different model attribute error vs tokenizer load regression." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are v5-related TypeErrors, but one is the `_is_hf_initialized` argument and the other is a missing Float8 storage object." + "reason": "`_is_hf_initialized` argument issue vs missing Float8 storage class; unrelated failures." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training-related, but the reported failures are different and not the same bug." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper loading failure is unrelated to the Float8 storage error." + "reason": "Whisper model runtime failure vs Float8 storage lookup error; no shared concrete cause." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper `batch_decode` special-token handling are different issues." + "reason": "Perplexity regression vs Whisper batch_decode special-token handling; unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "`_is_hf_initialized` loading regression and mmap/OOM behavior on Strix Halo are unrelated." + "reason": "Transformers v5 flag breakage vs Strix Halo mmap OOM workaround; unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Different model families and symptoms: Ministral tokenizer BPE markers vs DeepSeek accuracy regression." + "reason": "Tokenizer marker handling vs downstream accuracy regression; too different to be the same bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image iterable finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are different problems." + "reason": "GGUF loading regression vs missing pad_token_id on Llama4Config; different problems." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "`ModelOutput` key assignment logic is unrelated to Gemma4 FSDP2 shared-kv state rebuilding." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states error." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the `_is_hf_initialized` loading bug." + "reason": "Qwen3-MoE sliding_window issue vs `_is_hf_initialized` type error; unrelated." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is `add_special_tokens=True` not adding BOS/EOS for a specific tokenizer; not the same concrete bug." + "reason": "Runtime special-token post-processor update issue vs specific mdeberta add_special_tokens failure; related area but not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and the soft-edge calls are conservative. The two accepted pairs are plausibly the same underlying bugs, while the rejected pairs mostly rely on broad subsystem similarity without concrete shared failure mode. One minor wording tweak: 'broadest' is a bit stronger than the packet directly supports, so 'earliest' or 'most representative' would be safer." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are reasonably conservative. The Qwen3.5 save_pretrained pair is well supported, and the `_is_hf_initialized` pair is plausibly the same compatibility bug rather than a stretch. The rejected pairs are also framed cautiously without overclaiming shared causes." }, "evaluator_used": true, "retried": false, @@ -4191,12 +4176,12 @@ "issue:41720|issue:45081", "issue:42175|issue:45542", "issue:44462|issue:45812", - "issue:43482|issue:45538", "issue:43296|issue:46821", + "issue:43482|issue:45538", "issue:44509|issue:46909", "issue:44079|issue:44534", - "issue:43317|issue:43856", "issue:42175|issue:43296", + "issue:43317|issue:43856", "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:43644|issue:44079", @@ -4218,218 +4203,215 @@ "issue:43606|issue:44265", "issue:40990|issue:45584" ], - "prepared_review_unit_hash": "46a3d6715595a1a53cd86da31142595c4f4cfd250daa478e82e8765e2e4b1387", + "prepared_review_unit_hash": "a438e3ee38e833923e84f0b652c7b62e0a25346db482910818825ce63a1508c3", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36006, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are false positives: they share a broad subsystem or regression theme, but not the same concrete bug. The only strong duplicate-looking pair is the SigLIP2 implementation mismatch / nonsensical output reports. No PRs are present.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43493 is the clearest root-cause report: it describes the HF vs original JAX SigLIP2 discrepancy that plausibly explains the downstream bad outputs seen in issue:43994.", + "summary": "This set is not a single duplicate cluster: the items span many unrelated regressions across tokenizer handling, model loading, vision-language position ids, offloading/quantization, and other distinct subsystems. All proposed soft edges are only topical similarities, not same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the best cluster representative because it is the broader, more technical symptom/source for the only likely duplicate pair.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Both mention model loading/runtime failures, but one is a Qwen3 auto device-map CUDA assert and the other is a Mistral tokenizer regex crash; different code paths." + "reason": "Both involve model/tokenizer loading errors, but one is a CUDA assert on Qwen3 auto device mapping and the other is a Mistral regex/tokenizer attribute crash; different code paths and failures." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both touch TensorFlow/backend packaging, but one is about the torch extra missing TF backend and the other is about tensorboard being installed without TensorFlow; not the same bug." + "reason": "Both mention missing backend dependencies, but one is about TensorFlow not being included in a pip extra and the other is tensorboard installed without TensorFlow causing an undefined backend error." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizer behavior and Granite models, but one is about AutoTokenizer ignoring tokenizer.json while the other is wrong Granite token IDs; too broad to merge." + "reason": "Both are tokenizer-related regressions, but one says AutoTokenizer ignores tokenizer.json while the other is wrong Granite token IDs; different symptoms and likely different fixes." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:43296", + "right": "issue:46821", "accept": false, - "reason": "Completely different issues: Qwen2.5-GGUF loading failure versus CLIPTokenizer model_max_length constant." + "reason": "Both are model loading/config issues, but one is PaddleOCR-VL loading in vLLM and the other is a TimesFM window_size AttributeError; unrelated implementations." }, { - "left": "issue:43296", - "right": "issue:46821", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load failure versus TimesFM window_size AttributeError." + "reason": "Both touch tokenizer behavior, but one is Qwen2.5-GGUF loading under transformers v5 and the other is CLIPTokenizer's absurd model_max_length default; not the same bug." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-related, but they concern different docs pages and different problems." + "reason": "Both concern documentation, but one is removed pipeline tasks in v5 docs and the other is a broken DIA example; separate doc issues." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "One is a ModelOutput key assignment bug; the other is a v5 non-persistent buffer initialization bug." + "reason": "Both mention ModelOutput/buffer-like internals in v5, but one is key assignment for None-valued fields and the other is non-persistent buffers being filled with junk; different defects." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both involve memory/offload-ish concerns, but one is dequantized load with gpu+cpu offload and the other is Qwen3 MoE training memory usage; different bugs." + "reason": "Both mention backend/loading setup, but they target different ecosystems and failure modes: TensorFlow backend packaging vs PaddleOCR-VL/vLLM model load failure." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Packaging/backend install issue versus PaddleOCR-VL model loading failure; no same underlying bug." + "reason": "Both relate to offload/memory behavior, but one is device_map auto loading with dequantized models and the other is inefficient Qwen3 MoE training memory usage; not the same issue." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 regressions, but one breaks base_model_prefix loading and the other breaks custom initialization; different code paths." + "reason": "Both are v5 regression reports, but one is about base_model_prefix loading and the other about custom model initialization; related area but distinct code paths." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching-related numerical issues, but one is missing padding-mask support in MIMI and the other is Gemma3 sliding-window/all-padding NaNs." + "reason": "Both involve batching/padding effects, but one is MIMI encoder padding-mask correctness and the other is Gemma3 NaNs from sliding-window attention with all-padding windows; different models and mechanisms." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization junk is unrelated to ModelOutput key assignment." + "reason": "Both are v5 internal serialization/state bugs, but one is non-persistent buffer junk and the other is ModelOutput key assignment; separate behaviors." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different model families and failures: Video-LLaVA weight/temporal-attention issue versus Sam3Model text encoder weights not loading." + "reason": "Both concern model parameter loading, but one is Video-LLaVA temporal/image tower weight issues and the other is Sam3Model text encoder weights not loading; unrelated models." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export compatibility failure and bfloat16 dtype mismatch are unrelated." + "reason": "Both are export/inference edge cases, but one is torch.export with torch_compilable_check and the other is dtype mismatch in bfloat16 CI; different failures." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images per prompt and the other is video vision_position_ids scaling; not the same bug." + "reason": "Both involve Qwen2.5-VL vision/video handling, but one is finetuning with iterable datasets and multiple images per prompt, while the other is incorrect video vision_position_ids." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Same model family and same symptom class: 43493 reports the HF vs JAX SigLIP2 implementation mismatch, and 43994 reports the downstream nonsensical outputs that fit that same underlying bug." + "accept": false, + "reason": "Both reference SigLIP2, but one compares HF vs original JAX implementation and the other reports nonsensical AutoModel/pipeline outputs for a specific checkpoint; likely different layers of the stack." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." + "reason": "Both are about multimodal weight handling, but one is missing temporal attention / shared image-tower weights in Video-LLaVA and the other is incorrect visual encoder keys saved for Qwen3.5; not the same bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and failure modes: Qwen2.5-VL temporal position scaling versus Kosmos2.5 OCR index error." + "reason": "Both are OCR/vision long-input regressions, but one is Qwen2.5-VL rope/position-id scaling for still images and the other is Kosmos2.5 index error on long OCR input; different models and failure points." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "FlashAttention-3 training degeneration and single-label num_labels=1 zero-loss behavior are different bugs." + "reason": "Both are degenerate training/loss reports, but one is tied to flash_attention_3 and the other to single-label classification with num_labels=1 across multiple models; not the same code path." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL vision-position issues, but one is still-image temporal scaling and the other is video vision_position_ids; related theme, not same concrete bug." + "reason": "Both are Qwen2.5-VL position-id bugs, but one concerns still-image temporal position scaling and the other video-input vision_position_ids; related subsystem but different specific bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "AyaVision lm_head tying and Granite lm_head serialization are different weight-handling bugs." + "reason": "Both mention tied weights / lm_head serialization, but one is AyaVision failing to tie lm_head and the other is inconsistent lm_head.weight serialization depending on device; different models and symptoms." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both concern VL inputs, but one is finetuning multi-image IterableDataset behavior and the other is image-placeholder-in-user-text handling." + "reason": "Both are VL image-placeholder issues, but one is fine-tuning with multiple images per prompt and the other is model failure when the image placeholder appears in user text; distinct input formatting bugs." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights unexpected argument and strict config preventing granite_speech loading are different v5 compatibility problems." + "reason": "Both are config/init loading regressions in v5+, but one is unexpected _is_hf_initialized during init_empty_weights and the other is strict config rejecting granite_speech; different checks." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure versus Qwen2.5-GGUF loading failure; unrelated." + "reason": "Both involve Qwen-family loading/configuration, but one is FineGrainedFP8Config on Qwen3Moe and the other is Qwen2.5-GGUF loading under transformers v5; separate issues." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Both mention checkpoint/model metadata problems, but one is resume_from_checkpoint key mismatch and the other is Qwen2.5-VL rope index scaling; unrelated." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization offloading behavior and tokenizer-version-dependent tokenization are different problems." + "reason": "Both are broad regressions around model behavior, but one is quantization offloading and the other is tokenization changing across transformers versions; different subsystems." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video vision_position_ids are unrelated." + "reason": "Both are tokenizer/vision-adjacent Qwen-related reports, but one is BPE marker handling in a tokenizer and the other is Qwen2.5-VL video vision_position_ids; not the same defect." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch and torch.export torch_compilable_check failure are different failure modes." + "reason": "Both are CI/runtime failures, but one is a CPU offload device mismatch for bark-small and the other is torch.export with torch_compilable_check; unrelated paths." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure after align_special_tokens are unrelated." + "reason": "Both produce bad model outputs, but one is extremely high perplexity on gpt-oss-20b and the other is Whisper failing on empty transcription after align_special_tokens; different models and causes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The only accepted pair, issue:43493 / issue:43994, is plausibly the same underlying SigLIP2 bug from the titles alone. No PRs are present, and I don\u2019t see evidence of overstatement." - }, - "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 }, @@ -4501,25 +4483,25 @@ "issue:35707|issue:41720", "issue:43828|issue:46821", "issue:34634|issue:35707", - "issue:41553|issue:43582", "issue:44186|issue:44265", "issue:41720|issue:45823", + "issue:41553|issue:43582", "issue:43606|issue:43819", "issue:43454|issue:43550", "issue:43257|issue:45923", "issue:42796|issue:46209", - "issue:44568|issue:45920", "issue:45823|issue:46821", + "issue:44568|issue:45920", "issue:43377|issue:44610", "issue:42617|issue:42915", "issue:43454|issue:45072", "issue:40990|issue:42947", "issue:46305|issue:46315", - "issue:43749|issue:44534", "issue:43572|issue:45759", + "issue:43749|issue:44534", "issue:43454|issue:43720", - "issue:43377|issue:44898", "issue:43317|issue:43873", + "issue:43377|issue:44898", "issue:36331|issue:42617", "issue:41720|issue:43322", "issue:43322|issue:46050", @@ -4528,20 +4510,20 @@ "issue:41720|issue:44977", "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "5d6fa9f86dcaa1bb85894dd27d5929a419a9a73ed57ce80920ab36126596df67", + "prepared_review_unit_hash": "43e36b1c6e7180ff3baf9e60f74ea802fce8494a410d3137903d4f692cbc0c15", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37068, + "serialized_chars": 37067, "estimated_input_tokens": 9267, "estimated_eval_tokens": 18790 }, @@ -4550,30 +4532,30 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of unrelated Transformers bug reports across tokenizers, model loading, quantization/offload, multimodal processors, and training APIs. None of the proposed soft pairs look like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the set, with multiple inbound references and a theme that overlaps several other offload/quantization reports, even though they are not true duplicates.", + "summary": "The set is a loose collection of unrelated Transformer bugs/regressions across different models and subsystems. None of the soft pairs look like the same underlying issue with enough specificity to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it covers a common failure mode class (offloading + quantization) and is broader than the highly model-specific reports in this cluster.", + "best_issue_reason": "No single issue is a clear duplicate anchor here; if forced, issue:43873 is the broadest and most central user-facing problem, but it is still not the same bug as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different failures: a v5 video-input regression across Qwen multimodal models vs a Gemma4 PLE device-mismatch during forward." + "reason": "Different failures: video input regression in Qwen/VL variants vs Gemma4 PLE device mismatch during forward. Same broad multimodal area, but not the same code-path bug." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT adapter loading from local checkpoints; unrelated code paths." + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT local checkpoint loading. Different components and failure modes." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "inputs_embeds/past_key_values generation behavior is not the same as Qwen3 auto device mapping cuda assert." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:43828", @@ -4585,163 +4567,163 @@ "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset failure and progressive generation with inputs_embeds/past_key_values are different bugs." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "AutoTokenizer loading error for Voxtral is unrelated to an Apple Silicon warmup TypeError." + "reason": "BarkProcessor voice_preset failure and generation with inputs_embeds/past_key_values are unrelated bugs." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is not the same as torch.export.export failing on torch_compilable_check models." + "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to torch.export failures from torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-related, but one is a Qwen3 auto device-map crash and the other is a Gemma4 PLE forward mismatch; not the same bug." + "reason": "Both involve device placement, but one is Qwen3 auto device mapping causing cuda assert; the other is Gemma4 PLE forward device mismatch. Not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer loading error for Voxtral is unrelated to AppleSilicon TypeError in caching_allocator_warmup." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch for Bark-small differs from DAC.from_latents vs forward mismatch due to missing STE." + "reason": "Bark CPU offload device mismatch and DAC.from_latents missing STE mismatch are different model paths and root causes." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying failure in AyaVisionConfig is unrelated to Bamba torch.compile SDPA failure." + "reason": "AyaVision lm_head tying bug causing garbage generation is unrelated to Bamba torch.compile+SDPA failure." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is not the same as a missing supports_gradient_checkpointing flag." + "reason": "Qwen3 MOE weights not converted with accelerate+deepspeed is different from missing supports_gradient_checkpointing on a trust_remote_code variant." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are different subsystems and failure modes." + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to FP8 inference failure on B200." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "Special-token insertion regression for one tokenizer is unrelated to wrong token IDs across many tokenizers." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:45823", - "right": "issue:46821", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Gemma4 device-mapping forward mismatch is unrelated to TimesFM window_size raising AttributeError." + "reason": "Missing BOS/EOS insertion for one tokenizer is unrelated to wrong token IDs across multiple tokenizers." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batched-vs-single padding-mask bug is unrelated to OmDet-Turbo processor/model image-size mismatch." + "reason": "MIMI batch-vs-single padding mask bug is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are different runtime/config issues." + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe failing with FineGrainedFP8Config." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." + "reason": "AyaVision lm_head tie issue is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss-20b and gradient checkpointing ineffectiveness with PEFT LoRA are not the same underlying problem." + "reason": "High perplexity on gpt-oss-20b is not the same bug as gradient checkpointing being ineffective with PEFT LoRA." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming off-by-one in sliding_window_mask_function is unrelated to slow convert_tokens_to_ids regression." + "reason": "MoonshineStreaming off-by-one in sliding_window_mask_function is unrelated to slow convert_tokens_to_ids in slow tokenizers." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Broken FSDP CPU RAM efficient loading and non-persistent buffers filled with junk are separate loading/state issues." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "StableLmConfig missing pad_token_idx after v5 update is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffers filled with junk are different regressions." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight-tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "AyaVision weight tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "MIMI encoder batching/padding mask issue is unrelated to Perceiver non-default resolution interpolation failure." + "reason": "device_map auto dequantized-model offload failure and quantization offloading issues may rhyme, but the concrete failures and likely code paths differ." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "device_map auto load failure for dequantized models is related in theme to offloading, but not the same concrete bug as quantization offloading not working as expected." + "reason": "MIMI padding-mask batching bug is unrelated to Perceiver non-default resolution interpolation failure." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature mismatch and 3d_parallel.py failure are unrelated." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Llava Next segmentation fault are both loading/runtime crashes but not the same code-path problem." + "reason": "Qwen3 auto device mapping cuda assert and Llava Next segmentation fault are different model/runtime failures." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault during loading is unrelated to sinq quantized model save/load breakage." + "reason": "Segmentation fault loading Llava Next is unrelated to sinq quantized model save/load breakage." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss keyword mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "Trainer API signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer-loading failure for est-roberta are different config vs tokenizer regressions." + "reason": "Strict config blocking granite_speech config and tokenizer loading regression for est-roberta are both v5-related but clearly different bugs." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device-map cuda assert is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to Qwen3.5 flash-attention generation bug." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "int4 CUDA reserved-memory OOM is unrelated to T5 silently using apex.FusedRMSNorm with a memory leak." + "reason": "int4 quantization memory growth/OOM in Transformers 5.x is unrelated to T5 silently using apex.FusedRMSNorm memory leak." } ] }, @@ -4821,9 +4803,9 @@ "issue:44466|issue:45357", "issue:26413|issue:28530", "issue:43873|issue:44756", - "issue:43881|issue:44488", "issue:44186|issue:45072", "issue:43065|issue:46402", + "issue:43881|issue:44488", "issue:43295|issue:45701", "issue:46612|issue:46858", "issue:45685|issue:46821", @@ -4846,208 +4828,214 @@ "issue:44008|issue:45823", "issue:42915|issue:46291" ], - "prepared_review_unit_hash": "4a9bf9bffbb311d0f4f88be57adfe0052a0abe177fc0ca6224c0a50197bda3a0", + "prepared_review_unit_hash": "e3258a538f8029243fb7764544b337bce47820ff0556b8cfe83b8697eb854b44", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36753, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues (trainer, tokenizer, model loading, serving, quantization/offload, and multimodal preprocessing). None of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy report here, so it is the best representative issue for the cluster, but it is not a duplicate match for the others.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad themes like loading, device mapping, offloading, and model-specific regressions. The soft links are mostly lexical rather than true duplicate reports of the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the widest scope and highest cluster-level relevance (offloading/quantization), making it the best single issue to represent this set even though the set is not a true duplicate cluster.", + "best_issue_reason": "issue:43873 is the best representative because it is the broadest open issue in the cluster and sits near several offloading/device_map/quantization reports, even though the cluster is not a single duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Different bugs: perplexity regression on gpt-oss vs tokenizer behavior changes across versions." + "reason": "Different bugs: perplexity evaluation on gpt-oss vs tokenization behavior changes across versions." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug vs tokenization regression; no shared code path." + "reason": "Video processor batching shape bug vs tokenizer/version-dependent tokenization change." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map assert vs failure running 3d_parallel.py are unrelated failures." + "reason": "Both mention multi-GPU/device-map style failures, but the model, failure mode, and code path are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are serialization-related, but they affect different models and different state-dict problems." + "reason": "Both involve lm_head/visual keys, but one is serialization inconsistency and the other is incorrect visual encoder keys on save." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Trainer checkpoint resume empty epoch iterator vs early stopping metric lookup are distinct trainer issues." + "reason": "Trainer checkpoint resume error vs early stopping metric lookup; different training subsystems." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offload failure and Strix Halo mmap OOM are different problems with different fixes." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Different model-loading failures for different models; no evidence of the same root cause." + "reason": "Quantization/offloading behavior vs Strix Halo mmap OOM; not the same bug." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash vs bfloat16 dtype mismatch are unrelated subsystems." + "reason": "Tokenizer crash on NER/padding vs bfloat16 dtype mismatch in model inference." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same model family, but dummy Conv2d architecture and missing text-encoder weights are different bugs." + "reason": "Different model components: dummy Conv2d in Sam3PixelDecoder vs Sam3 text encoder weights not loaded." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they concern different checkpoints and likely different root causes." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Custom-model regression in v4.57.5 vs version-dependent tokenization behavior are not the same issue." + "reason": "Custom processor/tokenizer regression vs tokenization output changes across versions; not the same code-path." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache internals, but beam-search cache reorder and static-cache seq-length arithmetic are different code paths." + "reason": "Beam-search cache reorder bug for legacy models vs static-cache seq-length arithmetic on non-CUDA backends." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram-on-Int error in MoE vs TimesFM window_size AttributeError are unrelated." + "reason": "MPS histogram/int issue in MoE vs TimesFM window_size AttributeError; different models and failures." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile+SDPA bug in Bamba and BitNet packed-weight loading bug are different model-specific failures." + "reason": "SDPA torch.compile failure in Bamba vs packed-weights unpacking during accelerate loading in BitNet." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation and Trainer resume/max_steps calculation are unrelated." + "reason": "Blip2 dtype propagation bug vs Trainer max_steps miscalculation on resume." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error vs 3d_parallel.py runtime failure are not the same bug." + "reason": "GenerationMixin import error vs inability to run 3d_parallel.py; unrelated failures." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both touch custom model loading, but they describe different regressions and different failure modes." + "reason": "Transformers 5.0 custom model initialization regression vs from_pretrained behavior inside Python classes." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer/model loading failures with different root causes." + "reason": "Different tokenizer-loading failures for different checkpoints and tokenizer classes." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba torch.compile/SDPA issue and Bark CPU-offload device mismatch are unrelated." + "reason": "Both are device/compile-related, but one is SDPA compile behavior and the other is CPU offload device mismatch." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are preprocessing bugs, but LayoutLMv2 NER padding crashes and OmDet-Turbo resolution mismatch are different issues." + "reason": "Tokenizer input handling bug vs processor output size mismatch for a specific vision model." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different multimodal serialization problems affecting different model families." + "reason": "Weight tying in Mistral3 generation model vs wrong visual encoder keys when saving Qwen3.5." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FP8 config failure on Qwen3Moe vs dequantized-model offload loading failure are distinct quantization/loading bugs." + "reason": "Qwen3MoE FineGrainedFP8Config failure vs dequantized model loading with gpu+cpu offload." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image preprocessing size, but they affect different models and different expected shapes." + "reason": "Different vision preprocessing bugs: wrong processor output size vs non-default-resolution Perceiver failure." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU auto device-map failure are unrelated." + "reason": "TimesFM window_size AttributeError vs YOLO multi-GPU device_map_auto failure." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are different training scenarios." + "reason": "Early stopping metric handling vs Qwen2-VL multi-GPU training; only superficially both are training issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are distributed/model-parallel related, but they are different models and different failure mechanisms." + "reason": "Qwen3 auto device mapping cuda assert vs GPT-OSS tensor parallel/MoE issue; different models and paths." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and StableLmConfig pad_token_idx regression are unrelated." + "reason": "Sliding-window handling for Qwen3-MoE vs missing pad_token_idx in StableLmConfig." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both concern cache/indexing, but the serving KV-continuation crash and static-cache seq-length bug are different concrete problems." + "reason": "Serve KV-cache continuation indexing bug vs static-cache seq-length device-tensor arithmetic bug." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal regressions, but one is a 'str has no attribute to' crash and the other is a missing _tokenizer attribute." + "reason": "Serve continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; not the same failure." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma model bugs: forward variable collision vs device mismatch under device_map=auto." + "reason": "Gemma3n forward variable-name collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs kernels dependency/version import failure; unrelated." } ] }, @@ -5080,19 +5068,19 @@ "issue:36032", "issue:36331", "issue:41720", + "issue:42490", "issue:42915", "issue:43257", "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", @@ -5124,13 +5112,13 @@ "issue:36331|issue:41720", "issue:44464|issue:46858", "issue:44671|issue:44743", - "issue:43881|issue:44991", "issue:45632|issue:45684", "issue:44186|issue:44361", - "issue:43526|issue:43883", + "issue:43881|issue:44991", "issue:28530|issue:30064", - "issue:43316|issue:44913", + "issue:43526|issue:43883", "issue:43425|issue:46821", + "issue:43316|issue:44913", "issue:45701|issue:47145", "issue:42915|issue:43322", "issue:33357|issue:35707", @@ -5140,191 +5128,191 @@ "issue:44492|issue:44509", "issue:43531|issue:45759", "issue:43540|issue:43782", - "issue:43257|issue:47254", "issue:43452|issue:47020", + "issue:43257|issue:47254", "issue:43550|issue:43653", "issue:41720|issue:43746", "issue:44534|issue:46665", - "issue:43606|issue:43720" + "issue:42490|issue:43329" ], - "prepared_review_unit_hash": "d160187e9b16b8183e3cf0e62c521128086e4fc6517cb990f2d1bad69d0c1c5f", + "prepared_review_unit_hash": "be71f56ebb333f89dc6b2cd003b7b6c82bdd9414a53c64047ffdaa524ab3a5ca", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35096, - "estimated_input_tokens": 8774, - "estimated_eval_tokens": 17804 + "serialized_chars": 35149, + "estimated_input_tokens": 8788, + "estimated_eval_tokens": 17832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and does not form a clear duplicate cluster. All soft-edge candidates were rejected because they describe different bugs, different models, or different failure paths despite superficial subsystem overlap.", - "confidence": 0.95, - "canonical_issue_reason": "No safe canonical issue: the items span unrelated bugs across tokenizers, generation, quantization, loading, and docs, with only shallow title similarity between some pairs.", + "summary": "All soft pairs look like false positives: they share broad themes (tokenizers, generation, loading, config, quantization) but each points to a different model, API surface, or code path. No PRs were provided.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active open bug in the set, with inbound references and a broadly framed runtime/regression description, so it is the best representative issue among these unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative; choosing one would overfit to a broad subsystem label rather than a shared underlying defect.", + "best_issue_reason": "issue:43873 is the strongest issue candidate overall because it is still open, has multiple inbound references, and describes a concrete, reusable bug class rather than a one-off model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Different failures: custom trainer loss signature mismatch vs Qwen3 device-mapping CUDA assert." + "reason": "Trainer API keyword mismatch vs Qwen3 auto device-mapping CUDA assert; different layers and unrelated failures." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/compile, but one is inconsistent chunked generation outputs and the other is a static-cache slice arithmetic bug from device tensor seq lengths." + "reason": "Both involve generation/compile, but one is chunked-generation inconsistency and the other is static-cache slice arithmetic on non-CUDA backends; not the same bug." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and code paths: CamemBERT masked LM predictions vs Qwen3 recurrent state reset in modular cache logic." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Unrelated loading problems: glm-4v-9b model load failure vs tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "Different models and code paths: CamemBERT masked-LM predictions vs Qwen3 recurrent-state reset with cache." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Different features: trust_remote_code cache-path collision vs save_pretrained permission propagation." + "reason": "Cache-path collision for local models vs read-only permission propagation in save_pretrained; unrelated defects." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but on different tokenizers and different triggers; not the same underlying bug." + "reason": "Both are tokenizer crashes, but they affect different tokenizers with different failure modes and repros." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Image processor label reduction bug vs missing all_tied_weights_keys attribute on a causal LM model." + "reason": "GLM-4V loading failure vs tokenizer loading regression for EMBEDDIA/est-roberta; different models and root causes." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric resolution issue is unrelated to void segmentation-map processing in an image processor." + "reason": "Early stopping metric selection bug vs image-processor segmentation-map handling; unrelated functionality." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Both are config-related, but they concern different model families and different config fields/serialization behavior." + "reason": "BEiT fast image-label reduction bug vs missing all_tied_weights_keys attribute in Molmo; different code paths." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch version compatibility issue is unrelated to TimesFM window_size attribute access." + "reason": "Torch version compatibility issue vs TimesFM window_size attribute error; no concrete overlap." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct not persisting on reload; both config-related but distinct bugs." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenization changes across versions is not the same defect as silent FP8 weight_scale omission during checkpoint load." + "reason": "Tokenization changes across versions vs FP8 frozen-checkpoint weight_scale not applied; unrelated regressions." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different bugs: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + "reason": "Qwen3MoE FineGrainedFP8Config load failure vs Llava Next segmentation fault; different models and failure mechanisms." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS bus error loading a CLIP model vs generation using inputs_embeds and past_key_values; unrelated bugs." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "General slow/fast tokenizer inconsistency is not the same as the T5Tokenizer add_special_tokens naming conflict." + "reason": "Slow/fast tokenizer inconsistency vs T5 tokenizer init conflict; both tokenizer-related but not the same underlying issue." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." + "reason": "Void segmentation-map processing vs BarkProcessor voice_preset handling; different processors and symptoms." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantized offloading behavior and an apex FusedRMSNorm memory leak are different issues." + "reason": "Quantization/offloading behavior vs apex FusedRMSNorm memory leak; different subsystems and fixes." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Cache-strategy typo and outdated docs about removed pipeline tasks are unrelated documentation issues." + "reason": "Cache-strategy typo vs stale docs about removed pipeline tasks; unrelated documentation vs code issue." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and text_config unwrapping in composite configs are different config-path bugs." + "reason": "Qwen3-MoE sliding_window bug vs composite-config text_config unwrapping; both around Qwen configs but not the same defect." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen3 multimodal-related, but one is video-input processing and the other is a weight_only pretrained-load error." + "reason": "Different Qwen3 multimodal loading/processing failures; one is video-input processing, the other is weight_only loading." }, { - "left": "issue:43257", - "right": "issue:47254", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "DeepSpeed loading/weight conversion bug is not the same as a PEFT ZeRO-3 checkpointing error." + "reason": "gguf_file breaks pretrained loading vs XLMRobertaTokenizer passing a dict to Unigram; unrelated tokenizer/model-loading bugs." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:43257", + "right": "issue:47254", "accept": false, - "reason": "gguf_file breaks Auto* from_pretrained entrypoints, while XLMRobertaTokenizer has a specific Unigram vocab type mismatch." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed vs PEFT ZeRO-3 checkpoint error; both involve training infrastructure but not the same bug." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to a BigBirdTokenizer special-token registration bug." + "reason": "torch.compile + SDPA failure in Bamba vs BigBirdTokenizer special-token registration; model-runtime bug vs tokenizer bug." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different code paths." + "reason": "A800 auto device-map CUDA assert vs GraniteSpeech local-checkpoint loading with PEFT adapters; unrelated model-loading failures." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption in v5 is not the same as inconsistent from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer corruption in v5 vs from_pretrained behavior inside Python classes; different regression classes." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "CPU-offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different model-loading failures." + "reason": "Trailing-slash local path import warning vs undefined video-token-counting variables in multimodal processors; not the same bug." } ] }, @@ -5353,19 +5341,19 @@ "issue:35707", "issue:39692", "issue:41720", - "issue:42490", - "issue:43329", "issue:43381", "issue:43388", - "issue:43526", + "issue:43421", "issue:43531", "issue:43540", "issue:43606", "issue:43644", "issue:43653", + "issue:43720", "issue:43746", "issue:43844", - "issue:43881", + "issue:43873", + "issue:43927", "issue:44062", "issue:44077", "issue:44368", @@ -5388,6 +5376,7 @@ "issue:45704", "issue:45759", "issue:45859", + "issue:45923", "issue:46050", "issue:46402", "issue:46655", @@ -5397,7 +5386,7 @@ "issue:46858" ], "soft_pairs": [ - "issue:42490|issue:43329", + "issue:43606|issue:43720", "issue:34567|issue:35707", "issue:43531|issue:46821", "issue:45406|issue:45464", @@ -5417,204 +5406,218 @@ "issue:44898|issue:45072", "issue:43381|issue:43844", "issue:39692|issue:44610", - "issue:44368|issue:45357", "issue:41720|issue:45704", + "issue:44368|issue:45357", "issue:43746|issue:46050", "issue:43381|issue:45704", "issue:44918|issue:44936", "issue:46655|issue:46693", - "issue:43526|issue:43881" + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:43531|issue:45923" ], - "prepared_review_unit_hash": "836f5b1147a03423c88aa7a0dd683a6d3c3dba1d7dcc500065845e47e1fdf03d", + "prepared_review_unit_hash": "c19453241be8e486052c46ebff29d2d07b75d8d6c29c4350a581b48890a0e2a6", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35443, - "estimated_input_tokens": 8861, - "estimated_eval_tokens": 17978 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36638, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports across different models, processors, and trainer paths. None of the soft pairs look like the same underlying issue closely enough to merge as duplicates, and there is no single defensible canonical issue for the whole set.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs/models, so a shared duplicate target would be arbitrary.", + "summary": "The cluster is heterogeneous: most items are distinct bugs or feature regressions in different models, processors, trainers, or runtime paths. The soft pairs mostly share broad themes (offload, tokenizer/config, generation, trainer, or windowing) but do not describe the same concrete defect, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed issue in the set and the best umbrella candidate, but the cluster overall is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly represents the whole cluster; the set is too heterogeneous to justify one global best issue.", + "best_issue_reason": "issue:43873 has the strongest combination of scope, activity, and downstream references, making it the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Local-path trailing-slash warning vs multimodal token counting video-branch undefined symbols are unrelated bugs." + "reason": "Both involve loading/offload failures, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight handling in accelerate; different code paths and fixes." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating and progressive generation with inputs_embeds/past_key_values are different code paths." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated bugs in different subsystems." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention window sizing, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are distinct model-specific failures." + "reason": "Both mention windowing, but Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are different model APIs and failure modes." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor tokenizer attribute crash and Qwen3.5 streaming chat/completions failure are unrelated." + "reason": "Serving crash from missing _tokenizer on Gemma4Processor is separate from Qwen3.5 chat/completions streaming failure." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda assert do not describe the same bug." + "reason": "Bark voice_preset and Qwen3 auto device mapping/cuda assert are unrelated model/runtime issues." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is unrelated to BigBirdTokenizer special-token registration." + "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token decode failure are different model-specific bugs." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics tuple truncation and SAM3 text/box behavior are different trainer vs model issues." + "reason": "gather_for_metrics label truncation in the last batch is a distributed evaluation bug; SAM3 text/box behavior is a model input-processing issue." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window and missing Float8 storage are unrelated failures." + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup are unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "from_config not unwrapping text_config and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are separate Qwen3.5 problems." + "reason": "Both are Qwen 3.5 multimodal/config issues, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding behavior." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but they affect different models and likely different tokenizer/config breakages." + "reason": "Both are model-loading regressions, but they affect different community models and likely different tokenizer/config paths." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and static-cache seq-length tensor arithmetic are unrelated." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache seq_length arithmetic on non-CUDA backends." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual encoder keys on save_pretrained and missing Sam3Model text encoder weights on load are different model-loading bugs." + "reason": "Both concern Qwen/SAM3 save/load state, but one is visual-encoder key saving and the other is missing text-encoder weights; different bugs." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated configuration issues." + "reason": "Optional post_init validation and num_labels propagation are different configuration problems." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0.0 and from_pretrained behavior inside Python classes are not the same defect." + "reason": "Non-persistent buffers filled with junk and from_pretrained behavior inside Python classes are not the same defect." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading physical-intelligence/fast regression and PIL backend requiring torchvision are unrelated breaks." + "reason": "A model loading regression for physical-intelligence/fast is unrelated to PIL backend processors requiring torchvision." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication and ScandiBERT loading failure are different tokenizer/model load issues." + "reason": "AddedToken special-argument duplication and ScandiBERT loading failure are unrelated." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation in Qwen3.5 config and zero-loss classification with num_labels=1 are separate classification problems." + "reason": "num_labels propagation into text config is different from single_label_classification with num_labels=1 causing zero loss." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are distinct inference bugs." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient inflation are different training-runtime bugs." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient blow-up are separate training-path issues." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc example errors and OmDet-Turbo processor size mismatch are distinct documentation/model-processor issues." + "reason": "SigLIP2 doc-example/model-processor mismatch and OmDet-Turbo 640px-vs-224px preprocessing are different processor/model errors." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Tie-word-embeddings warning during Qwen3.5 LoRA and incorrect visual encoder save keys are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5 using apex.FusedRMSNorm and leaking memory." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and T5 apex FusedRMSNorm memory leak are unrelated model/runtime bugs." + "reason": "Both touch Qwen3.5 configs, but one is tie_word_embeddings warning and the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT local-checkpoint loading failure and sinq quantized save/load breakage are different persistence paths." + "reason": "PEFT adapter local-checkpoint loading and sinq quantized model save/load breakage are different persistence paths." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode issue and T5 fused RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing eval-mode support and T5 RMSNorm memory leak do not share a concrete bug." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT input-embeddings unpacking and trainer.evaluate() after train() are different trainer failures." + "reason": "TRL SFT unpacking failure with Qwen3.5 input embeddings and trainer.evaluate() failing after train() are different trainer issues." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "SmolVLM video padding bug and FA2 long-context performance regression are unrelated." + "reason": "SmolVLM video padding math and FA2 long-context performance regression are unrelated." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor refresh and save/load loss of custom token IDs are different tokenizer state bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are separate subsystems and not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45923", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + "reason": "Qwen3-MoE sliding_window and missing supports_gradient_checkpointing on a trust_remote_code variant are unrelated model flags/features." } ] }, @@ -5645,6 +5648,7 @@ "issue:43295", "issue:43421", "issue:43493", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -5652,10 +5656,10 @@ "issue:43643", "issue:43653", "issue:43720", - "issue:43746", "issue:43782", "issue:43819", "issue:43873", + "issue:43881", "issue:43927", "issue:43994", "issue:44062", @@ -5676,7 +5680,6 @@ "issue:45507", "issue:45834", "issue:45907", - "issue:45923", "issue:46032", "issue:46294", "issue:46463", @@ -5687,10 +5690,8 @@ "issue:47050" ], "soft_pairs": [ - "issue:43421|issue:43927", - "issue:43746|issue:43873", "issue:42886|issue:44843", - "issue:43531|issue:45923", + "issue:43526|issue:43881", "issue:30064|issue:36010", "issue:43421|issue:43653", "issue:39692|issue:43493", @@ -5709,224 +5710,212 @@ "issue:43720|issue:43819", "issue:43295|issue:45834", "issue:43550|issue:43927", - "issue:43653|issue:43720", "issue:43550|issue:44361", + "issue:43653|issue:43720", "issue:43596|issue:44220", "issue:44062|issue:44488", "issue:43531|issue:43643", - "issue:46829|issue:46832", "issue:44625|issue:47050", + "issue:46829|issue:46832", "issue:43540|issue:46294", "issue:45381|issue:46693" ], - "prepared_review_unit_hash": "e8161e19290856834de9aaacea1e48b06a869b33b3f9e5eb98ad1f9b3ecf1559", + "prepared_review_unit_hash": "d6c0c32d374305f9e1b176beae55614831810449f241e03983935a5c7859bc3c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36749, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "soft_pair_count": 29, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated model/tokenizer regressions are mixed together here. The only clear duplicate is the Qwen2_5_VLProcessor batched apply_chat_template crash with padding=False; the rest are too broad or hit different code paths.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44514 is the clearest and earliest report of the exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False, making it the best issue anchor for the one true duplicate pair.", + "summary": "Most pairs are clearly different bugs or different code paths. The only soft edge that looks like the same underlying issue is the two Qwen2.5-VLProcessor batched-input crashes with `padding=False`.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44545 is the clearest canonical issue because its title matches the paired report closely and states the batched-input `padding=False` crash directly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 best represents the actionable duplicate because it states the concrete failing method and reproduction condition, while the other items are largely unrelated regressions.", + "best_issue_reason": "issue:44545 is the best global issue representative for this pair since it most precisely names the same Qwen2.5_VLProcessor batched-input crash seen in the duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Both are tokenizer-related, but one is about runtime post-processor updates and the other is about missing custom token IDs after save/load; different bugs." - }, - { - "left": "issue:43746", - "right": "issue:43873", - "accept": false, - "reason": "Local checkpoint loading with PEFT adapters and quantization/offloading behavior are distinct failure modes." - }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both involve offline mode, but one is generic cache loading and the other is a specific Mistral regex/model_info path; not enough to call them the same bug." + "reason": "Both are about offline tokenization, but the specific failures differ: cache loading vs an unconditional `model_info()` call in `_patch_mistral_regex`." }, { - "left": "issue:43531", - "right": "issue:45923", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and missing gradient-checkpointing metadata in Nemotron are unrelated." + "reason": "Unrelated models and symptoms: BEiT label reduction vs glm-4v loading failure." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation processing and a GenerationMixin import error are unrelated." + "reason": "Image segmentation-map processing and a `GenerationMixin` import error are unrelated." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both mention special tokens, but one is about backend post-processing updates and the other is a BigBirdTokenizer decode issue." + "reason": "Both mention token/special-token behavior, but the concrete failures and code paths are different." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is a documentation example mismatch and the other is an implementation discrepancy versus JAX." + "reason": "SigLIP2 documentation/example errors do not match a SigLIP2 implementation discrepancy against JAX." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; titles differ only in formatting." + "reason": "The titles describe the same Qwen2.5-VLProcessor batched-input crash with `padding=False`, so these look like duplicate reports of the same bug." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 masked-LM/pipeline behavior and CamemBERT masked-LM predictions are different models and bugs." + "reason": "Different models and different failure types: SigLIP2 nonsensical outputs vs CamemBERT masked-LM regression." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "A silent use_cache correctness bug in Mamba2Mixer is unrelated to T5 decoder-input validation error messaging." + "reason": "Mamba2Mixer cache correctness and T5 decoder-input validation are unrelated." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Compiled chunked generation inconsistency and fp16 ONNX attention dtype mismatch are different code paths and symptoms." + "reason": "Chunked generation with compiled forward and ONNX fp16 dtype mismatch are different code paths." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are distinct issues." + "reason": "Different Qwen VL models and different bugs: `weight_only=True` load failure vs wrong video `vision_position_ids`." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex, but one is a crash in the tokenizer patch and the other is a codec/regression report; not clearly the same bug." + "reason": "Both mention `fix_mistral_regex`, but one is an AttributeError crash and the other is a tokenizer regression with codec/warning issues." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "CUDA AMP loss behavior in RT-DETR and ONNX export dtype mismatch in Canine are unrelated." + "reason": "Separate dtype/fp16 problems in different models and execution paths." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime special-token/post-processor behavior and LayoutLMv2Tokenizer NER/padding crashes are different failures." + "reason": "Runtime special-token/post-processor behavior is not the same as LayoutLMv2Tokenizer crashing on NER padding/truncation." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer regression and a hub API revision-forwarding bug are unrelated." + "reason": "Tokenizer regression vs `list_repo_files` missing `revision` forwarding are unrelated." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/model mismatch and offloading with quantization are unrelated." + "reason": "SigLIP2 documentation/model issues do not match the quantization offloading regression." }, { "left": "issue:45507", "right": "issue:46858", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and cache seq-length tensor arithmetic in prefill are different bugs." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to static-cache sequence-length arithmetic." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "SigLIP2 documentation/implementation issues do not match an ONNX attention dtype mismatch." + "reason": "Different models and failures; no shared code-path evidence." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading in BitNet and DAC latent reconstruction mismatch are unrelated." + "reason": "Packed-weight loading and DAC STE mismatch are distinct implementation bugs." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression with images is unrelated to Kosmos2.5 OCR index errors." + "reason": "Processor/tokenizer regression and long OCR index error are not the same concrete issue." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA behavior in Bamba and custom token IDs in DiaConfig are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing token IDs on save/load." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated." + "reason": "Bamba compile/SDPA bug and MLukeTokenizer attribute error are unrelated." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Bamba compile/SDPA failure and MLukeTokenizer attribute error are different issues." + "reason": "BigBird special-token decode bug and BitNet packed-weight loading bug are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel indexing and fbank feature extraction are unrelated." + "reason": "Deepspeed/BertModel zero3 init crash and `_torch_extract_fbank_features()` issue are different failures." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword collision and inability to load a specific tokenizer are different bugs." + "reason": "AddedToken constructor conflict does not match the separate `cjvt/sleng-bert` loading problem." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and AutoConfig trust_remote_code missing fields are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and missing fields in `AutoConfig` with `trust_remote_code` are unrelated." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:44625", + "right": "issue:47050", "accept": false, - "reason": "VideoPrism output field mixup and RT-DETR feature-level mismatch are unrelated." + "reason": "Qwen3.5 label propagation and Canine ONNX fp16 dtype mismatch are unrelated." }, { - "left": "issue:44625", - "right": "issue:47050", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Config propagation in Qwen3.5 and fp16 ONNX attention dtype mismatch are unrelated." + "reason": "Different vision-model bugs: output field misassignment vs feature-level mismatch TypeError." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Qwen3OmniMoe video input error and Qwen3.5-9B chat-template video-token mismatch are different bugs." + "reason": "Both involve video inputs, but the models and concrete failures differ." }, { "left": "issue:45381", @@ -5937,11 +5926,11 @@ ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted pair, issue:44514 and issue:44545, is clearly a duplicate based on the identical title and later creation date. The other soft-edge rejections do not overstate evidence and appropriately avoid merging distinct failure modes." + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the justification for issue:44545 overstates what is supported by the packet. The packet only shows matching titles/metadata; it does not establish that the report is \"reproducible\" or that one issue is definitively the better canonical target for that reason. Please keep the wording grounded strictly in the visible evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6038,202 +6027,202 @@ "issue:43644|issue:43749", "issue:43322|issue:45685" ], - "prepared_review_unit_hash": "94dbffa17b6cb30a01456ae7b80e2dc11748ace07458586cf9a7711d971c5583", + "prepared_review_unit_hash": "ec9e813437dbff3da3a1f13efa23fdfa01018be397818515bb5a1f1265804420", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36265, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "serialized_chars": 36264, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items share broad Transformers themes but not the same concrete bug or change. I rejected every soft pair because the titles point to different code paths, models, or failure modes. If a single representative issue is needed, #45020 is the broadest loading/remote_code regression.", - "confidence": 0.9, - "canonical_issue_reason": "#45020 is the broadest, most general issue in the set (recent transformers versions breaking remote_code models), so it is the best weak canonical representative among otherwise unrelated issues.", + "summary": "This cluster is mostly a loose bundle of unrelated Transformers regressions across tokenizers, configs, multimodal models, and runtime backends. None of the proposed soft pairs look like true duplicates, so I would not merge any of them.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #45020 is the broadest representative here: it captures the general v5/remote_code loading breakage theme that overlaps with several nearby tokenizer/config issues.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best global issue candidate because it is broad, clearly described, and closest to a recurring cross-model regression theme; the rest are mostly narrower or unrelated failures.", + "best_issue_reason": "#45020 is the best single issue to keep as the cluster anchor because it is the most general user-facing regression and easiest to route from related loading failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both involve model loading, but they describe different failures: base_model_prefix handling vs inconsistent from_pretrained behavior inside Python classes." + "reason": "Both involve model loading behavior, but one is a v5 base_model_prefix regression and the other is inconsistent from_pretrained use inside Python classes; different bugs." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping on CUDA vs tokenizer loading for a specific RoBERTa model." + "reason": "Qwen3 auto device mapping on A800 is a CUDA/runtime failure; EMBEDDIA/est-roberta is a tokenizer load regression. Different code paths." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "Different bugs in different subsystems: cache sequence length contract vs VideoPrism output field misassignment." + "reason": "StaticCache seq_length return-type issues are unrelated to VideoPrism's wrong hidden_states field wiring." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction error vs tokenizer mapping-name failure; no shared concrete code path." + "reason": "Audio feature extraction failure and tokenizer/model registration failure are unrelated subsystems." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor segmentation map handling and CustomTrainer loss-signature compatibility are unrelated." + "reason": "ImageProcessor void segmentation handling is unrelated to CustomTrainer.compute_loss keyword compatibility." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC STE mismatch are distinct bugs in different components." + "reason": "Tokenizer special-token registration and DAC forward/from_latents mismatch are different model components and failure modes." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer padding/NER crash and Perceiver image-size interpolation failure are unrelated model-specific issues." + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to Perceiver image classification interpolation behavior." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer load failures, but the affected model classes and root causes differ." + "reason": "Pegasus v4/v5 output drift is a model-generation regression; XLMRobertaTokenizer's Unigram vocab type error is a tokenizer construction bug." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and RoPE-layer dropping in Smollm3 are unrelated model-configuration bugs." + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count bug are distinct architecture/config issues." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile with SDPA on Bamba and DAC latent reconstruction mismatch are separate code paths and failures." + "reason": "Bamba torch.compile SDPA failure and DAC from_latents/STE mismatch are unrelated model-specific bugs." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and output fields; not the same bug." + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are different output-path regressions." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both concern config loading, but one is missing fields with trust_remote_code and the other is strict granite_speech config rejection." + "reason": "Both are config-loading related, but one is trust_remote_code missing fields and the other is strict config blocking granite_speech; not the same bug." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "Shared cache/shape language is superficial; Gemma4 quantized embedder dtype casting is unrelated to get_seq_length return type." + "reason": "StaticCache seq_length shape/device issues are unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Bark voice_preset and GenerationMixin import failure are different API breakages." + "reason": "BarkProcessor voice_preset and GenerationMixin import failures are unrelated issues." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors have no overlapping code path." + "reason": "AutoImageProcessor URL loading and template compilation errors have no common code path." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function area, but different concrete failures: offline model_info call vs missing backend_tokenizer attribute." + "reason": "Both touch mistral regex patching, but one breaks offline model_info calls and the other crashes on backend_tokenizer access; different concrete failures." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable collision and static-cache sequence-length tensor type are unrelated bugs." + "reason": "Gemma3n's variable collision in forward() is unrelated to StaticCache seq_length returning a device tensor." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc example problems and Kosmos2.5 OCR long-input index error are unrelated." + "reason": "SigLIP2 doc-example issues and Kosmos2.5 long-OCR index errors are different models and failure modes." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash and FastSpeech2Conformer tokenizer loading failure are distinct." + "reason": "LayoutLMv2 tokenizer crashes and FastSpeech2ConformerTokenizer loading failures are both tokenizer-related but not the same bug." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different regression reports on different models; same version range alone is not enough to merge them." + "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are separate model behavior regressions." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Gemma3n audio-mask name collision are unrelated." + "reason": "Qwen3OmniMoe video input processing and Gemma3n audio mask collision are unrelated multimodal issues." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are separate input-edge-case bugs." + "reason": "Whisper empty transcription after special-token alignment and Kosmos2.5 OCR index errors do not share the same root cause." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-load regressions, but they hit different tokenizers and likely different loader assumptions." + "reason": "Both involve tokenizer loading, but the failing models and concrete causes differ: est-roberta load regression vs XLMRoberta Unigram vocab type mismatch." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR logic and single-label zero-loss classification are different model-training issues." + "reason": "Input validation error messaging and degenerate zero-loss classification are different sequence-classification bugs." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading for a specific model and kernels package-version requirements for pipelines are unrelated." + "reason": "Tokenizer loading failure for one model and kernels dependency/version import failure in pipelines are unrelated." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code breakage, but one is specifically the removed is_torch_fx_available path while the other is a broader recent-version regression." + "reason": "Both mention remote_code / v5 breakage, but one is specifically is_torch_fx_available removal while the other is a broader set of remote_code regressions." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are unrelated v5 regressions." + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different v5 regressions in different subsystems." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram-on-int error are different backend/model bugs." + "reason": "Llava Next segmentation faults and MPS histogram support errors are unrelated backend/model failures." } ] }, @@ -6276,6 +6265,7 @@ "issue:43749", "issue:43782", "issue:43818", + "issue:43819", "issue:43825", "issue:43827", "issue:43931", @@ -6296,14 +6286,12 @@ "issue:45701", "issue:45834", "issue:46032", - "issue:46175", "issue:46285", "issue:46294", "issue:46463", "issue:46512", "issue:46665", "issue:46846", - "issue:46932", "issue:47217" ], "soft_pairs": [ @@ -6316,8 +6304,8 @@ "issue:44805|issue:44936", "issue:43825|issue:43994", "issue:46294|issue:46463", - "issue:43388|issue:46032", "issue:43582|issue:46512", + "issue:43388|issue:46032", "issue:43931|issue:46846", "issue:28218|issue:29159", "issue:43716|issue:44008", @@ -6333,204 +6321,207 @@ "issue:43577|issue:43582", "issue:45003|issue:46285", "issue:43262|issue:47217", - "issue:46175|issue:46932" + "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "93132a180a0abb4a4ad0084bd07072c41f8f663c325cc9e2ed6e4686acfdee05", + "prepared_review_unit_hash": "70b3312c0431b037a5923efc03df80b8918f5f666c43f321fbb4ed806f24f5e0", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36288, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "serialized_chars": 35638, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of unrelated issues; none of the soft-similarity pairs describe the same underlying bug or fix, so all soft edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs across tokenization, multimodal processors, training, loading, and dtype handling.", + "summary": "This cluster is still mostly heterogeneous. Tokenizer-related issues recur, but the 28218/29159 pair is only topical similarity, not enough to treat as the same concrete bug. No soft edge should be accepted here.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenizer-behavior theme and best fits the cluster\u2019s only repeated subsystem, even though most items are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global representative; issue 45072 is the most connected node, but it is still not a duplicate hub for the rest of the set.", + "best_issue_reason": "issue:45701 is the best issue representative because it captures the general tokenizer regression theme without overfitting to any one narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different failures: CPU offload device mismatch vs bfloat16 dtype mismatch in a separate model path." + "reason": "Both are runtime mismatch bugs, but one is CPU-offload device placement and the other is a bfloat16 dtype issue; different failures and fixes." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor update bug vs Whisper batch_decode option handling; different code paths and symptoms." + "reason": "Both involve tokenizers, but one is about post-processor updates after special-token changes and the other is about batch_decode skipping special tokens; not the same bug." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype initialization issue vs Video-LLaVA missing temporal attention; unrelated defects." + "reason": "Different multimodal model failures with unrelated symptoms and code paths." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Separate multimodal regressions affecting different models and inputs; no shared underlying bug." + "reason": "Both are vision-language input bugs, but they affect different models and concrete failure modes." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to generic inference dtype mismatch." + "reason": "One is a torch.compile/SDPA failure in Bamba; the other is a dtype mismatch in inference loading. Too different to merge." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight-only loading error vs flash-attention generation bug; not the same change or fix." + "reason": "Both mention Qwen, but one is a load-time weight_only error and the other is a flash-attention generation regression." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError during tensor indexing vs trainer evaluate-after-train failure; distinct problems." + "reason": "Mask-shape indexing error versus trainer evaluate-after-train failure; no clear shared code path." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Bad pipeline v5 error messaging vs SigLIP2 bad outputs; related to pipeline usage, but not the same defect." + "reason": "One is an error-message mismatch about pipeline removal; the other is a model output quality issue." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Video chat-template token/feature mismatch vs T5 decoder-input validation message; unrelated model families." - }, - { - "left": "issue:43388", - "right": "issue:46032", - "accept": false, - "reason": "gather_for_metrics last-batch label handling vs Mamba2 use_cache correctness; different subsystems." + "reason": "Different validation failures in different areas: video chat-template mismatch versus T5 decoder-input error messaging." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs stale config.dtype after from_config; unrelated initialization bugs." + "reason": "Apple Silicon allocator TypeError and stale config dtype after from_config are unrelated initialization/runtime issues." }, { - "left": "issue:43931", + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering dropping tuple labels is unrelated to a use_cache correctness bug in Mamba2Mixer." + }, + { + "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight shape mismatch vs missing TP plan entries; both Qwen-related but different concrete failures." + "reason": "Both are Qwen3-VL-related, but one is a weight-shape load failure and the other is a TP-plan omission causing OOM/shape errors." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Specific added-token spacing bug vs broad slow/fast tokenizer inconsistency; too general to merge." + "reason": "They are both tokenizer-related, but the evidence only shows topical similarity; it does not establish the same underlying bug." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image preprocessor/model dtype mismatch vs Gemma3n variable-name collision in forward; different code paths." + "reason": "Different multimodal dtype/attribute issues in different models with no shared concrete defect." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different video-input regressions in different Qwen models with different failure modes." + "reason": "Both are video-input regressions in Qwen-family models, but the reported failures differ and there is no evidence they are the same bug." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output resolution mismatch vs dtype mismatch; unrelated bugs." + "reason": "Processor image-size mismatch versus dtype mismatch; unrelated despite both affecting model execution." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP RAM-efficient loading breakage vs unexpected _is_hf_initialized arg in init_empty_weights; separate loading issues." + "reason": "Loading-path failures with different causes: FSDP CPU RAM efficient loading versus init_empty_weights with an unexpected argument." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weights unpacking bug during accelerate loading vs inference dtype mismatch; not the same path." + "reason": "Packed-weight unpacking in accelerate loading is unrelated to the dtype mismatch in 45072." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization regression vs from_pretrained inside classes inconsistency; distinct behaviors." + "reason": "Both concern model initialization contexts, but the concrete breakages are different." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset bug vs CustomTrainer.compute_loss signature change; unrelated." + "reason": "Completely unrelated domains: BarkProcessor voice presets versus CustomTrainer loss-signature handling." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect warning/error message, the other is docs still referencing removed pipeline APIs; related topic but not same bug." + "reason": "One is a runtime error message issue; the other is stale documentation after pipeline removal." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT MLM regression is model-specific; generic tokenization change is too broad to be the same issue." + "reason": "Both are version-related behavior changes, but one is masked LM predictions in CamemBERT and the other is generic tokenization behavior; too broad to merge." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package/backend install issue vs Mistral regex patch crash; no shared underlying defect." + "reason": "Packaging/backend dependency issue versus tokenizer regex patch crashing on a missing attribute; different layers and fixes." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype bug and Apple Silicon allocator TypeError are unrelated." + "reason": "BLIP2 dtype loading and Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils vs CLIP text model structure inconsistency; different bugs." + "reason": "A sys.modules access safety issue is not the same as the CLIP model structure inconsistency." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio sampling-rate default bug vs VL image-placeholder handling failure; different modalities and code paths." + "reason": "Audio chat-template sampling-rate defaulting and image-placeholder handling in VL models are different input-template bugs." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Massive one-hot position embedding memory issue vs quantized embedder dtype casting fix; unrelated changes." + "reason": "Audio processor sampling-rate defaulting and DAC latent/forward mismatch are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is mostly grounded and appropriately conservative, but one soft-edge verdict is too strong. `issue:28218` and `issue:29159` are both tokenizer-related, yet the packet only shows topical similarity (\u201cadditional space after the added token\u201d vs. \u201cinconsistent behavior in slow tokenizer and fast tokenizer\u201d) and does not establish they are the same concrete bug. Marking that pair `accept: true` overstates the evidence. The rest of the verdicts look conservative enough." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6553,7 +6544,6 @@ "issue:42175", "issue:42490", "issue:43257", - "issue:43262", "issue:43329", "issue:43452", "issue:43526", @@ -6590,17 +6580,19 @@ "issue:45406", "issue:45538", "issue:45600", + "issue:46175", "issue:46209", "issue:46291", "issue:46326", "issue:46697", - "issue:46728" + "issue:46728", + "issue:46932" ], "soft_pairs": [ - "issue:43262|issue:43819", + "issue:46175|issue:46932", "issue:43653|issue:44912", - "issue:46697|issue:46728", "issue:43782|issue:45325", + "issue:46697|issue:46728", "issue:44589|issue:45042", "issue:43742|issue:45020", "issue:43582|issue:44857", @@ -6619,202 +6611,196 @@ "issue:45081|issue:45406", "issue:44060|issue:44368", "issue:43329|issue:45600", + "issue:43746|issue:44811", + "issue:42490|issue:43257", "issue:45084|issue:45538", "issue:43526|issue:44554", - "issue:42490|issue:43257", - "issue:43746|issue:44811", "issue:43854|issue:44977" ], - "prepared_review_unit_hash": "d34c5d3ba4e78a30cf1273e80c6f6a0e860529b392b8b50881edefbad7ea2a78", + "prepared_review_unit_hash": "947b4b8cd1b997229b12eb63d4d311df15d2d80a11943cfa5d43c9f142dd81c7", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35635, - "estimated_input_tokens": 8909, - "estimated_eval_tokens": 18074 + "serialized_chars": 36232, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "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 tokenization, loading, multimodal processors, training, and hardware-specific failures. None of the soft-edge pairs look like the same underlying bug/change, so all are rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45020 is the broadest, most general regression report in the set, but the cluster is too mixed for a true duplicate canonical.", + "summary": "This cluster is heterogeneous: the soft pairs are mostly unrelated bugs across different models, loaders, tokenizers, and training paths. No soft edge looks like the same underlying defect, so there is no safe canonical duplicate here.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are text-similar but describe distinct failures in different subsystems, so merging them would be incorrect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative only because it covers a wide, cross-cutting loading regression pattern; it is not an exact umbrella for the rest.", + "best_issue_reason": "No issue is a reliable global representative because the cluster is not actually one bug family; any pick would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "Different subsystems and failure modes: audio chat-template sampling-rate default vs DAC latent reconstruction/STE mismatch." + "reason": "Gemma4 quantization dtype-casting vs a huge one-hot position embedding optimization; different code paths and symptoms." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug vs quantization fallback issue; no shared code-path." + "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization fallback are unrelated loader/tokenizer vs quantization issues." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Both involve image sizing, but one is Swin2SR over-padding and the other is Aria patch counting; distinct bugs." + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen2.5-VL rope index scaling for still images." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "Different models and mechanics: Qwen3VL weight_only load error vs Qwen2.5-VL rope index scaling." + "reason": "Over-padding in Swin2SR and incorrect image-patch counting in Aria affect different preprocessing logic." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Unrelated failures: missing Float8 storage type vs PIL backend dependency handling." + "reason": "Missing Float8 storage and an unnecessary torchvision dependency are separate backend/runtime problems." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both are loading-related, but one is a specific model key error and the other is a broader remote_code regression." + "reason": "MobileLLM key error while loading one model is not the same as remote_code breakage across recent versions." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are separate platform-specific issues." + "reason": "Apple Silicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are different failures in different environments." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both mention mistral_common, but one is an import incompatibility and the other is tokenizer continue_final_message behavior." + "reason": "Both involve mistral_common, but one is an import error and the other is a continue_final_message behavior bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile SDPA failure on Bamba vs MXFP4 quantization fallback on git-oss-20b are unrelated." + "reason": "torch.compile SDPA failure for Bamba is unrelated to MXFP4 quantization falling back to bf16." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Import path break for GenerationMixin is not the same as Jupyter custom-model initialization regression." + "reason": "GenerationMixin import breakage and Jupyter custom-model initialization are separate API regressions." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and custom trainer compute_loss signature change are unrelated." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated errors." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different areas: Qwen3 MOE weight conversion with deepspeed vs multimodal token counting video-branch bug." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to undefined video-branch multimodal token variables." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and PIL image-processor torchvision dependency are different subsystems." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output mismatch are different model/processor issues." + "reason": "Beit reduce_labels truncation and RTDetr output drift in v5 are different model-processing bugs." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both affect loading, but one is gguf_file handling and the other is tokenizer loading for a specific checkpoint." + "reason": "gguf_file loading breakage and tokenizer loading failure for EMBEDDIA/est-roberta are different from_pretrained paths." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an older issue and an FP8 inference failure on B200 do not match." + "reason": "An isolated reproduction of one prior issue is not the same as FP8 inference failing on B200 hardware." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/non-pretrained Bert index error and post-train evaluate failure are distinct trainer/runtime bugs." + "reason": "Zero3 training on a non-pretrained Bert model and evaluate-after-train failure are distinct trainer/runtime bugs." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backend dependency issue vs kernels version/revision requirement on pipelines import are not the same bug." + "reason": "Missing tensorflow in a torch-only install and kernels v0.15 import requirements are unrelated packaging failures." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent forward mismatch and DiaConfig token-ID persistence are unrelated." + "reason": "DAC latent conversion mismatch and DiaConfig custom token IDs being lost are different model/config issues." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are tokenizer/processor loading problems, but they hit different models and different failure points." + "reason": "Mistral regex patching backend_tokenizer error and Gemma4Processor missing _tokenizer are separate attribute-access bugs." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but the described Qwen variants and root causes differ; not enough to merge." + "reason": "These are both tied-weight warnings, but they concern different models and different warning mechanics." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting bug vs stale auto_mappings config reference are separate issues." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max_length constant are unrelated." + "reason": "Video multimodal token counting and stale auto_mappings references are unrelated breakages." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Image label reduction and MPS attention correctness are unrelated code paths." + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local path slash warning and Qwen3 MOE conversion with deepspeed are unrelated." + "reason": "Trailing-slash local-model import warning and Qwen3 MoE conversion failure do not share a code path." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "PEFT local checkpoint loading and Whisper batch_decode special-token handling are unrelated." + "reason": "Template compilation error and CLIPTokenizer max_length bug are completely different issues." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different Qwen/GLM model failures with different symptoms; not the same underlying bug." + "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 flash-attention generation issues." } ] }, @@ -6910,214 +6896,217 @@ "issue:43525|issue:46291", "issue:28282|issue:29870", "issue:44987|issue:45538", - "issue:43749|issue:44756", "issue:28282|issue:34689", + "issue:43749|issue:44756", "issue:43425|issue:46291", "issue:43540|issue:46701", "issue:45859|issue:47254" ], - "prepared_review_unit_hash": "d829543d79a8f2f6e9c05df9fecbab9bfeb77c4652b56b1b3c5643973834c831", + "prepared_review_unit_hash": "b2f17b5662fe1c273f358c96cb09b5170ac7db1e2b3e51095f3bfe753a861136", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35542, - "estimated_input_tokens": 8886, - "estimated_eval_tokens": 18028 + "serialized_chars": 35547, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated loading, tokenizer, training-state, multimodal/video, and quantization issues. The apparent overlaps are mostly broad subsystem similarity rather than the same concrete bug or code change.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 44479 is the broadest concrete regression among the few related multimodal/video reports, so it is the best representative if one issue must anchor the cluster.", + "summary": "The cluster is mostly heterogeneous. `issue:44479` is the best representative for the Qwen/VL video-input regression because it is broader, more explicit about the affected models, and more actionable. The similar-looking `issue:43329` pair is better treated as related-but-not-duplicate on the available evidence. No pull requests are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44479 is the broadest and clearest user-facing report of the video-input regression, explicitly naming multiple affected Qwen/VL models and the v5.3.0 scope.", "canonical_pr_reason": null, - "best_issue_reason": "It is the closest thing to a code-path-level umbrella report in this set, but the cluster is still too diverse to treat as a true duplicate group.", + "best_issue_reason": "issue:44479 is the strongest issue candidate because it most completely describes the regression, impact surface, and affected model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model-loading shape issues, but they hit different APIs and different failure modes: missing fields from AutoConfig vs not unwrapping text_config in AutoModelForCausalLM." + "reason": "Both involve config/model loading, but they target different code paths: missing fields from `trust_remote_code` config loading vs. `from_config` not unwrapping `text_config`." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both mention processor/model mismatch, but one is a numerical output anomaly and the other is an image-size preprocessing bug in a different model." + "reason": "Different models and failures: zero probabilities in SigLIP2 versus an image-size mismatch in OmDet-Turbo." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "Unrelated model-specific failures: CPU offload incompatibility in Qwen3_5Moe vs fp16 ONNX attention dtype mismatch in CanineModel." + "reason": "Qwen3_5Moe CPU-offload incompatibility and Canine fp16 ONNX dtype mismatch are unrelated bugs." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Both are processor bugs, but they concern different behaviors and code paths: chat-template sampling rate vs batch_decode special-token handling." + "reason": "Audio chat-template sampling-rate defaulting and Whisper `batch_decode` skipping special tokens are separate bugs." }, { "left": "issue:45200", "right": "issue:47254", "accept": false, - "reason": "Different classes of problems: Gemma fine-tuning defaults vs a PEFT/DeepSpeed checkpointing failure." + "reason": "Gemma 4 token-id defaults and PEFT/DeepSpeed checkpointing failures do not share the same underlying cause." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Both touch quantization/examples, but one is a docs/model-processor mismatch and the other is a specific MXFP4 loading fallback bug." + "reason": "SigLIP2 documentation example errors are not the same bug as MXFP4 quantization fallback in git-oss-20b." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both are video/multimodal related, but 43329 is an undefined-helper bug in token counting while 44479 is a broader video-input regression across Qwen variants." + "reason": "The titles overlap on video/VLM handling, but one is a specific helper-variable bug in `_get_num_multimodal_tokens` while the other is a broader v5.3.0 regression; the packet does not firmly prove a single underlying bug." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Different failures entirely: Qwen3 MoE weight conversion/loading vs a GPT-oss-20b CUDA OOM." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and GPT-oss OOM are unrelated failure modes." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-family loading problems, but one is accelerated MoE weight conversion and the other is a Qwen3-VL shape mismatch; not the same bug." + "reason": "One is a Qwen3 MoE conversion issue; the other is a Qwen3-VL shape-mismatch loading error." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video processing, but one is a missing-variable bug in multimodal token counting and the other is a batched video shape issue." + "reason": "Both mention video, but `_get_num_multimodal_tokens` has an undefined-variable bug while this one is a batched video-processor shape issue." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different root causes: FineGrainedFP8Config failure in Qwen3Moe vs a key error while loading MobileLLM-125M." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and MobileLLM-125M key loading error are unrelated." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "TypeError in init_empty_weights and an unnecessary torchvision dependency are unrelated code paths." + "reason": "`init_empty_weights` argument mismatch and PIL backend requiring torchvision are different integration problems." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated training/eval issues." + "reason": "Trainer token-count tracking and high perplexity on GPT-oss concern different subsystems and symptoms." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both concern quantized checkpoint loading, but MXFP4 fallback to bf16 and FP8 weight_scale omission are distinct formats and bugs." + "reason": "Both are quantization-related, but MXFP4 fallback and FP8 compressed-tensors missing `weight_scale` are distinct bugs." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 config failure vs AutoImageProcessor URL loading." + "reason": "Qwen3Moe fine-grained FP8 loading and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer consistency and trainer token accounting are separate subsystems and failure modes." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting do not share the same root cause." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both can manifest as OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific video OOM report." + "reason": "Both involve memory pressure, but int4 reserved-memory growth and Sam3Video OOM are different causes." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both are error-handling complaints, but they affect different tokenizer/feature code paths and are not the same defect." + "reason": "Protobuf decode-error handling and a bare `except` in Fuyu tensor conversion are separate error-handling bugs." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is about spurious recompilation from lazy init and the other is about max_cache_length only applying to quantized cache." + "reason": "Lazy cache initialization recompilation and `max_cache_length` behavior are different cache issues." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "One is a nonsensical placeholder issue, the other is a reproducible bug report tied to issue 38071." + "reason": "`43906` is a reproduction of a prior bug, while `43650` does not clearly describe the same technical failure." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Different layers entirely: a missing pad_token_id on Llama4Config vs a kernels import/version requirement." + "reason": "Missing `pad_token_id` on `Llama4Config` and kernels import version requirements are unrelated." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "Missing PyTorch during AutoModel import and Bart decoder_attention_mask UnboundLocalError are unrelated bugs." + "reason": "PyTorch missing import and Bart generate `decoder_attention_mask` initialization are completely different issues." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "A model-loading regression for physical-intelligence/fast is not the same as CLIPTokenizer's max_length bug." + "reason": "A model-loading failure for `physical-intelligence/fast` is unrelated to CLIPTokenizer's huge `model_max_length`." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Both involve memory, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are distinct root causes." + "reason": "Missing PyTorch dependency and Llama 3.2 Vision loading breakage are not the same bug." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both are loading failures, but one is missing PyTorch in the environment and the other is a specific Transformers version regression for a Llama vision model." + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are both memory-related but have different root causes and fixes." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels import constraints are separate dependency issues." + "reason": "Torch 2.10 incompatibility and kernels package import requirements are separate dependency issues." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Both involve multimodal/video-ish pipelines, but they target different models and different failure modes." + "reason": "Qwen3OmniMoe video processing and DiffusionGemma pipeline failure are different multimodal bugs." }, { "left": "issue:45859", "right": "issue:47254", "accept": false, - "reason": "CPU-offload incompatibility in a Qwen embedding layer is not the same as a PEFT/DeepSpeed checkpointing error." + "reason": "CPU-offload rotary embedding incompatibility and PEFT/DeepSpeed checkpoint errors are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but the one accepted soft-edge pair is a bit too assertive given only title-level evidence. `issue:43329` is a specific helper-variable bug in `_get_num_multimodal_tokens`, while `issue:44479` is a broader v5.3.0 video-input regression across several Qwen/VL models; they may be related, but the packet does not firmly establish they are the same bug or mergeable into one fix. I would keep that pair conservative as 'possibly related' rather than accepted. No PRs are present, which is correctly noted." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7163,10 +7152,10 @@ "issue:44554", "issue:44560", "issue:44568", + "issue:44821", "issue:44849", "issue:44857", "issue:44936", - "issue:44987", "issue:44991", "issue:45081", "issue:45127", @@ -7176,7 +7165,7 @@ "issue:45405", "issue:45538", "issue:45701", - "issue:45907", + "issue:46512", "issue:46693", "issue:46821", "issue:46832", @@ -7187,222 +7176,229 @@ "soft_pairs": [ "issue:44568|issue:45356", "issue:33357|issue:34567", - "issue:39379|issue:44554", "issue:42175|issue:43824", + "issue:39379|issue:44554", "issue:43454|issue:43577", "issue:45137|issue:45405", "issue:43697|issue:45357", - "issue:43404|issue:45127", "issue:45081|issue:47020", + "issue:43404|issue:45127", "issue:28282|issue:29127", "issue:44857|issue:46832", "issue:44936|issue:46821", "issue:43742|issue:44291", - "issue:42915|issue:45538", "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:43582|issue:47254", "issue:44062|issue:44991", "issue:45538|issue:46869", - "issue:43582|issue:47254", - "issue:27957|issue:28282", "issue:24643|issue:29159", + "issue:27957|issue:28282", "issue:42915|issue:43749", "issue:43452|issue:43582", - "issue:44849|issue:45701", "issue:41720|issue:43540", + "issue:44849|issue:45701", "issue:42175|issue:44488", - "issue:44987|issue:45907", - "issue:43540|issue:44560" + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:43577|issue:46512" ], - "prepared_review_unit_hash": "3c2922c62b379798d1f50225e0c0406ce89851acdb5a56c55fc5acda3c400c6d", + "prepared_review_unit_hash": "f5ff2bb9be44cc59a3cb82e161df523b94145a3bc48043e6aed84edeebf9a277", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35837, - "estimated_input_tokens": 8960, - "estimated_eval_tokens": 18176 + "soft_pair_count": 28, + "serialized_chars": 36125, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: mostly unrelated tokenizer, model-loading, training, and backend regressions. None of the soft pairs look like the same underlying bug/change, so all proposed duplicate links should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span unrelated bug classes and code paths.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change; the closest ones share a subsystem name, but their concrete failure modes, models, and code paths differ.", + "confidence": 0.66, + "canonical_issue_reason": "If a representative issue must be chosen, issue 45701 is the broadest tokenizer-regression report and has the most cross-references, but the cluster is too heterogeneous to have a truly strong canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue 45701 is the broadest tokenizer-regression report and overlaps the most with the tokenizer-related subset, but it still does not cover the whole cluster.", + "best_issue_reason": "Issue 45701 is the best single anchor because it is broad, regression-oriented, and sits closest to the tokenizer-related complaints that recur in the set, even though it is not a true umbrella for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and code paths: BOS/EOS insertion vs codec handling/warning behavior." + "reason": "Different tokenizer regressions: one is missing BOS/EOS with add_special_tokens, the other is a Kimi-K2.5 codec/regression warning issue." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token-count updating are unrelated failures." + "reason": "Unrelated bugs: a MacOS CLIP bus error versus a TrainerState token-count tracking issue." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Different bugs in different subsystems: mllama masking vs MPS attention correctness." + "reason": "Packaging/backend omission is unrelated to a specific model import failure." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "One is packaging/backend extras, the other is a missing model import; not the same issue." + "reason": "Different correctness bugs in different attention/mask paths and different model families." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype propagation are distinct model-specific bugs." + "reason": "One is lm_head tying in Mistral3; the other is dtype propagation in Blip2 loading." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque error and an unreleased PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque failure and PEFT version pinning are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key regression are different code paths." + "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key mapping are distinct problems." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "Both mention tied embeddings, but one is an init-time tie bug and the other is a LoRA merge/extended-vocab collapse; not mergeable as one fix." + "reason": "Both are tokenizer-related, but they hit different classes and different internal failures." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Different tokenizer internals and failures: Mistral regex patching vs XLMRoberta Unigram initialization." + "reason": "Both concern embedding/lm_head tying, but one is a missing tie in Mistral3 and the other is LoRA merge collapse with extended vocab." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import and a layoutlmv3 error-message clarity issue are unrelated." + "reason": "An environment import error is unrelated to a LayoutLMv3 error-message clarity issue." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both are RT-DETR related, but one is an AMP loss crash and the other is a feature-level shape mismatch in forward." + "reason": "Different RT-DETR bugs: AMP loss crash versus feature-level mismatch in forward." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError are unrelated." + "reason": "Trainer evaluate-after-train behavior is unrelated to a TimesFM window_size attribute error." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "A model-specific loading key error is not the same as the _is_hf_initialized compatibility bug." + "reason": "A MobileLLM loading key error and an init_empty_weights argument mismatch are different load-time failures." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are not the same issue." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8Config failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer max-length behavior." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:43582", + "right": "issue:47254", "accept": false, - "reason": "Video-input regression and FA2 long-context performance regression are different bugs." + "reason": "Apple Silicon allocator warmup TypeError and PEFT/DeepSpeed checkpointing error are unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken duplicate-special-arg error and est-roberta tokenizer loading failure are different issues." + "reason": "They both involve tokenizers, but the titles point to different bugs and no concrete shared code-path is evident." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Tokenizer max-length constant and YOLO multi-GPU device-map failure do not share a concrete code path." + "reason": "CLIPTokenizer max_length and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:43582", - "right": "issue:47254", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Apple Silicon allocator TypeError and PEFT+DeepSpeed checkpointing failure are unrelated." + "reason": "DeepSpeed weight-shape error and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 on XLM-R and missing PyTorch import are unrelated." - }, - { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "DeepSpeed weight-shape runtime error and tokenizer slow/fast inconsistency are not the same bug." + "reason": "Flash Attention 2 with XLMRoberta is unrelated to missing PyTorch import handling." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 config failure and FSDP CPU RAM efficient loading are different training/back-end issues." + "reason": "Qwen3Moe FP8 configuration and FSDP CPU RAM efficient loading are different training/loading paths." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading failure and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "gguf_file loading failures and Apple Silicon allocator warmup TypeError are unrelated." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Qwen3.5 hidden-states bug and version-dependent tokenization changes are different regressions." + "reason": "Both are Qwen3-family issues, but one is device-map CUDA assert and the other is video-input validation." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are unrelated model/runtime failures." + "reason": "A Qwen3.5 hidden-states bug is unrelated to a general tokenization regression." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend extra packaging and failure to load a specific model are not the same issue." + "reason": "Missing TensorFlow backend in installation is unrelated to loading a specific tokenizer/model." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." + "reason": "Both are Qwen3 video issues, but they affect different model variants with different failures." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Both are video-related Qwen3-family issues, but they hit different models and different failure modes/code paths." + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both touch dtype handling, but one is actual model weights staying float32 while the other is stale config metadata." } ] }, @@ -7443,7 +7439,6 @@ "issue:43756", "issue:43906", "issue:44062", - "issue:44291", "issue:44479", "issue:44488", "issue:44568", @@ -7455,6 +7450,7 @@ "issue:44877", "issue:44898", "issue:44964", + "issue:44987", "issue:45042", "issue:45072", "issue:45081", @@ -7466,20 +7462,19 @@ "issue:45672", "issue:45674", "issue:45823", + "issue:45907", "issue:46399", "issue:46463", "issue:46468", "issue:46491", - "issue:46512", "issue:46693", "issue:46701" ], "soft_pairs": [ - "issue:44291|issue:44821", - "issue:43577|issue:46512", + "issue:44987|issue:45907", "issue:43540|issue:44479", - "issue:34567|issue:36331", "issue:44479|issue:45381", + "issue:34567|issue:36331", "issue:44792|issue:44964", "issue:44062|issue:45081", "issue:38175|issue:44898", @@ -7487,8 +7482,8 @@ "issue:45042|issue:45081", "issue:43257|issue:43756", "issue:43742|issue:44589", - "issue:43756|issue:46399", "issue:43531|issue:44821", + "issue:43756|issue:46399", "issue:43756|issue:45325", "issue:45405|issue:45600", "issue:44737|issue:46463", @@ -7497,222 +7492,219 @@ "issue:44568|issue:46491", "issue:43906|issue:46693", "issue:24643|issue:29870", - "issue:45672|issue:45674", "issue:44625|issue:44877", + "issue:45672|issue:45674", "issue:43577|issue:45072", "issue:43452|issue:44488", "issue:43540|issue:46693", "issue:28282|issue:32090", "issue:43906|issue:46468" ], - "prepared_review_unit_hash": "5dcc62293326341e9e617c99e2d2631e0b0a241cf35c4499702bf3c74b1eef4e", + "prepared_review_unit_hash": "4745c2ed203858e9aec23d3d314625db809e39d852c8c8cd5c7f850295aad14b", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36209, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "soft_pair_count": 28, + "serialized_chars": 35826, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous grab-bag of unrelated Transformers bug reports. None of the proposed soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items span distinct subsystems and model families (trainer, tokenizers, multimodal, quantization, config, and performance bugs).", + "summary": "The cluster is mostly heterogeneous, with many unrelated issues across different models and subsystems. The strongest thematic pocket is the Qwen VL video-input regression family, but the packet does not justify treating the nearby reports as confirmed duplicates; 44479 is only the best anchor, not a proven duplicate hub.", + "confidence": 0.52, + "canonical_issue_reason": "issue:44479 is the clearest representative of the only plausible subfamily in the cluster: a Qwen VL video-input regression around v5.3.0. It is broad enough to serve as the cluster anchor, but the evidence is not strong enough to merge adjacent reports as the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the strongest general topic anchor by discussion/references, but it is still not representative enough to serve as a true duplicate canonical for the cluster.", + "best_issue_reason": "issue:44479 is the best triage anchor because it captures the most coherent and broadly named regression in the packet. It is suitable as the representative issue for the Qwen VL pocket, while the rest of the cluster is largely unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "Different failure modes and surfaces: init_empty_weights/_is_hf_initialized loading vs AutoImageProcessor-from-URL handling." - }, - { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Both involve dtype, but one is BLIP2 weight loading and the other is stale config metadata; different bugs." + "reason": "Different bugs: one is a model-loading failure for physical-intelligence/fast, the other is list_repo_files missing revision forwarding." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both concern video input errors in Qwen models, but the model families and concrete failure paths differ." + "reason": "Both involve video inputs, but they target different model families and code paths, so the packet does not support a duplicate conclusion." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Trainer-related issues, but one is token-count tracking and the other is a compute_loss signature break." + "reason": "The titles are clearly related to Qwen2.5-VL video-position-id regressions, but the packet only supports soft similarity, not a confirmed same-bug duplicate." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Same broad Qwen video area, but one is still-image temporal positions and the other is video vision_position_ids; not the same bug." + "reason": "Both are Trainer-related, but one is token counting and the other is a custom compute_loss signature issue; not the same bug." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different models and errors: janus generate test failure vs Phi-4 multimodal load failure." + "reason": "Different multimodal failures on different models with no shared concrete failing code path." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer constructor argument collision vs Mistral regex patch crash; unrelated code paths." + "reason": "Both are tokenizer-loading problems, but the concrete failures are different: AddedToken argument duplication versus Mistral regex/backend_tokenizer crash." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Separate vision-model failures with different symptoms and affected architectures." + "reason": "Different vision-model bugs: unexpected zero probabilities versus interpolate_pos_encoding failure." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS injection and the other is ByteLevel\u2192Metaspace override behavior." + "reason": "Both concern tokenizer behavior, but they affect different tokenizers and different regression modes." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency regression vs Mistral tokenizer regex crash; no shared underlying bug." + "reason": "Image-processor torchvision requirements and Mistral tokenizer regex crashes are unrelated concrete bugs." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Distinct Qwen/SmolLM model issues with different mechanisms: MoE weight conversion vs RoPE layer dropping." + "reason": "Different model families and different failure modes: DeepSpeed/accelerate weight conversion versus RoPE layer dropping." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different load-time type failures: key error for MobileLLM vs missing Float8 storage type." + "reason": "Distinct loading/storage failures with no clear shared code path." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "SmolLM3 RoPE-layer issue and Qwen3.5 kernel-registration error are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Qwen3-MoE sliding-window bug and AutoImageProcessor URL loading are different subsystems." + "reason": "Both mention rotary-related internals, but the bugs are different model families and different failure mechanisms." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-family position/rope issues with different symptoms and scopes." + "reason": "Related rotary concepts, but one is an Smollm3 architecture issue and the other is a Qwen2.5-VL position-id scaling regression." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pin problem vs stale auto_mappings reference; unrelated maintenance issues." + "reason": "A dependency/version bump issue and a stale auto-mapping reference issue are different maintenance problems." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device placement bug vs T5 decoder-input validation error message; not the same code path." + "reason": "XLNet CPU allocation and T5 decoder-input validation are unrelated bugs." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal regressions in different models and pipeline layers." + "reason": "Different multimodal/model-generation failures with no shared code path evidence." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device mismatch and T5 error-message issue are unrelated." + "reason": "Gemma4 device mismatch and T5 decoder-input validation are unrelated." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer special-token regression vs CodeLlama leading-space round-trip regression; different tokenizer behaviors." + "reason": "Both are tokenizer regressions, but they are different concrete bugs affecting different models and round-trip behavior." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "Isolated reproduction of one prior issue vs FA2 long-context performance regression; no evidence of the same bug." + "reason": "An isolated reproduction of another issue is not the same as the FA2 long-context performance regression." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training RuntimeError and Bart generate UnboundLocalError are separate failures." + "reason": "DeepSpeed training RuntimeError and Bart generate() UnboundLocalError are unrelated." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Both are 4-bit/quantization-related, but one is uint8 finfo handling in audio modules and the other is skip_modules default-exclusion logic." + "reason": "Qwen3.5 config propagation and granite_speech strict-config loading are different bugs." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "num_labels propagation bug vs strict config loading restriction; different config issues." + "reason": "Both involve 4-bit inference, but the failure mechanisms differ: Gemma4 uint8/torch.finfo versus BitsAndBytes skip-module exclusion handling." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype mismatches, but the affected models and failure contexts differ." + "reason": "Different dtype mismatch bugs in different model families; not mergeable as one fix." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Tokenizer/model loading breakage vs model loading of a specific checkpoint; no shared underlying defect." + "reason": "Both concern loading behavior, but the concrete breakages and affected paths differ." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video-input processing bug in Qwen3OmniMoe vs long-context attention performance regression." + "reason": "Qwen3OmniMoe video-input processing is unrelated to FA2 long-context performance regression." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Environment missing PyTorch vs Trainer broadcasting NoneType; unrelated import/runtime errors." + "reason": "PyTorch import error and NoneType broadcast error are unrelated failures." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "Reproduction of an earlier issue vs an official Nemotron example breakage; different artifacts." + "reason": "A reproduction of another issue is not the same as the broken Nemotron example." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is reasonably conservative, but one verdict is overstated relative to the packet: `issue:44479` vs `issue:45381` is only a soft-similarity match, and the packet does not provide enough evidence to assert they are the same underlying bug. The title wording suggests related Qwen2.5-VL video-position-id regressions, but not a confirmed duplicate pair. Likewise, the summary\u2019s claim of an \u2018only strong near-duplicate\u2019 is too strong for the available evidence. A safer conclusion would be that the cluster is mostly heterogeneous, with a plausible but unconfirmed Qwen VL subfamily centered on 44479." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7788,9 +7780,9 @@ "issue:44737|issue:45588", "issue:44466|issue:45005", "issue:41762|issue:44936", - "issue:45357|issue:45920", "issue:43720|issue:44898", "issue:43643|issue:45375", + "issue:45357|issue:45920", "issue:45200|issue:46463", "issue:44361|issue:44442", "issue:43653|issue:44361", @@ -7799,209 +7791,203 @@ "issue:38175|issue:43295", "issue:43452|issue:44843", "issue:43531|issue:43742", - "issue:43819|issue:44811", "issue:43994|issue:44898", - "issue:44857|issue:47000", + "issue:43819|issue:44811", "issue:29159|issue:33357", + "issue:44857|issue:47000", "issue:45372|issue:46170", "issue:43761|issue:46829" ], - "prepared_review_unit_hash": "333a9e0cffe3180c33da72f9148a82b59998e92799570b935d3ce48b1de1b26b", + "prepared_review_unit_hash": "a0168fbc26e60067598663e6c1ecb745879de15ce6b12d1f479414236a44d922", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35499, - "estimated_input_tokens": 8875, - "estimated_eval_tokens": 18006 + "serialized_chars": 35504, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 }, "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, with only a small tied-weights/save_pretrained regression subset: 44466 and 45357 are close to 45005. No PRs are present.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45005 is the best representative of the tied-weights/save_pretrained regression subset, and the narrower reports in 44466 and 45357 read like related manifestations of that same underlying issue.", + "summary": "The packet is mostly heterogeneous. The only soft pair that looks like the same underlying bug is the tied-weights / save_pretrained v5 pair (44466 \u2194 45005); the rest are title-level different models, APIs, or failure modes.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45005 is the broader, clearer representative of the tied-weights v5 serialization regression, while issue:44466 reads as a narrower lm_head.weight/device-dependent symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the strongest issue candidate because it most clearly captures the shared tied-weights/save_pretrained problem across the related reports.", + "best_issue_reason": "issue:45005 is the strongest global issue candidate because its title captures the shared tied-weights regression at the right abstraction level.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both concern RoPE config handling, but one is silent fallback on reload and the other is a TypeError on JSON-loaded input; different bugs." + "reason": "Both are config-related, but the titles point to different parameters and behaviors: rotary_pct reload vs ignore_keys_at_rope_validation list handling." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Both are output-correctness complaints, but they affect different models and different code paths." + "reason": "Different model families and different failures in the titles: RTDetrV2 output mismatch vs VideoPrism hidden_states field mix-up." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different model families and different failure modes: Gemma4 FSDP key handling vs Qwen3.5 tensor-parallel plan omissions." + "reason": "Gemma4 FSDP KeyError and Qwen3.5 TP-plan OOM/shape error are separate model-specific issues." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "Unrelated bugs: T5 decoder-input validation messaging vs Gemma4 multimodal dtype casting under 4-bit quantization." + "reason": "T5 decoder input validation error messaging is unrelated to Gemma4 multimodal 4-bit quantization dtype casting." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different functionality and symptoms: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior." + "reason": "BEiT fast image processor reduce_labels behavior and sequence-classification zero-loss behavior are different components and symptoms." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "RTDetrV2 forward-output regression and Qwen3.5 save_pretrained checkpoint regression do not describe the same bug." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "CPU-device bug in XLNet RoPE computation vs flash-attention crash on missing sink aux; no shared concrete failure." + "reason": "XLNet CPU arange placement and flash_attention s_aux=None crash are different code paths and different titles." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Same tied-weights/save_pretrained regression in v5; 44466 is a narrower manifestation of the broader translation-model issue in 45005." + "reason": "Both titles describe the same tied-weights / save_pretrained v5 regression, with 44466 as a narrower serialization symptom and 45005 as the broader bug report." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different lifecycle bugs: DeepSpeed ZeRO-3 loading crash vs trainer.evaluate() after train()." - }, - { - "left": "issue:45357", - "right": "issue:45920", - "accept": false, - "reason": "Both are v5 regressions, but one is Qwen3.5 save_pretrained key serialization and the other is AutoTokenizer producing wrong token IDs." + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate() after trainer.train() are unrelated issues from the titles alone." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different model/component failures: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." + "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding are distinct model/load paths." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but they are distinct code paths and model-specific loading behaviors." + "reason": "Both mention missing config fields, but the titles indicate different APIs and different model/config objects." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual encoder key serialization and broad AutoTokenizer wrong-token-id regression are different problems." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Different problems: missing mm_token_type_ids defaulting vs an error-message/validation issue in T5." + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation messaging are different issues." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different tokenizers and different call paths." + "reason": "Different tokenizer classes and different failures: MLukeTokenizer AttributeError vs FastSpeech2ConformerTokenizer loading failure." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration/decoding bug vs MLukeTokenizer AttributeError; unrelated." + "reason": "BigBirdTokenizer special-token decode issue and MLukeTokenizer task AttributeError are separate tokenizer bugs." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated issues." + "reason": "Aux-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated training/runtime titles." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected key/position-id state-dict issue vs sinq quantization save/load breakage; different root causes." + "reason": "Unexpected position-id key warnings and sinq quantized save/load breakage are different serialization problems." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 zero-probability/output bug vs a processor.tokenizer API regression; different code paths and symptoms." + "reason": "The titles describe different surfaces: SigLIP2 zero probabilities versus a processor/tokenizer regression in custom model code." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Different from_pretrained failures: gguf handling vs an offline-mode model_info call in Mistral regex patching." + "reason": "gguf_file loading breakage and unconditional model_info() in offline mode are distinct AutoTokenizer issues." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different model bugs: Qwen3-MoE sliding_window behavior vs MobileLLM loading key error." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "DAC latent conversion mismatch vs Whisper batch_decode special-token handling; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M key error are different loading/runtime failures." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model correctness issues, but they are on different architectures and different failure modes." + "reason": "Siglip2 nonsensical AutoModel/pipeline results and Perceiver non-default-resolution failure are different bugs." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Different DETR losses and different crashes; no evidence they are the same underlying bug." + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated in the titles." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs a MacOS bus error in CLIP community model loading; unrelated." + "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error on CLIP are different failure modes." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-loss crashes, but the titles name different models and different errors." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Different platform/import issues: Gemma4 processor dependency import error vs Windows ROCm torch.distributed dependency problems." + "reason": "Gemma processor import breakage and Windows ROCm torch.distributed dependency issues are different platform/library problems." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both mention hidden_states, but one returns None when requested and the other misplaces last_hidden_state into hidden_states; different bugs." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint/key serialization, with 45357 reading like a follow-up symptom." + "reason": "Both mention hidden_states, but the titles describe different models and different symptoms, so they are not the same bug." } ] }, "evaluator_result": { "accept": false, - "feedback": "The issue-pair judgments are mostly conservative and the save_pretrained/tied-weights pairings look grounded, but the summary overreaches in one place: it describes a \u201cSigLIP2 output-correctness pair,\u201d yet the only SigLIP2-related item in the packet (38175) is paired with a processor/tokenizer regression (43295), which the analyst itself marks non-duplicate. Also, the claim that 45005 has a \u201chigh-impact, broad user-facing surface area\u201d is stronger than what is directly established by the packet. Please tighten the summary to only state what is supported by the listed pairs." + "feedback": "Mostly conservative, but I can\u2019t accept it as fully grounded. The summary is fine, and the 44466\u219445005 duplicate call looks reasonable. However, at least one soft-edge rationale overreaches the packet: e.g. 38175\u219443295 talks about hidden_states behavior that is not supported by the titles/metadata shown here. Several other rejections also lean on unseen code-path details. Please keep the verdicts tied more tightly to what is explicit in the packet." }, "evaluator_used": true, "retried": true, @@ -8074,10 +8060,10 @@ "soft_pairs": [ "issue:43525|issue:46701", "issue:43688|issue:45704", - "issue:43295|issue:45356", "issue:45542|issue:46178", - "issue:43653|issue:44568", + "issue:43295|issue:45356", "issue:43688|issue:45701", + "issue:43653|issue:44568", "issue:46832|issue:46932", "issue:43756|issue:46402", "issue:43646|issue:43749", @@ -8092,23 +8078,23 @@ "issue:43452|issue:43577", "issue:32090|issue:33666", "issue:44466|issue:46050", - "issue:43688|issue:45440", "issue:44484|issue:44704", + "issue:43688|issue:45440", "issue:41720|issue:44464", - "issue:44977|issue:46693", "issue:44464|issue:44977", + "issue:44977|issue:46693", "issue:43504|issue:43550", "issue:44734|issue:46612", "issue:43278|issue:43688" ], - "prepared_review_unit_hash": "462563e68ca53653e91ab189ada3dbd0b9c94991bbd95c39499e9da75d279a1f", + "prepared_review_unit_hash": "8efcde528ae6dae04dabef8e2e41a608f007c9c0e780b316469f427ee949e1a8", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, @@ -8123,180 +8109,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers bug reports and regressions spanning tokenization, loading, generation, distributed training, and dtype/device behavior. None of the soft edges appear to be true duplicates or mergeable PR-equivalent fixes.", - "confidence": 0.99, - "canonical_issue_reason": "No single canonical issue fits: the items are too heterogeneous to represent one underlying bug.", + "summary": "This is a heterogeneous cluster of mostly unrelated bug reports and regressions across different models, tokenizers, loading paths, and generation code. None of the soft pairs look like the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43749 has the strongest triage signal in this set (highest discussion/inbound references) and is a well-scoped concrete bug report, but the cluster is too mixed to treat it as a true duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest representative of the set because it describes a general v5 initialization regression, but it is still not a duplicate target for the others.", + "best_issue_reason": "issue:43749 is the best standalone issue anchor here because it is high-signal and clearly specified; however, it should not be used to merge the other issues as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Different failures: pad_token_id access vs a DiffusionGemma pipeline crash." + "reason": "Different model families and failures: missing pad_token_id on Llama4Config vs image-text-to-text pipeline crash in DiffusionGemmaGenerationOutput." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Unrelated bugs: MoE auxiliary-loss normalization vs T5/apex RMSNorm memory leak." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both are regression reports, but they concern different tokenizer behaviors and code paths." + "reason": "Aux-loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm and its memory leak." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Different backend errors: missing tf backend wiring vs unsupported tensorflow_text backend mapping." + "reason": "Both mention TF-related backend packaging, but one is tensorboard without TensorFlow and the other is an invalid tensorflow_text backend mapping; distinct bugs." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizers/special tokens, but the concrete bugs and affected models differ." + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image passing behavior and the other is Kimi-K2.5 codec handling plus a mistral-regex warning; different codepaths." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Shared theme of tokenization/version sensitivity only; the underlying bugs are different." + "reason": "Aux-loss normalization in MoE models is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer mask special-token decode bug is unrelated to mdeberta-v3 BOS/EOS not being added on add_special_tokens=True." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level mismatch vs Gemma4 quantized embedder dtype casting are unrelated." + "reason": "RT-DETR feature-level TypeError and Gemma4 quantized embedder dtype casting are different subsystems and failures." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different model-loading problems: RoPE layer dropping vs Sam3 text encoder weights not loading." + "reason": "Smollm3 RoPE layer loss is unrelated to Sam3 text encoder weights not loading." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "General custom init regression vs FSDP CPU RAM-efficient loading; not the same code-path bug." + "reason": "Transformers 5.0 custom model initialization break and FSDP CPU RAM efficient loading are different upgrade regressions in different code paths." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Different tokenizer/config persistence issues affecting different models." + "reason": "BigBird mask-token decode output issue is not the same as DiaConfig losing custom token IDs after save/load and crashing generation." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline hub lookup regression vs tokenizer loading failure for a specific model; not the same defect." + "reason": "Offline model_info() call in _patch_mistral_regex and tokenizer loading failure for EMBEDDIA/est-roberta are separate tokenizer-loading regressions." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/cache behavior, but one is chunked generation with compiled forward and the other is recurrent-state resetting." + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 recurrent-state reset with cache/seq_len>1 are different generation bugs." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size are unrelated." + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "General cleanup-tokenization behavior change vs a CodeLlama encode/decode leading-space regression." + "reason": "clean_up_tokenization_spaces behavior changes and CodeLlama leading-space round-trip regression are different tokenizer behavior issues." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression for Qwen VL models vs num_labels propagation in Qwen3.5 config." + "reason": "Video-input regression in Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training vs an import error for GenerationMixin; no shared underlying bug." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Different state-output bugs in different model families and execution modes." + "reason": "CLIPVisionModel hidden_states regression and xLSTM train-mode unpacking crash are different model bugs." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file/from_pretrained loading failure vs Blip2 dtype mismatch; unrelated." + "reason": "gguf_file tokenizer/model loading breakage and Blip2 dtype remaining float32 are unrelated." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both concern distributed training, but the TypeError and the Qwen2-VL multi-GPU issue are different." + "reason": "Both touch distributed training, but Trainer _gpu_broadcast_one NoneType and Qwen2-VL multi-GPU training are not the same bug or fix." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization inconsistency for tied weights vs quantized save/load breakage; different mechanisms." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Different model implementations and different bugs." + "reason": "lm_head.weight serialization inconsistency by device and sinq quantized save/load breakage are different serialization problems." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard sizing question vs AutoProcessor kwargs forwarding bug; not duplicates." + "reason": "A question about max_shard_size is unrelated to AutoProcessor not forwarding kwargs to cached_file." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "cudaErrorAssert on auto device mapping vs compiled-forward chunked generation inconsistency." + "reason": "MoE aux-loss normalization and DeepseekV3MoE divergence from the remote implementation are not the same code issue." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Flash-attention correctness regression in Qwen3.5 vs a performance regression with FA2 long-context generation." + "reason": "Qwen3 auto-device-map cudaErrorAssert on A800 and compiled-forward chunked generation inconsistency are distinct failures." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both mention generation, but the model, failure mode, and code path differ." + "reason": "Compiled-forward chunked generation mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field loading bug vs torch.compile/SDPA failure; no common underlying bug." + "reason": "Beit legacy-field load failure and Bamba-9B-v2 torch.compile SDPA bug are different model-loading vs compilation issues." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Different cache/generation bugs in different subsystems and models." + "reason": "Both are generation/cache related, but serve KV-cache continuation indexing and beam-search cache reorder skipping are different mechanisms and code paths." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "dtype mismatch between training/eval vs auxiliary-loss normalization; unrelated." + "reason": "Embedding dtype mismatch during evaluate is unrelated to MoE auxiliary-loss normalization." } ] }, @@ -8380,8 +8360,8 @@ "issue:43577|issue:44554", "issue:43504|issue:44610", "issue:43525|issue:43572", - "issue:45491|issue:46002", "issue:43720|issue:44361", + "issue:45491|issue:46002", "issue:44964|issue:45405", "issue:43643|issue:44561", "issue:44625|issue:45584", @@ -8400,208 +8380,208 @@ "issue:43646|issue:44466", "issue:44568|issue:46489" ], - "prepared_review_unit_hash": "4b3422f8095ac86b210d08141ffb11803bc32a631a3bda1c1451059e35a5df35", + "prepared_review_unit_hash": "bd878a9c4e0c848a4fb060e50a0c3628e1ac73d4a167cabad766111eca87005a", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36539, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "serialized_chars": 36544, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is too heterogeneous to treat as a duplicate set. The soft pairs are mostly superficial matches around tokenizers, configs, loading, or training, but they describe different models, different failure modes, and different code paths.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "Heterogeneous issue cluster with no real duplicate core; the proposed soft links mostly connect superficially similar v5/regression reports but with different root causes and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue; the cluster spans unrelated bugs across tokenization, loading, configs, attention, and training.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is suitable as a duplicate anchor because the reports describe different subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Different problems: Qwen2-VL multi-GPU training setup vs a CustomTrainer API mismatch in compute_loss." + "reason": "Different bugs: Qwen2-VL multi-GPU training vs a CustomTrainer signature regression with num_items_in_batch." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Unrelated model-loading bugs: BEiT legacy field handling vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Different model-loading failures: legacy BEiT field handling vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "One is a PEFT version bump; the other is a checkpointing failure with PEFT + DeepSpeed. Different changes and symptoms." + "reason": "Unrelated issues: a PEFT version pin problem vs a ZeRO-3 checkpointing error with gradient checkpointing." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to DiaConfig custom token ID loss and generation IndexError." + "reason": "Different code paths: BitNet weight unpacking vs DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL from_pretrained weight_only error is not the same as an FA2 long-context performance regression." + "reason": "Different problems: Qwen3VL from_pretrained weight_only failure vs FA2 long-context performance regression." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load token ID corruption." + "reason": "Different bugs: CPU offload device mismatch in bark-small vs DiaConfig token ID persistence." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading regression is unrelated to missing linear_attn TP plan entries in Qwen3.5." + "reason": "Different model-loading regressions: base_model_prefix handling vs missing linear_attn entries in a TP plan." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to an MPS attention correctness issue." + "reason": "Different failures: dtype propagation in Blip2 vs an MPS attention correctness bug." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different model families and failures: BEiT pretrained loading vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Different issues: BEiT legacy config field loading vs OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both involve config fields, but different models and different missing attributes; not the same bug." + "reason": "Similar theme but not the same concrete bug: missing pad_token_id vs missing pad_token_idx in different configs." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 mixed-length attention embeddings and the other is classification-head NaNs after checkout/init." + "reason": "Different areas: BitNet accelerate loading vs MLukeTokenizer task AttributeError." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "BitNet weight-unpacking failure is unrelated to MLukeTokenizer AttributeError on tasks." + "reason": "Both mention NaNs, but the causes differ: sliding-window/all-padding attention vs classification head initialization/checkout." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to a PEFT minimum-version bump." + "reason": "Different bugs: Phi-4 multimodal loading failure vs an unreleased PEFT minimum-version bump." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both touch trust_remote_code, but one is missing returned fields and the other is a missing helper breaking remote-code imports." + "reason": "Both involve trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription failures after align_special_tokens." + "reason": "Different failures: Qwen3.5 num_labels propagation vs Whisper empty transcription after align_special_tokens." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but they fail on different inputs and different branches; not clearly one fix." + "reason": "Same method family, but different concrete crashes: batched padding=False vs assistant tool-call messages with no content." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 model parity issue is unrelated to a pipeline error-message regression for translation tasks." + "reason": "Unrelated: SigLIP2 implementation discrepancy vs a pipeline error-message regression." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing behavior and a MacOS bus error in CLIP are unrelated." + "reason": "No relation beyond being issues: tokenizer extra-space behavior vs a MacOS bus error on a CLIP model." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference failure on B200." + "reason": "Different bugs: Qwen3.5 flash-attention generation issue vs FP8 inference failing on B200." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness issue is unrelated to importing Trainer and datasets dependency conflicts." + "reason": "Completely different subsystems: MPS attention correctness vs importing Trainer while datasets is installed." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map mismatch is unrelated to sinq quantized save/load breakage." + "reason": "Different device/quantization problems: Gemma4 PLE device mismatch vs sinq save/load breakage." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Different issues: SigLIP2 output quality problem vs return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Both mention processors/models, but one is a bad documentation example and the other is a v4.57.5 regression in custom processor/tokenizer access." + "reason": "Different failures: SigLIP2 documentation errors vs custom model code broken by processor.tokenizer/image passing regression." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different bugs." + "reason": "Different problems: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and a DeepSpeed gradient regression are different failure modes with different code paths." + "reason": "Different bugs: BF16-to-FP32 dtype drift in evaluation vs a gradient blow-up with ZeRO-3." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to gradient growth under ZeRO-3." + "reason": "Unrelated: SigLIP2 implementation mismatch vs ZeRO-3 gradient instability." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype issue is unrelated to resume_from_checkpoint key mismatch." + "reason": "Different issues: dtype mismatch in evaluation vs a resume_from_checkpoint key mismatch." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is unrelated to device-dependent lm_head.weight serialization." + "reason": "Different regressions: custom model initialization breakage vs inconsistent lm_head.weight serialization across devices." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer regressions affecting different models; DeepSeek-Coder's v5 gap is not the same as mdeberta-v3 BOS/EOS failure." + "reason": "Different tokenizer regressions affecting different models and symptoms; not the same concrete bug." } ] }, @@ -8677,16 +8657,16 @@ "issue:46209|issue:46710", "issue:43927|issue:44361", "issue:43575|issue:45405", - "issue:33357|issue:33666", "issue:44568|issue:45812", + "issue:33357|issue:33666", "issue:44849|issue:46209", "issue:44488|issue:44843", "issue:43572|issue:44291", "issue:43334|issue:45759", "issue:43504|issue:43606", "issue:43824|issue:44589", - "issue:44849|issue:45357", "issue:46821|issue:46832", + "issue:44849|issue:45357", "issue:44589|issue:45520", "issue:45245|issue:46710", "issue:43334|issue:43572", @@ -8696,216 +8676,216 @@ "issue:45072|issue:46832", "issue:44849|issue:47145", "issue:43844|issue:44964", - "issue:46399|issue:46846", "issue:44464|issue:45584", + "issue:46399|issue:46846", "issue:43994|issue:44493", "issue:43873|issue:46050", "issue:29159|issue:32090", "issue:43937|issue:46701", "issue:44869|issue:46752" ], - "prepared_review_unit_hash": "68e44a9a2b0c5d35e308ad729f7b99047eaf80ddb0cadd18f37df0bc7294fdf6", + "prepared_review_unit_hash": "993a112776c7590e769ede807425bd16fd52e75d02d34385a06d0c59bd4c13d7", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36060, - "estimated_input_tokens": 9015, - "estimated_eval_tokens": 18286 + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, multimodal, quantization, loading, and training issues. None of the soft pairs look like the same underlying bug, so all candidate duplicate links should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated subsystems and failure modes.", + "summary": "This cluster is heterogeneous: the similarity edges mostly connect unrelated issues across tokenizers, model loading, quantization/offload, training, and CI regressions. I do not see any true duplicate pair among the soft candidates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the items span multiple unrelated bugs. If an anchor is needed, issue 45812 is the closest because it is a broad, user-visible tokenizer regression.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for the cluster; it is not a coherent duplicate set.", + "best_issue_reason": "Issue 45812 is the best representative because it describes a broad AutoTokenizer regression affecting many Granite models and is more central than the other, more model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Both are model/runtime regressions, but one is FP8/B200 inference and the other is accuracy drift after upgrade; different bugs." + "reason": "Different problems: FP8 inference failure on B200 vs an accuracy regression after upgrading Transformers." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Both involve config/tokenizer attribute problems, but they affect different models and code paths." + "reason": "Different model/config failures: DiaConfig losing custom token IDs vs MLukeTokenizer task-time AttributeError." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM in tensor-parallel model loading is unrelated to an unreleased PEFT version bump." + "reason": "One is a tensor-parallel OOM on Qwen2-57B; the other is a release-management bug about an unreleased PEFT version." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Different model families and scenarios: MacOS bus error on CLIP vs Qwen2-VL multi-GPU training." + "reason": "Both are tokenizer regressions, but they are model-specific and have different symptoms/code paths." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior for mdeberta and the other is wrong token IDs for Granite." + "reason": "Different domains: MacOS bus error on a CLIP model vs Qwen2-VL multi-GPU training behavior." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states behavior is unrelated to FP8 inference on B200." + "reason": "Unrelated failures: Qwen3.5 hidden-states bug vs FP8 inference on B200." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model load failure for a specific tokenizer is not the same as unconditional model_info() calls breaking offline mode." + "reason": "Both involve AutoTokenizer loading, but one is a missing model load and the other is an offline-mode regression in a Mistral regex patch." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a different issue from init_empty_weights rejecting _is_hf_initialized." + "reason": "Different bugs: missing pad_token_idx in StableLmConfig vs unexpected _is_hf_initialized argument with init_empty_weights." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id and the other is AutoModelForCausalLM text_config unwrapping." + "reason": "Both are Qwen multimodal/config issues, but one is a missing pad_token_id attribute and the other is wrong unwrapping of text_config in from_config." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field load failure in BEiT is unrelated to a device-mismatch bug in bark-small CPU offload." + "reason": "Different subsystems: BEiT legacy-field model loading vs bark-small CPU offload device mismatch." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing Qwen2.5-VL and missing Float8 storage are unrelated failures." + "reason": "Importing a Qwen2.5 VL class and missing Float8 storage are unrelated failures." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Different Qwen3.5 problems: hidden_states output vs incorrect save_pretrained visual encoder keys." + "reason": "Different model code paths: TimesFM window_size AttributeError vs RT-DETR feature-level mismatch." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "TimesFM window_size attribute error and RT-DETR feature-level mismatch are different model implementations." + "reason": "One is an output_hidden_states regression; the other is incorrect save_pretrained visual encoder keys." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup error is unrelated to flash_attn import handling on Python 3.13." + "reason": "Different root causes: Float8 storage lookup failure vs flash_attn import_utils KeyError on Python 3.13." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count limit error is unrelated to the DeepSeek accuracy regression." + "reason": "A categorical-cardinality RuntimeError is unrelated to the DeepSeek accuracy regression." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different Qwen multimodal vs StableLm config regressions with different missing fields." + "reason": "Both mention missing pad-token-related config fields, but they affect different model families and different fields." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys across many models is not the same as the CLIP text-model structure change." + "reason": "Unexpected position-id key handling is not the same bug as the CLIP text-model structural inconsistency." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are different bugs." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real CPU-offload device mismatch is not the same as a stale CI test failure." + "reason": "One is a real CPU-offload device mismatch; the other is a stale CI test failure." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatches in two models are not the same as RT-DETR's feature-level mismatch." + "reason": "Different failures: dtype mismatches in bfloat16 inference vs RT-DETR feature-level shape/type mismatch." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden_states behavior and FP8 weight_scale loading corruption are unrelated." + "reason": "Qwen3.5 hidden-states regression and FP8 weight_scale corruption are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed ZeRO-3 gradient growth is unrelated to loading a specific multimodal model." + "reason": "Gradient explosion with ZeRO-3 is unrelated to loading Phi-4-multimodal-instruct." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Both are Qwen3.5 tensor-parallel/kernel issues, but one is kernel registration and the other is missing TP-plan entries causing OOM/shape errors." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription decoding are different bugs." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure are different code paths." + "reason": "Both involve Qwen3.5, but one is a kernel-registration problem and the other is a tensor-parallel plan mismatch." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Siglip2 nonsensical outputs are not the same as unexpected position-id keys." + "reason": "Siglip2 wrong outputs via AutoModel/pipeline and unexpected position-id keys are not the same code-path failure." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading behavior and sinq save/load breakage are related broadly but not the same bug." + "reason": "Quantization/offloading not working and sinq save/load breakage are related only at a high level, not the same bug." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer fast/slow inconsistency is unrelated to Trainer GPU broadcast NoneType errors." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is not the same as DiffusionGemma pipeline output handling." + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are different issues." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper decode crash on trailing replacement characters is different from apply_chat_template failing on an empty list." + "reason": "Whisper timestamp decoding with a trailing replacement character is unrelated to apply_chat_template on an empty list." } ] }, @@ -8979,18 +8959,18 @@ "issue:47254" ], "soft_pairs": [ - "issue:45200|issue:45229", - "issue:45229|issue:45823", "issue:28218|issue:34567", "issue:42947|issue:43381", + "issue:45229|issue:45823", + "issue:45200|issue:45229", "issue:45084|issue:45520", "issue:42490|issue:43696", "issue:45588|issue:46050", "issue:47013|issue:47254", - "issue:29942|issue:30333", "issue:15354|issue:38175", "issue:43493|issue:43701", "issue:44554|issue:45446", + "issue:29942|issue:30333", "issue:41720|issue:46710", "issue:43065|issue:46369", "issue:44977|issue:46701", @@ -9007,14 +8987,14 @@ "issue:44186|issue:46192", "issue:43550|issue:43844" ], - "prepared_review_unit_hash": "a0b36cc52aa994bf4ad88c4a884a4af376ee53dafc155597b563cf8485f3d19a", + "prepared_review_unit_hash": "e3484440cf4d2a4f13ac9b3de38ac7af6c3cf568f8531e49b5cfae52db55ec13", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, @@ -9029,96 +9009,96 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes many unrelated bugs across tokenization, serving, quantization, attention, checkpointing, and model-specific regressions. All soft edges are false positives.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not describe the same underlying bug or change.", + "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, serving, quantization, model-loading, training, and model-specific bugs. No soft pair looks like the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated subsystems and failure modes, so treating any one as the cluster representative would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue: none of these issues is a valid representative for a duplicate cluster because the set is broadly unrelated.", + "best_issue_reason": "If a representative must be chosen, issue 45406 is the clearest self-contained regression in a specific code path ('transformers serve' / Gemma4Processor missing _tokenizer), but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Different bugs: missing `mm_token_type_ids` default for text-only fine-tuning vs multi-GPU inference CUDA OOM." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token accounting." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Both concern Gemma4, but one is CUDA OOM and the other is a `device_map=\"auto\"` device mismatch; not the same fix." + "reason": "LoRA/gradient-checkpointing ineffectiveness is a different bug from checkpointing being disallowed in eval mode." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer adds a space after an added token; the other is TrainerState `num_input_tokens_seen` not updating." + "reason": "Gemma4 multi-GPU OOM and Gemma4 device mismatch are related by model family only, not the same code-path bug." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other forbids use in eval mode." + "reason": "Missing mm_token_type_ids for text-only fine-tuning is unrelated to the multi-GPU OOM report." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "`Can't compile non template nodes` is unrelated to the Python 3.13 `flash_attn` import KeyError." + "reason": "Template-node compilation failure and flash_attn import KeyError are different subsystems and failure causes." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning and GPT-oss-20b CUDA OOM are unrelated issues." + "reason": "Path-with-slash import warning is unrelated to GPT-oss CUDA OOM." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sinkless crash on `s_aux=None` is unrelated to quantized save/load breakage." + "reason": "flash_attention sink-less AttributeError and sinq save/load breakage are distinct code paths." }, { "left": "issue:47013", "right": "issue:47254", "accept": false, - "reason": "xLSTM return-state unpacking crash and PEFT+ZeRO-3 checkpoint errors are different code paths." - }, - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Failing Flash Attention 2 tests and MLFlow job-reporting problems are unrelated." + "reason": "xLSTM return_last_states unpacking crash is not the same as PEFT + ZeRO-3 checkpointing errors." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript `GeneratorExp` export failure is unrelated to SigLIP2 zero-probability outputs." + "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probabilities are unrelated bugs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy and `resume_from_checkpoint` key mismatch are different bugs." + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue and a wrong PyTorch version check in flex attention are separate problems." + "reason": "MPS attention correctness and flex_attention import version-check issues do not share the same underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow failed-job reporting are different concerns." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and DeepSeek accuracy regression are not the same underlying defect." + "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression are distinct issues." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy `nn.Conv2d` in `Sam3PixelDecoder` and memory overflow in sam3-litetext are different symptoms and fixes." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same bug as Sam3 litetext memory overflow." }, { "left": "issue:44977", @@ -9130,67 +9110,67 @@ "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both hit `transformers serve`, but one is multimodal batching `AttributeError` and the other is KV-cache continuation tensor indexing." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serve paths." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing `_flash_supports_window_size` import and meta-device model-loading breakage are distinct issues." + "reason": "flash_supports_window_size import error is unrelated to meta-device model-loading breakage." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor tokenizer regression and batched video-shape bug are different multimodal failures." + "reason": "processor.tokenizer regression and batched video shape handling are different bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch in inference and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "bfloat16 dtype mismatch CI failures and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` in serve and rope-parameter type conversion errors are separate bugs." + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are unrelated code paths." }, { - "left": "issue:45588", + "left": "issue:45520", "right": "issue:45759", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Qwen multimodal config unwrapping are unrelated code paths." + "reason": "flash_attn import KeyError and AutoModelForCausalLM text_config unwrapping are separate issues." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor `_tokenizer` regression and quantization offloading issues are not the same problem." + "reason": "processor/tokenizer regression is unrelated to offloading with quantization." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error and Gemma4 text-only `mm_token_type_ids` default issue are unrelated." + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaults are different problems." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLmConfig `pad_token_idx` regression and TimesFM `window_size` AttributeError affect different models and paths." + "reason": "StableLmConfig pad_token_idx regression is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 batched padding/NER crash and `return_tensors` being ignored are different tokenizer bugs." + "reason": "LayoutLMv2Tokenizer NER/batch crash is not the same as return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Bamba torch.compile SDPA failure and ZeRO-3 gradient explosion are unrelated training/runtime issues." + "reason": "torch.compile SDPA failure in Bamba and gradient explosion with ZeRO-3 are not the same defect." } ] }, @@ -9265,8 +9245,8 @@ ], "soft_pairs": [ "issue:43295|issue:44610", - "issue:45823|issue:46192", "issue:43450|issue:43575", + "issue:45823|issue:46192", "issue:43572|issue:44987", "issue:29870|issue:29942", "issue:45520|issue:46178", @@ -9279,8 +9259,8 @@ "issue:42915|issue:43824", "issue:28218|issue:35141", "issue:45381|issue:46209", - "issue:44466|issue:45127", "issue:43278|issue:43856", + "issue:44466|issue:45127", "issue:44737|issue:46894", "issue:43653|issue:44112", "issue:43262|issue:43450", @@ -9291,211 +9271,211 @@ "issue:43950|issue:46285", "issue:43526|issue:46192", "issue:45200|issue:46899", - "issue:45200|issue:46932", - "issue:44792|issue:45563" + "issue:44792|issue:45563", + "issue:45200|issue:46932" ], - "prepared_review_unit_hash": "7cd4452ed6da72fa7fba5ce69640a50cccd39f6b7e98c9af41207ad7c183950a", + "prepared_review_unit_hash": "9250e0101deefa057b3d5c0ea98309ce68d85a118a2fdc0eeff2fd7ce33016e6", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36789, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "serialized_chars": 36795, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports that only look superficially similar by subsystem or API name. I found no strong duplicate PR candidates, and all soft edges should be rejected.", - "confidence": 0.34, - "canonical_issue_reason": "issue:46894 is the most central/open report in the set, with the highest inbound references and a concrete, well-scoped bug description.", - "canonical_pr_reason": null, - "best_issue_reason": "Best anchor for deduping: it is widely referenced, clearly actionable, and specific enough to represent a concrete underlying issue rather than a broad theme.", - "best_pr_reason": null, + "summary": "This cluster is largely heterogeneous: the items cover unrelated tokenizer, multimodal processor, model loading, dtype, and CI issues. The soft pairs are mostly high-similarity false positives rather than the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the cluster does not share one coherent root cause or subsystem.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "If a representative issue is required, issue:44521 is the most discussion-heavy and broadly framed, but it is still not a good canonical for the cluster because the rest of the items are unrelated.", + "best_pr_reason": "No PR exists to evaluate as a canonical or representative change.", "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both are processor/model-input problems, but one is a tokenizer/processor API regression and the other is an image-size mismatch for OmDet-Turbo; different bugs." + "reason": "Both are processor-related regressions, but one is a processor.tokenizer/image API regression and the other is an OmDet-Turbo input-size mismatch; different code paths and fixes." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Device-map forward mismatch and silent return_tensors ignoring are unrelated code paths and symptoms." + "reason": "One is a batched video-processor shape bug; the other is a tensor-parallel OOM loading issue. No shared underlying bug." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Batched video shape bug and a TP OOM on loading Qwen2-57B are not the same underlying issue." + "reason": "Device-mismatch during forward and return_tensors handling are separate multimodal input bugs." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a transformers version load failure for physical-intelligence/fast are distinct failures." + "reason": "Missing pad_token_idx in a config and a model-loading failure for a specific repo are unrelated." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate() UnboundLocalError and Flash Attention 2 test failures do not point to the same code defect." + "reason": "A generate-time decoder_attention_mask bug and failing Flash Attention 2 tests do not look like the same fix." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Import mapping failure for flash_attn on Python 3.13 is unrelated to tensorflow_text backend validation." + "reason": "Both mention backend/import plumbing, but they are different backends and different failure modes." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors affecting different modules/models; no shared concrete fix path is evident." + "reason": "Different missing import symbols in different modules; not the same code-path problem." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and a forward device mismatch are separate bugs." + "reason": "Defaulting mm_token_type_ids to zeros and a device_map forward mismatch are distinct issues." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to SigLIP2 implementation discrepancy." + "reason": "A trailing-slash local path import warning and a SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Custom processor.tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are different problems." + "reason": "Processor.tokenizer regression versus SigLIP2 HF/JAX mismatch; no common bug." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Documentation/example errors and return_tensors being ignored are not the same underlying defect." + "reason": "Documentation/example errors and return_tensors being ignored are different classes of bugs." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call messages; too different to merge." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call messages; not the same underlying defect." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3MoE FP8 failure and a Qwen2.5-VL import error are unrelated." + "reason": "FP8 inference/training failure for Qwen3Moe is unrelated to an import error for Qwen2_5_VL." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token and post_init reinitializing output embeddings are distinct behaviors in different parts of the stack." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are separate tokenizer/model-init bugs." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Wrong vision_position_ids for Qwen2.5-VL video input and FP8 inference failure on B200 are unrelated." + "reason": "Vision position IDs for Qwen2.5-VL video input and FP8 inference on B200 are unrelated." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Serialization inconsistency for lm_head.weight and LoRA merge collapse with extended vocab are tied-weights related, but not the same bug." + "reason": "A dtype mismatch between train/eval and inefficient Qwen3 MoE memory use are not the same code path." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Dtype change between train/eval and inefficient Qwen3 MoE training memory usage are different defects." + "reason": "Inconsistent lm_head serialization and LoRA-merge collapse with extended vocab are different model-state bugs." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "CPU allocation in XLNet relative positional encoding and CohereASR double-shift loss bug are unrelated." + "reason": "CPU-relative-position bug in XLNet and a CohereASR training-loss shift bug are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override staleness are not the same issue." + "reason": "BigBird tokenizer special-token registration and a GraniteSpeech CI device override failure are unrelated." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video output shape are different modality-specific bugs." + "reason": "Audio chat-template sampling-rate defaulting and batched video-shape handling are different processor bugs." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing Qwen2.5-VL and incorrect DeepSeek-Coder detokenization are unrelated." + "reason": "Missing import for a VL model class and incorrect detokenization in DeepSeek coder are unrelated." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading breakage and stale config.dtype after from_config are different lifecycle bugs." + "reason": "gguf_file loading failures and stale config.dtype after from_config are separate loader/config consistency issues." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they concern different model configs and likely different fixes." + "reason": "Both are missing pad_token_id on different configs, but the titles do not establish the same underlying bug or shared fix." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer load failure for FastSpeech2Conformer and Wav2Vec2 save/tokenization failure are separate tokenizer/model bugs." + "reason": "Different speech-model tokenizer failures with different symptoms and likely different fixes." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained and CLIPTextModel structural inconsistency are not the same code-path problem." + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are unrelated regressions." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and return_tensors being ignored are unrelated processor behaviors." + "reason": "BeitImageProcessorFast label reduction and return_tensors handling are not the same bug." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Text-only mm_token_type_ids defaults and Gemma4 quantized audio/vision dtype casting are separate issues." + "reason": "Defaulting multimodal token-type IDs and unsafe dtype casts in quantized embedders are different issues." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Text-only mm_token_type_ids defaults and quantized vision/audio embedder casting are different bugs." + "reason": "A janus image-generation test failure and a stale paged-generate warning are not the same underlying change." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Janus image generation test failure and paged generate warning staleness are unrelated." + "reason": "The first is about missing zero defaults for mm_token_type_ids; the second is about dtype casting in quantized embedders." } ] }, @@ -9568,27 +9548,27 @@ "issue:46858" ], "soft_pairs": [ - "issue:43819|issue:44112", "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:43819|issue:45083", - "issue:43827|issue:43901", "issue:44610|issue:44857", + "issue:43827|issue:43901", "issue:43606|issue:45083", "issue:44857|issue:45593", "issue:43335|issue:43653", "issue:44206|issue:45584", "issue:37428|issue:43425", "issue:43388|issue:43526", - "issue:45759|issue:46285", "issue:46512|issue:46821", + "issue:45759|issue:46285", "issue:29942|issue:32090", "issue:28282|issue:33357", - "issue:46424|issue:46858", "issue:38175|issue:45412", + "issue:46424|issue:46858", "issue:44995|issue:46858", "issue:43335|issue:43504", "issue:43611|issue:44466", @@ -9598,229 +9578,229 @@ "issue:43335|issue:45083", "issue:43335|issue:44112", "issue:37428|issue:44351", - "issue:44448|issue:44743", - "issue:43335|issue:45593" + "issue:43335|issue:45593", + "issue:44448|issue:44743" ], - "prepared_review_unit_hash": "27214aa7f7fc540df5aa753f54a1f29550cf46d8589793e65ddd5e39351cfabd", + "prepared_review_unit_hash": "e676dafa8cb6fe7b7b9cd3e0614eef853e0c53e6aa6b10e6113b5c2bcfe171c6", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37126, - "estimated_input_tokens": 9282, - "estimated_eval_tokens": 18820 + "serialized_chars": 37116, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports with only superficial text overlap; all soft edges are false positives.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the set spans unrelated import/runtime regressions, model-specific bugs, docs issues, and cache/training problems.", + "summary": "This cluster is mostly a collection of unrelated bug reports across different models, backends, and regressions. The soft pairs do not look like duplicates of the same underlying defect, so I reject them all.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the broadest and most reusable representative here: a v5 loading regression affecting model loading semantics across many models, rather than a niche model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44561 is the cleanest standalone regression here: a broad v5 compatibility break with clear impact and enough detail to triage, but it is not a duplicate of the others.", + "best_issue_reason": "43611 is the best canonical issue candidate because it captures a general compatibility break with a clear code-path and likely wider impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Different bug classes: DAC latent/STE mismatch vs GraniteSpeech CI device-override failure." + "reason": "Different failures: Perceiver resolution/interpolation bug vs RT-DETR memory reclamation issue." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Perceiver resolution/interpolation failure vs RT-DETR memory leak; unrelated models and symptoms." + "reason": "Different code paths and symptoms; DAC forward/latents mismatch is unrelated to GraniteSpeech CI device override." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." + "reason": "One is a SwitchTransformers config bug, the other a Bamba torch.compile/SDPA runtime failure." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma mm_token_type_ids defaulting vs Qwen2.5-VL temporal rope indexing; different code paths." + "reason": "Both are multimodal-model issues, but one is missing default mm_token_type_ids and the other is a rope-index scaling bug." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert vs FP8/B200 inference failure; distinct hardware and failure mode." + "reason": "Different hardware/runtime failures with no shared concrete code-path." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different import regressions: fx helper removal vs missing falcon_mamba availability helper." + "reason": "Both touch import_utils availability helpers, but they are different symbols and different breakages." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent/STE mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." + "reason": "Unrelated model bugs: DAC latent reconstruction vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both are docs issues, but they cover different APIs and deprecations." + "reason": "Different vision-model issues: processor size mismatch vs mixed-precision loss crash." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Processor input-size mismatch vs mixed-precision CUDA crash; unrelated failures." + "reason": "Both are docs issues, but they reference different pipeline removals and different API behavior." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU-offload device mismatch vs qwen3_omni_moe length helper; different subsystems." + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length arithmetic." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Float16/CUDA crash vs missing auxiliary losses when denoising is off; unrelated." + "reason": "Detection training crash under AMP is not the same as missing auxiliary losses in D-FINE." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer config bug vs BigBird tokenizer special-token registration; different components." + "reason": "Different subsystems: SwitchTransformers config vs BigBird tokenizer special-token registration." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Feature-extractor center-arg crash vs Whisper empty-transcription generation bug." + "reason": "Feature extractor argument validation bug is unrelated to Whisper empty-transcription generation." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Specific missing flash-attention symbol vs generic torch 2.10 incompatibility; not the same bug." + "reason": "One is a missing flash-attention symbol import, the other is broad Torch 2.10 incompatibility." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different label-handling bugs in different code paths." + "reason": "Different label-handling layers: distributed metric gathering vs BEiT image processor reduction." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Composite multimodal config unwrap bug vs CLIP text-model structure inconsistency; unrelated." + "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size attribute errors." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "dtype/config state mismatch vs TimesFM window_size AttributeError; unrelated." + "reason": "Both involve model structure/config, but they are different composite-model compatibility problems." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures vs Trainer GPU broadcast NoneType error; different issues." + "reason": "Flash Attention 2 test failures are not the same as Trainer _gpu_broadcast_one NoneType errors." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch-missing import error vs MacOS bus error for community CLIP; unrelated." + "reason": "PyTorch-missing import error and MacOS bus error on CLIP are unrelated failures." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Quantized-cache max-length bug vs static-cache seq_length tensor arithmetic bug; different cache paths." + "reason": "SigLIP zero-probability outputs and RT-DETR memory cleanup are different bugs." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Siglip2 zero-probabilities issue vs RT-DETR memory leak; unrelated." + "reason": "Both are cache-related, but one is cache length policy and the other is device-tensor seq-length arithmetic in prefill." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Stale indexer cache on second forward vs device-tensor seq_length arithmetic in static cache; distinct cache bugs." + "reason": "Both mention cache, but one is a stale model indexer cache and the other is static-cache slice arithmetic." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer config bug vs Beit pretrained preset legacy-field load failure; unrelated." + "reason": "Different model families and different bugs: sparse-layer creation vs legacy-field loading failure." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Model-loading regression from base_model_prefix removal vs lm_head serialization inconsistency; different problems." + "reason": "Both are v5 model-loading/serialization regressions, but they affect different mechanisms and code paths." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 torch.jit import parsing issue vs qwen3_omni_moe helper behavior; unrelated." + "reason": "Python 3.13 torch.jit parsing error is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs GraniteSpeech stale device override test; unrelated." + "reason": "Bamba torch.compile/SDPA failure is unrelated to GraniteSpeech CI stale device override test." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "flash_attn import key error on Python 3.13 vs Windows ROCm torch.distributed import/type issue; distinct runtime causes." + "reason": "Different platform/import problems: flash_attn lookup on Python 3.13 vs Windows ROCm torch.distributed dependency." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Sparse-layer config bug vs qwen3_omni_moe feature-length helper; unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Sparse-layer config bug vs GraniteSpeech stale device override test; unrelated." + "reason": "Different model/runtime issues with no shared underlying defect." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import failures, but one is a flash-attention utility symbol regression and the other is a missing top-level API export." + "reason": "Missing flash-support symbol import is unrelated to HybridCache import failure." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Output mismatch between versions vs recurrent-state reset/cache bug; different model logic." + "reason": "SwitchTransformers config creation bug is unrelated to D-FINE auxiliary-loss handling." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Sparse-layer config bug vs D-FINE auxiliary-loss omission; unrelated." + "reason": "Different regressions: Pegasus output drift vs qwen3_5 recurrent state reset with cache." } ] }, @@ -9899,20 +9879,20 @@ "issue:34689|issue:35141", "issue:42490|issue:43854", "issue:44514|issue:44521", - "issue:29127|issue:32090", "issue:45588|issue:45859", + "issue:29127|issue:32090", "issue:39692|issue:43526", "issue:43606|issue:44857", "issue:43819|issue:44493", "issue:46431|issue:46566", "issue:28218|issue:32090", "issue:45310|issue:45478", - "issue:43720|issue:44112", "issue:39692|issue:44493", + "issue:43720|issue:44112", "issue:43701|issue:45083", "issue:44448|issue:44779", - "issue:26413|issue:31501", "issue:44206|issue:45823", + "issue:26413|issue:31501", "issue:45127|issue:45245", "issue:44617|issue:46697", "issue:45459|issue:46234", @@ -9923,124 +9903,124 @@ "issue:44857|issue:45072", "issue:27957|issue:34689" ], - "prepared_review_unit_hash": "41b1a36b06818989c73d73918605e33a064bb263b072cf62b7c1693271bc6d7a", + "prepared_review_unit_hash": "d1873001a26e65f8fab67f0314a5fad4d3e093d3ab6d2a441b53248dad13df9c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36093, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports; only one soft edge is a clear duplicate. No pull requests are present.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45310 is the earliest and clearest report of the Qwen3.5-Moe from_pretrained regression, and issue:45478 has the same title and appears to be a later duplicate.", + "summary": "This cluster is mostly a set of unrelated issue reports; there is one clear duplicate pair around the Qwen3.5 MoE `from_pretrained` regression. All other soft pairs look like distinct bugs or different layers of the stack, not mergeable duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the better canonical issue because it is the earlier report of the only clear duplicate pair and has the broader, cleaner title for the shared Qwen3.5 MoE `from_pretrained` failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue because it is the original report of the exact duplicate pair and captures the bug succinctly.", + "best_issue_reason": "Issue 45310 is the best issue to anchor the cluster since it is the clearest duplicate target among the items and represents the only exact same-bug pairing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different problems: embedding dtype drift during eval vs a pipeline error message about translation support." + "reason": "Different problems: embedding dtype drift during eval vs a pipeline error message regression about translation support." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat templating, but one crashes on tool-call assistant messages while the other is about continue_final_message behavior in mistral_common tokenizers." + "reason": "Both touch chat templating, but one is a crash with tool-call messages and the other is a mistral_common final-message continuation bug." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Separate code paths: model loading failure for Llama 3.2 Vision vs embedding reinitialization after resize when weights are untied." + "reason": "Unrelated bugs: Llama 3.2 Vision model loading failure vs output embedding reinitialization after resizing embeddings." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Unrelated: local path import warning with trailing slash vs a unit-test loading failure for GLM-4.7-Flash." + "reason": "Different load paths and symptoms: trailing-slash local path warning vs a specific GLM model unit-test loading failure." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same subsystem, different bug: batched chat_template crash with padding=False vs incorrect all-zero assistant masks for multimodal inputs." + "reason": "Same general API area, but distinct failures: batching with padding=False vs assistant mask generation for multimodal inputs." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Different layers entirely: LayoutLMv3 box error messaging vs Trainer _gpu_broadcast_one NoneType failure." + "reason": "Different code paths: flash_attention sink handling crash vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Both are model/runtime edge cases, but one is a flash-attention aux-state crash and the other is a CPU-offload rotary embedding issue." + "reason": "Completely different issues: LayoutLMv3 error messaging vs a Trainer `_gpu_broadcast_one` NoneType type error." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation example errors for SigLIP2 are not the same bug as BeitImageProcessorFast reduce_labels returning only one label." + "reason": "Different models and behaviors: SigLIP2 docs example errors vs BeitImageProcessorFast label reduction returning the wrong shape/value." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different failure modes: CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss." + "reason": "Different failures: CPU offload device mismatch in bark-small vs AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC from_latents/forward mismatch is unrelated to unexpected position-id keys across many models." + "reason": "DAC forward/latents mismatch is unrelated to the unexpected position-id key warnings." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Chat-template missing on a processor is unrelated to DiffusionGemma weights remaining on meta with device_map=auto." + "reason": "Different subsystems: missing chat template error vs DiffusionGemma weights staying on meta with device_map='auto'." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug is unrelated to the Trainer NoneType broadcast error." + "reason": "Tokenizer spacing bug is unrelated to the Trainer broadcast NoneType error." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Identical Qwen3.5-Moe from_pretrained regression reports; same bug and later report duplicates the earlier one." + "reason": "These are the same bug report: identical title, same Qwen3.5 MoE `from_pretrained` regression, and both describe the same loading failure." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Accelerate loading of packed BitNet weights is unrelated to a stale GraniteSpeech CI device-override test." + "reason": "Docs-example model/processor issues are unrelated to position-id key warnings across many models." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Doc/example failures for SigLIP2 are not the same as position-id key warnings across many models." + "reason": "Different bugs: accelerate loading of packed BitNet weights vs a stale CI test override in GraniteSpeech." }, { "left": "issue:43701", @@ -10052,49 +10032,49 @@ "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is Pegasus output divergence and the other is Deepseek tokenizer correctness." + "reason": "Both mention v5 regressions, but they affect different models and different failure modes (pegasus output vs Deepseek tokenizer)." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Resume-from-checkpoint epoch_iterator failure is unrelated to FineWeb SLM training not starting." + "reason": "Different model components and symptoms: feature extractor arg error vs device mismatch in Gemma4 PLE." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device placement during forward." + "reason": "The checkpoint resume crash and FineWeb training start failure are not the same underlying bug." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to a category-count limit error." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the categories > 2^24 runtime error." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image padding behavior." + "reason": "OOM in Sam3Video and over-padding in Swin2SR are unrelated issues." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error masking due to missing protobuf is unrelated to a missing import_utils availability helper." + "reason": "Tokenizer error masking from missing protobuf is unrelated to the missing import_utils availability helper." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType and MacOS CLIP bus error are different runtime issues." + "reason": "Different symptoms and platforms: Trainer broadcast NoneType error vs MacOS CLIP bus error." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + "reason": "Local-path import warning and tensor-parallel OOM during Qwen2 load are distinct bugs." }, { "left": "issue:43550", @@ -10106,25 +10086,25 @@ "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "D-FINE auxiliary-loss handling is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "Different detection-model training failures: missing auxiliary losses vs infeasible RTDetr cost matrix." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/AMP, but they affect different models and different failure sites." + "reason": "Distinct dtype-related bugs affecting different models and execution modes." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 Vision model-loading breakage." + "reason": "XLMRoberta Flash Attention 2 support is unrelated to the Llama 3.2 Vision model-loading regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only accepted soft edge is the clearly duplicated Qwen3.5-Moe from_pretrained report pair (identical title, later timestamp on 45478), and the remaining soft-edge rejections are conservative and consistent with the issue titles. The note that there are no PRs is also supported by the packet." + "feedback": "Grounded overall. The canonical duplicate pair 45310/45478 is well supported by identical titles and matching Qwen3.5 MoE from_pretrained failure, with 45310 correctly chosen as the earlier canonical issue. The remaining soft-edge rejections stay conservative and are generally justified by distinct titles/symptoms rather than overstated duplication claims." }, "evaluator_used": true, "retried": false, @@ -10204,11 +10184,11 @@ "issue:45290|issue:45381", "issue:29870|issue:33290", "issue:43257|issue:43299", - "issue:44448|issue:44977", "issue:37428|issue:42175", - "issue:44360|issue:44561", + "issue:44448|issue:44977", "issue:43278|issue:43381", "issue:44855|issue:46399", + "issue:44360|issue:44561", "issue:32090|issue:33290", "issue:45290|issue:46655", "issue:43927|issue:45698", @@ -10216,30 +10196,30 @@ "issue:40444|issue:43526", "issue:44977|issue:45229", "issue:42490|issue:43873", - "issue:43873|issue:45229", "issue:43381|issue:43701", - "issue:25251|issue:32090", + "issue:43873|issue:45229", "issue:46421|issue:46858", + "issue:25251|issue:32090", "issue:44448|issue:44466", "issue:44871|issue:44977", "issue:43976|issue:45440", "issue:29127|issue:34567", "issue:33357|issue:39692" ], - "prepared_review_unit_hash": "025b34f8e9ce839d3b90b9bde40ff5d1f234c5c8f3b7094605002e011c30f18d", + "prepared_review_unit_hash": "c8f33637aabafc3f41a49c9810428864d245fc315b0d105aa1a495938a807e6f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37000, + "serialized_chars": 36999, "estimated_input_tokens": 9250, "estimated_eval_tokens": 18756 }, @@ -10248,192 +10228,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated standalone issues. None of the soft-edge pairs look like the same underlying bug or change, so no duplicate merges are justified.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a credible canonical duplicate target here; the set spans many distinct bugs across different subsystems.", - "canonical_pr_reason": "No pull requests are present in this item set.", - "best_issue_reason": "No issue stands out as globally suitable for canonicalization because there is no coherent duplicate cluster.", - "best_pr_reason": "No pull requests are present in this item set.", + "summary": "This cluster is heterogeneous: the items cover unrelated model bugs, tokenizer regressions, cache/compile issues, trainer errors, and documentation/examples. None of the proposed soft edges look like the same underlying bug or change, so all are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue in the set: it describes a concrete v5 regression affecting multiple models and has the strongest cross-model impact, making it the best single issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue candidate because it is clearly described, affects several model families, and has broader user impact than the more narrowly scoped reports.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Both mention model-output anomalies, but one is about zero probabilities in SigLIP2 and the other about unexpected position-id keys; different symptoms and code paths." + "reason": "Different failures and likely different code paths: SigLIP2 zero probabilities vs unexpected position-id key handling." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both involve cache/generation behavior, but one is inconsistent chunked generation with compiled forward and the other is cache length handling for quantized cache; not the same bug." + "reason": "Both mention cache/generation, but one is about compiled forward output inconsistency while the other is about a cache config option only applying to quantized cache." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash-Attention test failures and embedding reinitialization after resize are unrelated issues in different parts of the stack." + "reason": "FlashAttention 2 test failures are unrelated to token embedding reinitialization after resizing." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate() hits an unbound decoder mask variable, while the Trainer issue is a NoneType broadcast error; different failure points." + "reason": "BART generate-time UnboundLocalError and Trainer `_gpu_broadcast_one` NoneType errors are unrelated bugs." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel raising an issue and GeneratorExp unsupported by torch.jit.script are unrelated model/export problems." + "reason": "German DistilBertModel failure and torch.jit GeneratorExp export failure are different model/runtime issues." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to undefined variables in the multimodal token counting video branch." + "reason": "BF16-to-FP32 dtype drift in eval is unrelated to an undefined-variable bug in multimodal token counting." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template crashes on tool-call assistant messages and Qwen2.5-VL video vision_position_ids are different multimodal bugs." + "reason": "Chat template crashes on tool-call messages are not the same bug as Qwen2.5-VL video vision_position_ids issues." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "A generate() mask initialization bug is not the same as Adafactor OOM under DeepSpeed." + "reason": "A generation-time UnboundLocalError is unrelated to Adafactor + DeepSpeed OOM." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is a v5 loading regression; not the same concrete defect." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are unrelated model-specific regressions." + "reason": "Both involve Qwen3 MoE, but one is about accelerated loading/conversion and the other about a version-specific load regression; not the same concrete bug." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "A missing flash-attention import symbol and TensorFlow being absent from a torch-only install are completely different packaging/runtime issues." + "reason": "Flash-attention import failure and missing TensorFlow in a torch install are unrelated packaging/runtime problems." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "A DSA indexer ReLU complaint and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are different model-specific regressions." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode dtype change and gradient-checkpointing restrictions in eval mode are different behaviors with different causes." + "reason": "Embedding dtype changes during evaluate are unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 torch.jit parsing/indentation failure is not the same as a missing decorator on Qwen3.5 rotary-pos-emb registration." + "reason": "Both involve decorator-related errors, but one is a Python 3.13 import/parser problem in DebertaV2Model and the other is a missing decorator registration issue for Qwen3.5 kernels." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer lacking ReLU is unrelated to removal of `is_torch_fx_available` breaking trust_remote_code models." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast failure and DeepSpeed Adafactor OOM are unrelated training failures." + "reason": "Trainer broadcast NoneType handling and Adafactor/DeepSpeed OOM are unrelated." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Assistant tool-call chat template crash and SmolVLM video padding miscalculation affect different code paths." + "reason": "Tool-call chat template crashes are unrelated to SmolVLM video padding miscalculation." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "One is custom token IDs lost across save/load; the other is the wrong custom module being loaded after save_pretrained; both are serialization bugs but not the same one." + "reason": "Saving/loading custom token IDs and loading the wrong custom module are both serialization issues, but they affect different parts of the load path and are not the same bug." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong token IDs across several models and return_tensors being ignored when text_kwargs is explicit are distinct tokenizer regressions." + "reason": "Wrong tokenizer IDs across several models is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure and BeitImageProcessorFast reduce_labels truncation are unrelated preprocessing issues." + "reason": "Multi-image Qwen2.5-VL finetuning failure and BEiT label reduction bug are unrelated processor/data-path issues." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different model/runtime problems." + "reason": "Flash-attention generation problems in Qwen3.5 are unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning with a trailing slash and offloading not working with quantization are not the same bug." + "reason": "Local-path import warning and quantization offloading behavior are different loading/runtime issues." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Quantization/offloading behavior and multi-GPU inference OOM are separate capacity/configuration issues." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume-from-checkpoint key mismatch." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training-state issues." + "reason": "Quantization offloading and Gemma4 multi-GPU OOM are different memory-management problems." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer broadcast errors are unrelated." + "reason": "Both involve cache/compile behavior, but one is about spurious recompilation from lazy cache init while the other is a device-tensor seq-length arithmetic bug in static cache." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Both involve cache/compile paths, but one is spurious recompilation from lazy cache init and the other is device-tensor seq-length arithmetic breaking static cache; not the same defect." + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast errors." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different output for Pegasus across versions and lm_head.weight serialization depending on device are separate regression classes." + "reason": "Pegasus output divergence and lm_head weight serialization inconsistency are distinct regression types." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma-3 EOS token config mismatch and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "A Python-version compatibility break and a DeepSeekV3MoE implementation divergence are different problems." + "reason": "Python version compatibility in Transformers and DeepseekV3MoE divergence are unrelated problems." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updates are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "A MacOS bus error on a community CLIP model and SigLIP2 documentation example errors do not describe the same underlying bug." + "reason": "MacOS bus error in a pretrained CLIP model and SigLIP2 docs-example errors are not the same underlying issue." } ] }, @@ -10472,7 +10452,6 @@ "issue:43278", "issue:43381", "issue:43412", - "issue:43526", "issue:43575", "issue:43611", "issue:43653", @@ -10496,25 +10475,26 @@ "issue:45372", "issue:45412", "issue:45440", + "issue:45459", "issue:45491", "issue:45563", "issue:45588", "issue:45593", + "issue:45712", "issue:45803", "issue:45823", "issue:46121", - "issue:46693", - "issue:47217" + "issue:46693" ], "soft_pairs": [ "issue:43278|issue:43575", "issue:44561|issue:44779", "issue:44361|issue:45198", - "issue:44568|issue:45491", "issue:44186|issue:45198", + "issue:44568|issue:45491", "issue:41720|issue:45229", - "issue:45588|issue:45823", "issue:44977|issue:45563", + "issue:45588|issue:45823", "issue:45198|issue:45803", "issue:43611|issue:46121", "issue:29870|issue:34689", @@ -10532,220 +10512,220 @@ "issue:45491|issue:46693", "issue:43065|issue:45412", "issue:29127|issue:35141", - "issue:45372|issue:45588", "issue:45245|issue:45563", "issue:43412|issue:45588", + "issue:45372|issue:45588", "issue:45440|issue:45593", - "issue:43526|issue:47217" + "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "ce52625d34cf21d5e80369d89b9674311a8e19fe7691fa9380381a2be6d248a6", + "prepared_review_unit_hash": "cf97990c92cfca2e30c02f4d7e19e6ffd1178d6dbb05603005e656b58cc10c0c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36720, - "estimated_input_tokens": 9180, - "estimated_eval_tokens": 18616 + "serialized_chars": 36783, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of loosely related Transformers issues with only superficial topic overlap. None of the soft pairs look like the same underlying bug or change, so all should stay separate. There are no PRs in the set.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the soft pairs are mostly unrelated bugs that merely share broad themes like tokenizers, generation, or model loading. I did not find any convincing duplicate pair to merge.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the cluster spans many distinct bugs across unrelated components, and none of the soft pairs look like the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45198 is a concrete, reproducible bug report with specific failure modes and is among the more actionable items, but it is not a true duplicate hub for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Different failures: dtype drift during evaluation vs tensor-parallel OOM on a large Qwen model." + "reason": "Different problems: embedding dtype drift in eval vs tensor-parallel OOM while loading Qwen2-57B." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Unrelated code paths: removed helper breaking trust_remote_code vs DeepSeek tokenizer output regression." + "reason": "Both are v5 regressions, but they affect different code paths: trust_remote_code import breakage vs DeepSeek tokenizer correctness." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer-related, but they affect different models and different failure modes." + "reason": "Different tokenizers/models and different failure modes: MLuke task AttributeError vs Wav2Vec2 save/tokenization failure." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings in sliding-window attention." + "reason": "LayoutLMv2 NER padding crash and Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Different tokenizers and bugs: LayoutLMv2 NER padding/crash vs Wav2Vec2 save/tokenization failure." + "reason": "Tokenizer special-token regression vs Gemma3 NaN embeddings; not the same bug." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are inference/GPU issues, but one is cudaErrorAssert from device mapping and the other is OOM." + "reason": "Both are model-loading/runtime issues, but one is cudaErrorAssert with Qwen3 auto-device-map and the other is multi-GPU OOM for Gemma4." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Different bugs: flash-attention integration crash vs Gemma4 device placement mismatch." + "reason": "Flash-attention generation regression and a stale warning in paged generate() are different defects." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Generation-related only at a very broad level; one is incorrect generation, the other is a stale warning." + "reason": "Flash-attention integration AttributeError and Gemma4 PLE device mismatch are distinct code paths." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Both touch preprocessing, but a save/tokenization failure is not the same as a bare-except bug." + "reason": "Wav2Vec2 save/tokenization failures are not the same as Fuyu's bare-except error swallowing." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "No shared code path; model-loading base_model_prefix breakage is unrelated to rope-parameter conversion." + "reason": "base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate() unbound variable and Llama 3.2 vision loading are unrelated regressions." + "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are different issues." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "FlashAttention test failures do not match void-segmentation-map processing failure." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to recurrent-state reset in modular_qwen3_5." + "reason": "BigBirdTokenizer special-token bug vs Qwen3.5 recurrent-state reset bug; no shared underlying defect." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Different regressions in different components: image feature extractor arg handling vs video input routing." + "reason": "Unsupported center argument in LaSrFeatureExtractor and video-input regression in Qwen VL models are different bugs." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both are model-implementation discrepancies, but for different models and different mechanisms." + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are separate model implementation problems." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Mask-token decode bug is unrelated to AutoTokenizer failing to load a speech tokenizer." + "reason": "BigBirdTokenizer decode issue and FastSpeech2ConformerTokenizer load failure do not match." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Quantization is the broad theme, but one is FP8 config failure and the other is quantized saving failure." + "reason": "Different quantization-related bugs: FP8 config failure vs quantized model saving failure." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Large-model OOM and resume_from_checkpoint key mismatch are unrelated." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check is a different subsystem than Wav2Vec2 tokenization/save failures." + "reason": "torch.export export failure with torch_compilable_check is not the same as Wav2Vec2 tokenization/save failure." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and a MacOS CLIP bus error are clearly different issues." + "reason": "LayoutLMv3 error-message clarity issue and MacOS bus error on CLIP are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning has no relation to gradient checkpointing in eval mode." + "reason": "Local-path import warning and gradient-checkpointing-in-eval mode bug are different issues." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy conv and SigLIP2 nonsensical outputs are different model problems." + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical AutoModel/pipeline output." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both involve attention/generation performance, but one is NaNs and the other is a speed regression." + "reason": "Gemma3 NaN embeddings with mixed-length batching is not the same as FA2 long-context performance regression." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "One is a dummy layer in Sam3PixelDecoder; the other is a memory-lifecycle leak in RT-DETR." + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory leak are different bugs." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Clarity of an error message is unrelated to embedding reinitialization after resize." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 processor import error and flash-attention s_aux=None crash are unrelated." + "reason": "LayoutLMv3 box-info error handling and embedding reinitialization after resize are unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit error has nothing to do with a stale warning in paged generate()." + "reason": "Category-count limit error and stale num_return_sequences warning are not the same defect." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export support issues are unrelated to flash-attention runtime crashing on missing s_aux." + "reason": "Gemma3n export failure and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "ReasoningEffort import breakage in Gemma 4 processor loading is distinct from the flash_attention AttributeError." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Different model families and different bugs: DeepSeek implementation divergence vs missing auxiliary losses." + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different model-specific bugs." }, { - "left": "issue:43526", - "right": "issue:47217", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Image-label reduction bug is unrelated to VL placeholder handling in user text." + "reason": "Tokenizer protobuf error handling and dummy class cleanup are unrelated repository issues." } ] }, @@ -10807,7 +10787,6 @@ "issue:45459", "issue:45491", "issue:45588", - "issue:45712", "issue:45834", "issue:46121", "issue:46369", @@ -10815,15 +10794,16 @@ "issue:46640", "issue:46693", "issue:46701", - "issue:46821" + "issue:46821", + "issue:47217" ], "soft_pairs": [ - "issue:45459|issue:45712", - "issue:45406|issue:46701", + "issue:43526|issue:47217", "issue:43575|issue:44387", + "issue:45406|issue:46701", "issue:43066|issue:44462", - "issue:43421|issue:45491", "issue:43994|issue:45412", + "issue:43421|issue:45491", "issue:45372|issue:45406", "issue:45412|issue:46369", "issue:44442|issue:45072", @@ -10836,9 +10816,9 @@ "issue:43824|issue:44279", "issue:43526|issue:46693", "issue:44857|issue:45588", + "issue:43334|issue:43531", "issue:45250|issue:46640", "issue:43994|issue:46369", - "issue:43334|issue:43531", "issue:42915|issue:43931", "issue:43381|issue:43873", "issue:45588|issue:46821", @@ -10848,208 +10828,208 @@ "issue:44977|issue:45245", "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "e3f3309258e4c137d954bc8b7d070a4230845aa97e19d2758af9c5bb83ce3239", + "prepared_review_unit_hash": "cecf699d36b8999604d24fcc21c188d69059a2d0d78bdc383e572958c03f1e62", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35677, - "estimated_input_tokens": 8920, - "estimated_eval_tokens": 18096 + "serialized_chars": 35622, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated model families, tokenizer/processor bugs, memory/OOM reports, and FlashAttention/quantization regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "summary": "These items are a heterogeneous mix of unrelated bugs and feature reports. The soft links are mostly superficial keyword overlap (for example, Flash Attention, OOM, tokenizer, or Qwen/VL mentions) rather than the same concrete defect, so I would not merge any of them as duplicates.", "confidence": 0.96, - "canonical_issue_reason": "issue:46693 is the strongest representative to anchor on if one must be chosen: it is a concrete, high-activity FlashAttention 2 regression with clear user impact and a specific repro/regression window.", + "canonical_issue_reason": "No canonical issue stands out: the set is not a single duplicate cluster, and the soft-linked issues describe different code paths and failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 has the best mix of specificity, impact, and discussion signal; it reads like a well-scoped regression rather than a vague or model-specific one-off.", + "best_issue_reason": "No strong global best issue exists because the cluster is heterogeneous; any one issue would be a poor representative for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43526", + "right": "issue:47217", "accept": false, - "reason": "Tokenizer error masking with missing protobuf and leftover dummy classes are different problems in different code paths." + "reason": "Different products and failures: BeitImageProcessorFast label reduction vs VL image-placeholder handling." }, { - "left": "issue:45406", - "right": "issue:46701", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Gemma4 processor attribute failure and DiffusionGemma pipeline failure are distinct bugs, not one shared underlying fix." + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory growth; not the same bug." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory reservation regression." + "reason": "Gemma4 processor attribute error is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are separate tokenizer-loading issues." + "reason": "Tokenizer decoder-type mismatch in v5 is a different issue from ignoring tokenizer.json during AutoTokenizer load." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Runtime special-token post-processing and Gemma3 NaNs under sliding-window attention are unrelated." + "reason": "Model misbehavior with AutoModel/pipeline is unrelated to RT-DETR memory being retained after deletion." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Siglip2 bad outputs and RT-DETR memory not being released are different failure modes in different subsystems." + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 sliding-window NaN embeddings." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 import dependency failure and Gemma4Processor missing _tokenizer are separate loading bugs." + "reason": "Both involve Gemma4 loading, but one is an external import error and the other is a missing processor attribute; different fixes." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "A garbage-collection leak in RT-DETR is unrelated to a SAM3-litetext memory overflow." + "reason": "RT-DETR garbage-collection memory leak and sam3-litetext memory overflow are different model-specific issues." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2 tokenizer loading and bfloat16 dtype mismatches are unrelated." + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in inference are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "One is a Gemma4 dependency import breakage; the other is tokenizer exception masking when protobuf is absent." + "reason": "Importing ReasoningEffort from mistral_common is unrelated to tokenizer error masking when protobuf is absent." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "FlashAttention2 support for XLMRoberta and a DeepSpeed Adafactor OOM are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "FA2 support for XLMRoberta and a LayoutLMv3 error-message clarity issue do not describe the same bug." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 box-validation messaging." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index errors are different image-processing bugs." + "reason": "Beit image label handling and Kosmos2.5 OCR index errors are different code paths." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision model loading failure are separate load/memory issues." + "reason": "Optimizer OOM in DeepSpeed is unrelated to Llama 3.2 vision model-loading breakage." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM and embedding reinitialization during post_init are unrelated." + "reason": "DeepSpeed/Adafactor OOM and token-embedding resize reinitialization are different bugs." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A specific Qwen2.5-VL import error is not the same as a generic dependency issue title with no matching concrete failure." + "reason": "Missing Qwen2.5-VL import is not the same as a generic dependency issue with transformers." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Label-array reduction and a FlashAttention 2 performance regression are unrelated." + "reason": "Label-reduction logic in BeitImageProcessorFast is unrelated to FA2 long-context performance regression." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDETR AMP crash and a flash_attention.py s_aux=None AttributeError are different code paths and symptoms." + "reason": "AMP/CUDA loss crash in LwDetrImageLoss is unrelated to sink-less flash-attention attribute handling." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL loading is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "A broad Flash Attention 2 topic and a specific Flash Attention 2 issue title are too vague to treat as the same concrete bug." + "reason": "Both are generic Flash Attention 2 reports, but the titles are too broad to establish the same concrete bug." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Siglip2 nonsense outputs and SAM3-litetext memory overflow are unrelated." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding-window behavior are distinct model bugs." + "reason": "Siglip2 pipeline output problems and sam3-litetext memory overflow are different issues." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are unrelated." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL shape mismatch are separate loading problems." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different issues." + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior do not describe the same bug." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash attention sink-less crash and TimesFM window_size AttributeError are unrelated." + "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "A rope-validation TypeError from a JSON list and a missing decorator during rotary-pos-emb registration are different root causes." + "reason": "RoPE validation TypeError from JSON-loaded lists is unrelated to the Qwen3.5 kernel registration error." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched chat template padding crash and incorrect video vision_position_ids in Qwen2.5-VL are separate processor bugs." + "reason": "Both are Qwen2.5-VL issues, but batched chat-template padding crashes and video vision_position_ids are different failures." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General custom-model init breakage in Transformers 5.0 and a patchtsmixer post_init rule change are not the same concrete failure." + "reason": "Generic custom-model initialization breakage and patchtsmixer post_init policy are not the same concrete problem." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems and a categories-limit runtime error are unrelated." + "reason": "Flash-attention generation issues and the 2^24 category limit error are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3_5 recurrent-state reset with cache and Whisper batch_decode skipping special tokens are different processor/model behaviors." + "reason": "Qwen3 recurrent-state reset behavior and Whisper batch_decode special-token handling are different code paths." } ] }, @@ -11138,8 +11118,8 @@ "issue:44062|issue:45907", "issue:43643|issue:44913", "issue:44855|issue:45137", - "issue:45325|issue:46697", "issue:43316|issue:45759", + "issue:45325|issue:46697", "issue:43749|issue:43931", "issue:44987|issue:46178", "issue:44190|issue:44496", @@ -11148,199 +11128,199 @@ "issue:42617|issue:43575", "issue:43550|issue:43701", "issue:44442|issue:45803", - "issue:43232|issue:43388", - "issue:43575|issue:43742" + "issue:43575|issue:43742", + "issue:43232|issue:43388" ], - "prepared_review_unit_hash": "a38e3330939bfb9a9ec0bb4af49d35418732f52bf7dc74c1464d5eb1fd450590", + "prepared_review_unit_hash": "dcb0480b124b6c0c150c582b228c3d3a40510f8412b34902dc4f693a42cfcb12", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35991, - "estimated_input_tokens": 8998, - "estimated_eval_tokens": 18252 + "serialized_chars": 35994, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a heterogeneous mix of unrelated issue reports across models, loading, generation, preprocessing, and backend availability. None of the soft pairs look like the same underlying bug, so no duplicate merges are justified.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43749 has the strongest centrality in this mixed set (high discussion activity and inbound references) and is a concrete regression, so it is the best anchor even though the cluster is not a true duplicate group.", + "summary": "This is not a coherent duplicate cluster: it mixes unrelated issues spanning loading, generation, training, backend imports, docs, and model-specific regressions. All soft links are superficial and should be rejected. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43873 is the closest anchor because it has the most discussion and inbound references, but the cluster is too heterogeneous to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "43749 is the most salient/high-signal issue here: broad impact, active discussion, and external references make it the best representative issue among otherwise unrelated reports.", + "best_issue_reason": "43873 is the most active/open report and the strongest representative issue in this set, even though it does not actually unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different models and different failures: CLIPVision hidden_states regression vs Qwen3.5 MoE rotary embedding/offload compatibility." + "reason": "Different models and code paths: CLIPVision hidden-state regression vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Both are model/component failures, but they affect unrelated code paths: tokenizer loading vs Perceiver image-size interpolation." + "reason": "Tokenizer loading failure and Perceiver image-classification padding bug are unrelated subsystems." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both involve audio-related code, but one is a chat-template sampling-rate default and the other is a feature extractor argument crash." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is an unsupported feature-extractor argument." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Completely different subsystems: local-path import warning vs recurrent-state handling in Qwen3.5 with cache." + "reason": "Local-path import warning and Qwen recurrent-state reset are different problems with different code paths." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Unrelated loading bugs in different areas: BitNet accelerate loading vs FastSpeech2Conformer tokenizer auto-loading." + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing on a tokenizer class." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Different model families and error modes: XLM-R Flash Attention 2 support vs BART generate() decoder mask assignment bug." + "reason": "XLM-R Flash Attention 2 support and BART generate mask initialization are separate bugs." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Both are backend/import-availability issues, but they target different missing backends and different code paths." + "reason": "Package extra/backend installation issue does not match a missing import_utils availability flag." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "No shared underlying bug: one is a model post_init API restriction, the other is a video-input regression across Qwen VL variants." + "reason": "PatchTSMixer post_init contract and Qwen video-input regression are different model/features." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Different bugs: unsafe sys.modules access in modeling_utils vs divergence in DeepseekV3MoE implementation." + "reason": "sys.modules access safety is unrelated to DeepSeekV3MoE behavioral divergence." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Different domains: SigLIP2 implementation mismatch vs outdated docs referencing pipeline()." + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline APIs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API mismatches, but for different models and different missing fields; not the same bug." + "reason": "Both are config API issues, but they affect different models and different missing fields." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading behavior and Gemma eos_token_id inconsistency are unrelated issues." + "reason": "Quantized offloading failure and Gemma eos_token_id inconsistency are unrelated." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Token construction bug vs Hub API forwarding bug; no shared code-path or failure mode." + "reason": "AddedToken construction bug and Hub revision forwarding are different utility-layer problems." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both concern config persistence, but one is missing fields with trust_remote_code and the other is rotary_pct not round-tripping." + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload regression are different mechanisms." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Completely unrelated: Python 3.13 JIT parsing/indentation error vs DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Both touch vision/image preprocessing, but they are separate model-specific bugs with different scaling/padding logic." + "reason": "Gemma3TextConfig API discrepancy is not the same as Qwen composite config unwrapping in from_config." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Related only at a very high level (composite config handling), but the affected models and failure details differ." + "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are different preprocessing bugs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Both are loading-related, but one is FSDP CPU RAM-efficient loading and the other is a Qwen3-VL shape-mismatch load error." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different load failures." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Different problem classes: model loading regression vs backend mapping/import definition error." + "reason": "Model loading regression and missing BACKENDS_MAPPING entry for tensorflow_text are different issues." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading in a training script is unrelated to an unrecognized model/config loading error." + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config missing model_type." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both involve model loading/saving, but one is a shape mismatch on load and the other is a bad save_pretrained checkpoint regression." + "reason": "One is a load-time shape mismatch; the other is a save_pretrained checkpoint regression." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to CPU-vs-CUDA inference/output divergence." + "reason": "resume_from_checkpoint key mismatch and CPU/CUDA output divergence are not the same bug." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3D parallel script failure and Qwen2-57B-A14B OOM with tensor parallel are different issues." + "reason": "3d_parallel.py execution failure and Qwen2 tp OOM are different symptoms and code paths." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile/SDPA failure for Bamba is unrelated to checkpoint key mismatch on resume." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer auto-loading and Fuyu tensor conversion exception handling are distinct code paths and bugs." + "reason": "Tokenizer loading failure and bare-except error swallowing in FuyuBatchFeature are unrelated." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Different generation/training utilities: sync_gpus model_kwargs update bug vs gather_for_metrics dropping tuple labels." + "reason": "Large-model tensor-parallel OOM and MobileLLM key error are different loading bugs." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Both are model-loading failures, but one is OOM from tensor parallelism and the other is a key error on a different model." + "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are different training/runtime paths." } ] }, @@ -11414,8 +11394,8 @@ "issue:47217" ], "soft_pairs": [ - "issue:43761|issue:44079", "issue:27957|issue:32090", + "issue:43761|issue:44079", "issue:43606|issue:43701", "issue:43761|issue:44188", "issue:25251|issue:28282", @@ -11439,23 +11419,23 @@ "issue:43404|issue:43441", "issue:44242|issue:46894", "issue:43540|issue:44514", - "issue:45381|issue:47217", - "issue:43572|issue:46178" + "issue:43572|issue:46178", + "issue:45381|issue:47217" ], - "prepared_review_unit_hash": "197491e7ff3d9f252a9e445934c5f1b50181157c22abd8d090cd0081ffd78d13", + "prepared_review_unit_hash": "4fc74ac38160fd6364560dfb4a11e7c832d977ab67634799eee6ba8761b8453d", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35720, + "serialized_chars": 35717, "estimated_input_tokens": 8930, "estimated_eval_tokens": 18116 }, @@ -11464,174 +11444,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated issue reports; I did not find any soft pair that looks like the same underlying bug/change. The best representative issue is the open multimodal chat-template bug (#44521), but only as a canonical placeholder, not as a duplicate anchor.", - "confidence": 0.83, - "canonical_issue_reason": "#44521 is the clearest, most broadly referenced issue in the set and has the strongest duplicate-triage signal (open, multiple inbound refs, active discussion).", + "summary": "Mostly unrelated Transformers issues grouped by broad topical similarity. I don\u2019t see any soft pair that is clearly the same underlying bug/change, though a few are loosely related around multimodal or save/load behavior.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #44521 is the strongest representative to anchor the cluster because it has the broadest multimodal/chat-template framing and the most surrounding user interest (inbound refs/discussion) among the issues here.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best single representative issue if one must be chosen; it is well-scoped and has the strongest evidence of being a live, reusable bug report.", + "best_issue_reason": "#44521 is the best issue to represent the cluster\u2019s closest recurring theme: multimodal template/processing regressions. It is also active and externally referenced.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Different bugs: CLIPVisionModel hidden_states regression vs ModelOutput key assignment when prior value was None." + "reason": "Different failures: Flash Attention support for XLM-Roberta vs Trainer GPU broadcast NoneType error." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "One is XLMRoberta/FlashAttention-2 support, the other is a Trainer broadcast TypeError with NoneType." + "reason": "One is a CLIPVisionModel output regression; the other is a generic ModelOutput key-assignment bug." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated failure modes." + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated code paths." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different code paths: CLIPVisionModel output regression vs torch.compile attention-kernel branching divergence." + "reason": "Hidden_states output regression vs attention-kernel divergence under torch.compile are different bugs." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape bug is unrelated to AutoModel importing without PyTorch installed." + "reason": "Pipeline top_k nesting bug is unrelated to an AutoModel PyTorch import error." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism output-field mixup and Gemma4 quantized dtype-casting are different model-specific bugs." + "reason": "VideoPrism hidden_states mix-up and Gemma4 quantized dtype casting are separate model-specific issues." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." + "reason": "Both involve save/load, but one is dequantized-model saving and the other is wrong custom-module loading." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression with images is unrelated to Gemma3 eos_token_id configuration mismatch." + "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id config mismatch." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 is not the same as an onnx import error." + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Different regressions: processor.tokenizer/image handling vs pipeline translation-task error messaging." + "reason": "Custom processor/tokenizer regression is not the same as a pipeline translation error message issue." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are separate issues." + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription failure are different model behaviors." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal chat-template issues, but assistant_masks being all-zero and image-placeholder placement failures are distinct bugs." + "reason": "Both are multimodal, but assistant_mask generation and image-placeholder-in-user-text failures are not clearly the same bug." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils symbol and kernels version/revision import failure are different import-time problems." + "reason": "Missing availability helper and kernels package import failure are unrelated import issues." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral image-preprocessor dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Config API mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Config API mismatch and TimesFM window_size AttributeError are different issues." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Generic custom-model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Custom model initialization regression and GPTNeoX rotary_pct reload bug do not share the same root cause." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init contract change and non-persistent-buffer junk are different v5 regressions." + "reason": "Optional post_init policy and non-persistent buffer junk are separate v5 regressions." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is not the same as lazy cache init causing recompilation." + "reason": "Compiled-forward generation inconsistency and chunked-prefill recompilation are different chunking/compilation problems." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading breakage and unrecognized-model/config.json errors are different from_pretrained failures." + "reason": "gguf_file handling bug is not the same as missing model_type in config.json." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token configuration mismatch is unrelated to sinq quantized save/load breakage." + "reason": "Gemma-3 token config mismatch and sinq save/load breakage are unrelated." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare-except swallowing errors in FuyuBatchFeature is unrelated to importing Trainer when datasets is installed." + "reason": "Bare except in tensor conversion and Trainer import failing with datasets installed are not the same bug." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus test failure are different model/test issues." + "reason": "ESM2 breakage and janus generate_images test failure are unrelated model-specific issues." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is not the same as Ministral-3 FlashAttention failure." + "reason": "Mistral3 lm_head tying bug and Ministral FlashAttention failure affect different code paths." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Load-balancing-loss omission and ASR training double-shift bug are different MoE/training issues." + "reason": "Missing load-balancing loss and CohereASR double-shift training loss are distinct Mixture-of-Experts/training bugs." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to batched apply_chat_template padding behavior." + "reason": "Qwen3OmniMoe video-input error and Qwen2_5_VLProcessor batched chat-template crash are different multimodal paths." }, { - "left": "issue:45381", - "right": "issue:47217", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Wrong vision_position_ids for Qwen2.5-VL video input is not the same as image-placeholder-in-user-text failures." + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:45381", + "right": "issue:47217", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx and missing backend mapping for tensorflow_text are unrelated config/import issues." + "reason": "Video vision_position_ids bug and image-placeholder-in-user-text failure are both VL-related but not the same concrete defect." } ] }, @@ -11707,215 +11687,215 @@ "soft_pairs": [ "issue:45632|issue:46424", "issue:43065|issue:44617", - "issue:45542|issue:46234", "issue:44610|issue:46369", + "issue:45542|issue:46234", "issue:43504|issue:45698", - "issue:44792|issue:45600", "issue:44792|issue:44977", + "issue:44792|issue:45600", "issue:43352|issue:46640", "issue:45803|issue:46170", "issue:43650|issue:46202", "issue:44479|issue:47217", "issue:43525|issue:43531", - "issue:45127|issue:45200", "issue:44534|issue:44913", - "issue:41950|issue:43475", + "issue:45127|issue:45200", "issue:35141|issue:42490", + "issue:41950|issue:43475", "issue:43673|issue:44743", - "issue:43388|issue:43688", "issue:44190|issue:44964", + "issue:43388|issue:43688", "issue:46693|issue:47217", "issue:44855|issue:45588", "issue:44792|issue:45405", "issue:29870|issue:35141", - "issue:44869|issue:46832", "issue:43827|issue:43994", + "issue:44869|issue:46832", "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "9c435231e7825b542f2af2bfcfc7036788cb1ab0e2119053b46180f9d2ea690a", + "prepared_review_unit_hash": "6e30254ff2da6cf5465c8ac2032fc721eb34447eac014e9b7745c1686acef7bb", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35607, - "estimated_input_tokens": 8902, - "estimated_eval_tokens": 18060 + "serialized_chars": 35610, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a heterogeneous mix of unrelated bug reports. None of the soft pairs look like the same underlying issue, so no duplicate clusters should be merged here.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits: the items span many unrelated subsystems and bug types, and the soft pairs do not point to one shared root cause.", + "summary": "This cluster is a collection of unrelated issues across model loading, generation, vision pipelines, Flash Attention, caching, docs, and serving. The soft pairs only share broad subsystem keywords; none look like the same underlying defect, so no duplicate merges are warranted.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items do not form a single duplicate set, and the soft pairs are only loosely related by subsystem rather than by the same concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is appropriate because this is not a coherent duplicate cluster; each report concerns a different failure mode or feature area.", + "best_issue_reason": "No global best issue candidate: there is no shared underlying problem to anchor the cluster, so any single issue would be an arbitrary representative rather than a true canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Different cache bugs: local-model path collision vs max_cache_length behavior." + "reason": "Both mention cache, but one is a local-model path collision in trust_remote_code and the other is max_cache_length handling for quantized cache; different bugs." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Different SAM3 problems: dummy Conv2d implementation vs video OOM." + "reason": "Sam3PixelDecoder dummy conv and Sam3Video OOM are unrelated failure modes; same model family is not enough." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Unrelated import/backend issues; one is TensorFlow backend detection, the other a missing import utility symbol." + "reason": "OmDet-Turbo processor size mismatch and Sam3-LiteText memory overflow are different models and different code paths." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Different model/input issues: processor image size mismatch vs memory overflow." + "reason": "TensorBoard/TF backend import behavior and a missing transformers import_utils symbol are unrelated." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field load failure is unrelated to wrong custom-module loading after save/load." + "reason": "Both involve loading/saving, but one is a legacy preset field for BEiT and the other is wrong custom-module resolution after save_pretrained." }, { "left": "issue:44792", - "right": "issue:45600", + "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and removed Sam3LiteText auto-mapping are different problems." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different models and symptoms." }, { "left": "issue:44792", - "right": "issue:44977", + "right": "issue:45600", "accept": false, - "reason": "Different Qwen/Janus behaviors; one is a test failure, the other a flash-attention generation bug." + "reason": "A Janus test regression and Sam3LiteText auto_mappings CI break are separate model-specific issues." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Generic FA2 support issue vs a specific model-not-supported error; not the same root cause." + "reason": "One is a specific model not supporting FA2 yet; the other is a generic Flash Attention 2 issue with no evidence it is the same defect." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing interrupts is unrelated to Windows/ROCm torch.distributed import failures." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Windows/ROCm import failures from torch.distributed dependencies." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The first is not a technical bug report, the second is a Gemma pipeline roundtrip issue." + "reason": "A vague request to add data and a Gemma pipeline roundtrip bug are not the same underlying issue." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Different multimodal regressions: Qwen VL video input handling vs image-placeholder-in-user-text parsing." + "reason": "Video-input regression in several VL models and image-placeholder failures in user text are different modalities and likely different bugs." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4 missing pad_token_id and Qwen3-MoE sliding_window are unrelated config bugs." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA/extended-vocab collapse differs from Gemma4 mm_token_type_ids defaulting." + "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk differs from GPTNeoX rotary_pct reload behavior." + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload regression do not describe the same bug." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Video-classification processor mismatch is unrelated to SAM3 vision encoder missing attribute." + "reason": "LoRA/extended-vocabulary collapse with tied embeddings and Gemma4 mm_token_type_ids defaults are different training/config issues." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinit bug is unrelated to slash-path import warning." + "reason": "Embedding reinitialization after resize and local-path trailing-slash import warnings are unrelated." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Both mention cache, but they affect different code paths and model behaviors; not the same bug." + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput are different problems." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Metric label truncation and auxiliary-loss normalization are distinct training/eval issues." + "reason": "Both mention cache, but one is a missing GenerationMixin cache in v5 chunked_prefill and the other is recurrent state reset in modular_qwen3_5.py; not the same defect." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Dataset loading failure and Phi-4 multimodal model loading failure are unrelated." + "reason": "Local dataset loading in an example script and loading a multimodal pretrained model are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Label truncation in gather_for_metrics and auxiliary-loss normalization are distinct training/evaluation bugs." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "Flash-Attention long-context regression is unrelated to image-placeholder parsing in VL models." + "reason": "FA2 long-context performance regression and image-placeholder handling in VL models are different issues." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 torch.jit parsing issue is unrelated to flash_attention s_aux=None crash." + "reason": "Python 3.13 import parsing failure in DebertaV2Model and a flash_attention AttributeError on sink-less models are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failed janus image-generation test is unrelated to an unreleased PEFT version bump." + "reason": "A Janus model test failure and an unreleased peft version bump are not the same bug." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Bart generate() unbound local error and embedding reinitialization are different model bugs." + "reason": "BART generate() UnboundLocalError and output-embedding reinitialization after resizing embeddings are separate code paths." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Whisper timestamp decoding crash and RT-DETR feature-level TypeError are unrelated." + "reason": "Docs still referencing pipeline() and a SIGLIP2 inference issue with AutoModel/pipeline are different artifacts." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Docs referencing removed pipeline APIs is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated model bugs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different failures." + "reason": "Serve KV-cache continuation indexing and Gemma4Processor missing _tokenizer are different server-side failures." } ] }, @@ -11999,8 +11979,8 @@ "issue:44617|issue:45584", "issue:44077|issue:44877", "issue:44242|issue:46897", - "issue:43550|issue:44190", "issue:45563|issue:45584", + "issue:43550|issue:44190", "issue:45381|issue:46369", "issue:41720|issue:45245", "issue:44933|issue:45362", @@ -12011,20 +11991,20 @@ "issue:44479|issue:44734", "issue:45381|issue:46655", "issue:45588|issue:47013", - "issue:43295|issue:45276", "issue:44617|issue:46369", + "issue:43295|issue:45276", "issue:39692|issue:44190", "issue:45127|issue:45357", "issue:44464|issue:45563" ], - "prepared_review_unit_hash": "aa6359ff400c100ced7d78dbc29fa988fdc299f4443c0f82dbedb6e1a4416bd1", + "prepared_review_unit_hash": "796aed2cd5b7ea1f75e7a40f7fce909ff520f847c3624f838f55d1d9c3c9784c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, @@ -12039,180 +12019,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a collection of largely unrelated issue reports; none of the soft pairs look like true duplicates of the same bug. I would anchor the cluster on the broad core-regression report about non-persistent buffers being filled with junk.", - "confidence": 0.93, - "canonical_issue_reason": "issue #43644 is the broadest, most cross-cutting regression here and is a better cluster anchor than the many narrow model-specific reports.", + "summary": "This cluster is mostly a loose lexical grouping of unrelated issues; the soft pairs share broad subsystem words but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out: the items cover many unrelated regressions and feature bugs, so a representative duplicate target is not justified.", "canonical_pr_reason": null, - "best_issue_reason": "#43644 is the most generally applicable infrastructure-level bug in the set, so it is the best single issue to represent the cluster.", + "best_issue_reason": "No issue is a strong global representative for the cluster; the titles are too heterogeneous for one canonical duplicate to make sense.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both concern trust_remote_code caching, but one is a leaf-directory collision and the other is a cache FileNotFoundError; different failure modes." + "reason": "Both mention trust_remote_code/cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading; different failure modes and fixes." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Unrelated bugs: a category-count runtime error vs. a static-cache/tensor-slice issue under torch.compile." + "reason": "These are unrelated: category-cardinality limits in preprocessing vs cache.get_seq_length returning a device tensor and breaking slice arithmetic." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Core buffer initialization regression vs. GPTNeoXConfig round-trip losing rotary_pct; different code paths." + "reason": "Non-persistent buffer junk initialization is a runtime state bug; rotary_pct reverting on reload is a config serialization issue." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both are dtype-related, but they affect different models and mechanisms; not the same concrete bug." + "reason": "Both involve dtype casting, but they affect different models and code paths: bfloat16 inference mismatches vs quantized Gemma4 vision/audio embedders." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer config validation bug vs. Python 3.13 torch.jit parsing/IndentationError; unrelated." + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 IndentationError in DebertaV2 are unrelated bugs." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR padding are unrelated issues." + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are separate configuration/model issues." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug vs. XLMRoberta Flash Attention 2; no shared underlying defect." + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are not the same bug or change." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Both involve Qwen3 weights, but one is a model shape-load failure and the other is a tied-weights warning bug." + "reason": "One is a Qwen3-VL weight-shape load failure; the other is an incorrect tied-weights warning in Qwen3-Next. Different model families and code paths." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are distinct problems." + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription generation failure are unrelated symptoms with different fixes." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both touch config loading, but they are model-specific validation/compatibility issues with different causes." + "reason": "Optional post_init handling in patchtsmixer and strict config loading for granite_speech are distinct validation/configuration problems." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Both are loss-related, but one is router/load-balancing loss gating and the other is a training-loss double-shift bug." + "reason": "Load-balancing loss omission when output_router_logits=False is different from Florence2 double-shift training loss logic." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba vs. local dataset loading in an example script; unrelated." + "reason": "Paged generate warning cleanup and Whisper empty-transcription failure are unrelated generation issues." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Stale generate warning vs. Whisper empty-transcription crash; different generation paths and symptoms." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the image-classification script." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Different SAM/vision preprocessing issues: Qwen2.5-VL video position IDs vs. Sam3-litetext memory overflow." + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different model bugs." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 device-mapping cuda assert is unrelated to the category-limit runtime error." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and category-count overflow are not the same underlying issue." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils vs. Qwen3.5 chat crash; no shared bug." + "reason": "Missing import from image_utils and Qwen3.5-35B chat crash do not share a concrete failure path." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention cache and chunked prefill, but one is a missing cache regression and the other is recompilation due to lazy cache init." + "reason": "Both concern chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is a recompilation regression from lazy cache initialization; not the same fix." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Config bug in SwitchTransformers vs. dataset loading script failure; unrelated." + "reason": "Sparse-layer creation in SwitchTransformers and dataset loading in a training script are unrelated." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Janus image-generation test failure are separate issues." + "reason": "GLM-4.7-Flash unit-test loading problems and janus generate-images test failure are different model/test issues." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs. OmDet-Turbo processor size mismatch; different bugs." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same bug as OmDet-Turbo's processor producing 640px inputs instead of 224px." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Qwen VL video-input regression vs. serve KV-cache indexing crash; not the same underlying problem." + "reason": "Qwen video-input regression and serve KV-cache continuation tensor indexing are separate code paths and fixes." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both involve video preprocessing, but they target different models and different mistakes (vision_position_ids vs. padding calculation)." + "reason": "Both involve video processing, but the bug is different: incorrect vision_position_ids vs incorrect padding calculation." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention sink handling and xLSTM return-value unpacking are unrelated runtime errors." + "reason": "flash_attention.py crashing on s_aux=None and xLSTM unpacking a bare tensor are unrelated shape/contract bugs." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Processor/tokenizer regression vs. gemma4 embedding resize not propagating; different code paths." + "reason": "CUDA OOM in Sam3Video and memory overflow in sam3-litetext are different models and failure causes." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Both are memory-related in Sam3 variants, but one is video-model OOM and the other is litetext memory overflow; not enough to treat as the same bug." + "reason": "A regression in processor.tokenizer/image handling is unrelated to gemma4 token embedding resize propagation." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 documentation example errors are unrelated to the local-dataset example issue." + "reason": "SigLIP2 documentation example errors and local dataset loading script failure are not the same issue." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA/extended-vocab collapse and Qwen3.5 save_pretrained visual-key regression are different failures." + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different persistence/training bugs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward generation inconsistency is distinct from a stale warning about num_return_sequences." + "reason": "Inconsistent compiled generation outputs and a stale num_return_sequences warning are different generation problems." } ] }, @@ -12294,8 +12274,8 @@ "issue:44462|issue:45907", "issue:43643|issue:44496", "issue:44521|issue:45381", - "issue:44938|issue:45542", "issue:43854|issue:44964", + "issue:44938|issue:45542", "issue:44246|issue:45003", "issue:27957|issue:35141", "issue:43526|issue:46697", @@ -12314,14 +12294,14 @@ "issue:43531|issue:45600", "issue:44295|issue:46506" ], - "prepared_review_unit_hash": "416d0bae54258e6f9bd481a1377e8c3c9358a6a62dbf4b598d3e24a224b838e0", + "prepared_review_unit_hash": "73825ce72ac5d1cd939b3733760a39597273782d91331bdf188d2e47763e5ef1", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, @@ -12336,180 +12316,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the proposed soft pairs span unrelated bugs in tokenization, chat templates, model loading, generation/cache, packaging, and CI. None look like the same underlying change or defect.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: there is no single underlying bug that plausibly explains most of these items, so deduping them together would be unsafe.", + "summary": "This cluster is mostly a loose semantic bundle of unrelated Transformers issues, not a true duplicate set. The only close match is the DeepSeek tokenizer pair, but even that looks more like a related follow-up than the same defect.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue cleanly represents the cluster: the items span unrelated regressions across tokenizers, model loading, chat templates, generation, CI, and backends.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the set has no clear hub or shared fix target; even the most generic-looking reports are about different code paths.", + "best_issue_reason": "None of the issues is a strong global canonical; choose by subtopic rather than treating this as one duplicate thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:46489", "accept": false, - "reason": "Both concern DeepSeek tokenizers, but they target different model families/regressions and 46489 is tied to a specific PR gap; not enough evidence of the same bug." + "reason": "Both are DeepSeek tokenizer regressions in v5, but one is generic and the other is DeepSeek-Coder v1 with a specific PR-gap note; not clearly the same underlying bug." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different subsystems and symptoms: Gemma4 embedding resizing vs Whisper generation on empty transcription." + "reason": "Different code paths: token embedding resize/reinit vs Whisper empty-transcription generation failure." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "One is a Qwen3OmniMoe video-input validation error, the other a KV-cache indexing crash in transformers serve." + "reason": "Separate multimodal video-processing bug vs KV-cache tensor-indexing crash in serve." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both involve apply_chat_template, but the failure modes differ: tool-call assistant messages vs an empty input list." + "reason": "Both involve apply_chat_template edge cases, but one is tool-call assistant content and the other is an empty input list; not the same defect." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Unrelated code paths: pipeline top_k output shape vs a BART generate() decoder_attention_mask bug." + "reason": "Unrelated failures: pipeline top_k nesting change vs BART generate decoder_attention_mask assignment error." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both mention CI, but they are distinct failures in different areas and with different causes." + "reason": "Both are CI breakages, but caused by different regressions in unrelated areas." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Repository file listing/revision forwarding is unrelated to AutoTokenizer ignoring tokenizer.json." + "reason": "Different APIs and bugs: tokenizer.json selection vs list_repo_files not forwarding revision." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/model-loading issues, but one is missing fields from trust_remote_code and the other is an unrecognized model/model_type problem." + "reason": "Both are loading/config issues, but one is trust_remote_code missing fields and the other is an unrecognized model without model_type." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-related, but one is assistant mask generation and the other is vision_position_ids for Qwen2.5-VL video inputs." + "reason": "Different multimodal bugs: assistant masks in chat templates vs qwen2.5-vl video vision_position_ids." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Different packaging/runtime failures: Python 3.14 import failure vs missing TensorFlow backend when installing the torch extra." + "reason": "Two distinct model-load failures for different models; no shared underlying bug is evident." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Both are model-loading failures, but they concern different models and likely different loading paths." + "reason": "Python 3.14 import failure and missing TensorFlow backend installation are separate issues." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are related at most loosely; they are not the same concrete bug." + "reason": "Import slowness and unsafe sys.modules access are related only broadly; not the same bug." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention support for XLMRoberta is unrelated to token embedding reinitialization after resize." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to post_init reinitializing output embeddings after resize." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Both are image-processor bugs, but one is label reduction and the other is over-padding; different logic and outputs." + "reason": "Different image-processor bugs affecting different models and preprocessing steps." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both touch generation/cache, but one is a missing cache in v5.0.0 and the other is a device-tensor arithmetic issue in _prefill." + "reason": "Both touch cache/prefill, but one is a missing cache in chunked_prefill and the other is a device-tensor arithmetic issue under static cache + compile." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Completely different failures: a specific multimodal model load issue vs stale auto_mappings entries breaking CI." + "reason": "A model-loading failure and a broken auto_mappings reference are different regressions." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU allocation bug and Fuyu's bare except swallowing exceptions are unrelated." + "reason": "XLNet CPU device placement and a bare-except swallowing errors are unrelated." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A GraniteSpeech CI test flake is not the same bug as a Phi-4 multimodal model loading failure." + "reason": "CI device-override failure is not the same as a specific model load error." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Both are dependency-related, but one is a concrete packaging omission and the other is a generic dependency issue." + "reason": "A packaging/backend install issue and a generic dependency issue are too broad to treat as the same bug." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Model-config import failure and VL image-placeholder handling are different code paths with different symptoms." + "reason": "Unrecognized model/config loading and VL placeholder handling are different failure modes." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast of NoneType is unrelated to token embedding resizing and post_init reinitialization." + "reason": "Trainer broadcast of NoneType and token embedding reinitialization are unrelated." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Trust-remote-code cache-path collisions are unrelated to a missing import_utils helper." + "reason": "trust_remote_code cache collisions and a missing import_utils helper are separate issues." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal apply_chat_template assistant masks are different bugs." + "reason": "Tokenizer BPE-marker handling and multimodal chat-template assistant masks are unrelated." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different package surfaces; not the same missing export." + "reason": "Both are import errors, but for different symbols and different underlying export problems." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import failure is unrelated to missing layer_type_validation in configuration_utils." + "reason": "Different missing imports in different modules; no shared root cause is shown." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Untied lm_head weights in Mistral3 are not the same issue as Qwen3.5 save_pretrained checkpoint regression." + "reason": "Untied lm_head weights and an incorrect saved checkpoint regression are distinct model lifecycle bugs." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior has nothing to do with removed Sam3LiteText config references." + "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings references are unrelated." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + "reason": "Buffer registration/position_ids error and CPU-vs-CUDA output divergence are different problems." } ] }, @@ -12585,12 +12565,12 @@ "soft_pairs": [ "issue:43295|issue:45335", "issue:41950|issue:44016", - "issue:46082|issue:46121", "issue:43673|issue:46424", + "issue:46082|issue:46121", "issue:45083|issue:46506", "issue:44496|issue:45042", - "issue:43976|issue:44987", "issue:43673|issue:44336", + "issue:43976|issue:44987", "issue:43526|issue:43901", "issue:43901|issue:44496", "issue:43582|issue:46932", @@ -12615,220 +12595,220 @@ "issue:43295|issue:44779", "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "3ad2cc81587be72eab8d03043d80762386dc59985ee2f5563e426a4fe02f3f0d", + "prepared_review_unit_hash": "0dc0515ebac4a4ef08fafd4b385e13747c97e5261eabf89ea675e7fca5d72b2c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36827, - "estimated_input_tokens": 9207, - "estimated_eval_tokens": 18670 + "serialized_chars": 36835, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is semantically noisy: most items are distinct Transformers bugs across unrelated subsystems. None of the soft pairs are safe duplicate merges; they only share broad topics like tokenizers, vision, or cache behavior, not the same concrete failure mode.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43295 is the broadest and most central regression in the visible neighborhood: it describes a v4.57.5 processor/tokenizer API break affecting image inputs, which is the closest anchor among these mostly tokenizer/vision-related reports.", + "summary": "No soft edges look like true duplicates; the pairs mostly share only a subsystem, model family, or versioning theme while describing different concrete failures. If a representative issue is needed, issue:43295 is the strongest standalone regression report.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43295 is the clearest standalone bug report: explicit regression, concrete API break, reproducible behavior, and broad impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best representative issue for this set, but only as a loose topical anchor; it is not a true umbrella duplicate for the rest of the cluster.", + "best_issue_reason": "issue:43295 is the best overall representative because it is specific, reproducible, and well-scoped compared with the more niche or documentation-oriented reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different bugs: processor/tokenizer regression vs t5gemma embedding resize not propagating to decoder.embed_tokens." + "reason": "Both concern model/processor behavior, but one is a processor.tokenizer regression and the other is an embedding resize bug; different code paths." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Unrelated: video-classification pipeline processor lookup vs a notebook syntax error." + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated failures." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Different code paths: LlamaConfig head_dim validation vs rope-parameter JSON list handling." + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is max_cache_length semantics for quantized cache." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Both cache-related, but one is a missing GenerationMixin cache in chunked prefill and the other is max_cache_length being ignored outside quantized cache." + "reason": "LlamaConfig head_dim validation and rope-validation list handling are distinct config bugs." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Unrelated: qwen3_omni_moe helper length calculation vs CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Different models and different problems: helper output-length behavior vs CPU/CUDA result divergence." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Different failures: model-class detection in config loading vs PIL image processors incorrectly requiring torchvision." + "reason": "One is unrecognized model loading; the other is an image-processor torchvision dependency regression." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Separate issues: Python support matrix vs loading a specific model repo." + "reason": "Cache-missing behavior and ANSI-color output in loading_report are unrelated." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Cache missing in generation vs ANSI escape handling in loading_report; no shared bug." + "reason": "Both are version/load-time complaints, but they involve different root causes and model paths." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Different features: BeitImageProcessorFast reduce_labels bug vs docs mismatch for return_all_scores." + "reason": "reduce_labels returning one label is unrelated to a docs mismatch about return_all_scores." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/behavior mismatch for text classification vs model-import/config loading failure." + "reason": "A documentation/behavior mismatch does not match an unrecognized-model configuration error." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon TypeError in warmup vs Gemma4 quantized vision/audio dtype casting." + "reason": "Apple Silicon TypeError in warmup and Gemma4 quantized-dtype casting are unrelated bugs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Related subsystem, but different bugs: torch>=2.9 flex_attention compilation failure vs PyTorch version check for AuxRequest import." + "reason": "Both touch flex_attention, but one is a runtime failure on torch>=2.9 and the other is a version-check bug for AuxRequest import." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Different models and failure modes: eval-mode gradient checkpointing vs D-FINE auxiliary-loss handling." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate training logic issues." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features() behavior." + "reason": "A notebook syntax error and _torch_extract_fbank_features behavior are unrelated." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different Ministral problems: saving dequantized models vs flash-attention failure in v5 RC." + "reason": "Both mention Ministral, but saving dequantized checkpoints and FlashAttention load failures are different code paths." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Unrelated: vague data request vs audio feature extraction error." + "reason": "Placeholder text issue and audio feature extraction are unrelated." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax issue vs AddedToken keyword-argument error; different code paths." + "reason": "Notebook syntax error and AddedToken special-argument TypeError are different failures." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version compatibility vs generic dependency issue with transformers." + "reason": "Python-version compatibility and a generic dependency issue are too broad and not the same bug." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max length behavior." + "reason": "A janus generation test failure and cache-length configuration semantics are unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a Ministral model failure and the other is a sink-less-model s_aux=None AttributeError." + "reason": "Both are in flash_attention, but model-specific FlashAttention failure and s_aux=None crash are not the same concrete bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both import-related, but different symbols and root causes: missing Qwen2_5_VLForConditionalGeneration vs nonexistent image_utils import." + "reason": "Missing Qwen2_5_VL import and nonexistent image_utils import are different API surface issues." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config bugs: None-initialized Phi4MultimodalConfig defaults vs missing deepstack_visual_indexes field." + "reason": "Different multimodal config classes and different field/default handling bugs." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency trouble vs explicit torch 2.4.1 incompatibility; not the same bug." + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same underlying problem." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Unrelated: embedding resize propagation vs Whisper empty transcription after align_special_tokens." + "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Docs mismatch for text classification vs VL models failing on image placeholder placement." + "reason": "Docs mismatch for text classification is unrelated to VL image-placeholder handling." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both Qwen-related, but one is model loading regression and the other is incorrect save_pretrained output." + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained checkpoint corruption are separate model lifecycle bugs." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state vs tokenizer thread safety; different components and symptoms." + "reason": "Stale phonemizer backend state and tokenizer thread-safety regression are unrelated." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch dropping in MaskGenerationPipeline vs memory overflow in sam3-litetext." + "reason": "MaskGenerationPipeline batch-finalization bug and SAM3 memory overflow are different issues." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA decode_spans kth-out-of-bounds vs empty-list crash in apply_chat_template." + "reason": "QA decode_spans kth-out-of-bounds and apply_chat_template on empty list are different edge cases." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizers, but one is a processor/tokenizer API regression while the other is Deepseek tokenizer output corruption." + "reason": "Both are regressions, but one breaks processor.tokenizer/image passing and the other changes Deepseek tokenizer output; different failures and fixes." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Dependency issue with transformers vs PEFT minimum-version bump; no shared underlying bug." + "reason": "Generic dependency issue and a specific unreleased PEFT minimum-version bump are not duplicates." } ] }, @@ -12902,17 +12882,17 @@ ], "soft_pairs": [ "issue:39692|issue:43901", + "issue:42796|issue:43650", "issue:43577|issue:45216", "issue:44075|issue:44368", - "issue:42796|issue:43650", "issue:41950|issue:45020", "issue:44351|issue:45278", "issue:43976|issue:45405", "issue:44779|issue:45812", "issue:43381|issue:47000", "issue:44466|issue:45276", - "issue:46082|issue:46399", "issue:43653|issue:45593", + "issue:46082|issue:46399", "issue:43299|issue:45357", "issue:46082|issue:46512", "issue:41950|issue:45823", @@ -12920,8 +12900,8 @@ "issue:43650|issue:46209", "issue:44242|issue:45200", "issue:44462|issue:45081", - "issue:43299|issue:43854", "issue:43931|issue:47145", + "issue:43299|issue:43854", "issue:44683|issue:45542", "issue:44016|issue:44291", "issue:45588|issue:47000", @@ -12929,20 +12909,20 @@ "issue:45081|issue:45907", "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "aeeb64e5413e4da6dc66d1ae9888a604df8449ec084217af7092b2bfc63836c8", + "prepared_review_unit_hash": "be8d697c0f150a21c21954d255502a30a6946ffd36966f4ebe56eb76c293d2e6", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35411, + "serialized_chars": 35409, "estimated_input_tokens": 8853, "estimated_eval_tokens": 17962 }, @@ -12951,174 +12931,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft pairs are mostly false positives spanning unrelated docs, tokenizer, config, loading, and training regressions. I would reject all soft edges and not treat this as a single duplicate cluster.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue cleanly represents the cluster: the items cover many unrelated bug classes, so any one issue would be misleading as a duplicate anchor.", + "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystem themes (tokenizers, loading, multimodal configs, serialization) but not the same concrete bug. I would not merge any of the proposed soft edges; the only plausible umbrella issue in the set is the broad import-regression report.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update\u201d), so it is the best cluster anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global representative exists; if forced, issue 45278 is the broadest umbrella, but it is too generic to serve as a true canonical duplicate.", + "best_issue_reason": "issue:45278 is the most general regression report and could subsume related import-failure symptoms better than the narrower model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are documentation-related, but they describe different examples and behaviors in different pipeline areas; not the same bug." + "reason": "Both are documentation-related, but they describe different examples and different failures; not the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Unrelated tokenization bug versus a nonsensical placeholder issue; no shared underlying problem." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Both involve save/load or dtype regressions, but they affect different models and code paths with different failure modes." + "reason": "Different regressions in different models and code paths: Blip2 dtype loading versus Qwen3.5 save_pretrained key serialization." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unrelated problems: SGD optimizer args being ignored vs a tied-weights warning during fine-tuning." - }, - { - "left": "issue:42796", - "right": "issue:43650", - "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to the placeholder/lack-of-detail issue in 43650." + "reason": "Optimizer arguments not applied is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Different regressions: video pipeline processor lookup vs remote_code model loading breakage." + "reason": "A pipeline processor-selection bug and a remote_code regression are unrelated." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad umbrella of import errors, but this is a specific missing import; not enough evidence they are the same code-path bug." + "reason": "Possible overlap at a very broad level, but one is a specific missing import and the other is a generic report of many import errors; not enough evidence of the same root cause." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility failure and an unreleased dependency version bump are unrelated." + "reason": "Python-version compatibility and an unreleased PEFT minimum version are unrelated issues." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + "reason": "Both are tokenizer regressions, but they affect different model families with different symptoms; too broad to be the same bug." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing eval-mode handling is unrelated to RTDetrLoss infeasible cost matrix errors." + "reason": "Gradient checkpointing in eval mode and an RTDetr loss infeasibility are unrelated." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both touch embedding/serialization behavior, but one is tied-weight serialization and the other is Gemma4 resize propagation." + "reason": "Both concern weights/embeddings, but the concrete failures differ: serialization mismatch versus resize_token_embeddings not updating tied components." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "A config validation issue and a kernel registration crash are unrelated." + "reason": "A tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss handling." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss logic are different subsystems and bugs." + "reason": "Different models and different failures: LlamaConfig head_dim validation versus a Qwen3.5 kernel registration error." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Same model family, but one is a loading failure and the other is incorrect save_pretrained serialization." + "reason": "Both involve Qwen multimodal models, but one is a loading failure and the other is incorrect save_pretrained key output." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Both involve config/dtype behavior, but one rejects head_dim inputs while the other leaves config.dtype stale." + "reason": "Explicit head_dim validation and stale config.dtype after from_config are distinct config bugs." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different Gemma/video pipeline issues with no shared concrete failure path." + "reason": "Pipeline processor lookup and Gemma4 device placement are unrelated." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Both are loading-related, but one is junk-filled buffers and the other is missing FP8 weight_scale application." + "reason": "General non-persistent buffer junk and missing FP8 weight_scale application are different loading/serialization issues." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No meaningful overlap: the former is a vague placeholder issue, the latter is an FP8 inference failure on B200." + "reason": "No meaningful relation; the first is not a real bug report and the second is an FP8 inference issue." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Different multimodal training issues; one is missing load-balancing loss, the other is defaulting mm_token_type_ids." + "reason": "Missing MoE load-balancing loss and missing default mm_token_type_ids are separate model-loss issues." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both concern tokenizers, but one is repository tokenizer.json precedence and the other is a Mistral regex patch crash." + "reason": "Generic AutoTokenizer repo-file handling versus a Mistral regex patch crash are different tokenizer-loading paths." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43931", + "right": "issue:47145", "accept": false, - "reason": "Different model loading failures with different models and symptoms." + "reason": "Weight-shape mismatch in Qwen3-VL loading is not the same as FP8 weight_scale omission." }, { - "left": "issue:43931", - "right": "issue:47145", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Weight-shape mismatch on Qwen3-VL loading is unrelated to FP8 frozen checkpoint scaling." + "reason": "Two different model-loading problems affecting different models; no shared underlying bug is shown." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and tf backend detection are unrelated bugs." + "reason": "Compiled flex_attention on new torch versions is unrelated to a TensorFlow backend import problem." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "flash_attention s_aux=None crash and RTDetrLoss infeasible cost matrix are different model/runtime issues." + "reason": "Flash-attention crash on sink-less models is unrelated to RTDetrLoss infeasibility." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI-reporting output issue and Qwen3.5 variable-length position_ids failure are unrelated." + "reason": "ANSI-code output in loading_report and variable-length position_ids handling are unrelated." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are different API bugs." + "reason": "A tokenizer regex patch crash and a list_repo_files revision-forwarding CI break are different bugs." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config initialization bugs in different models; not the same underlying issue." + "reason": "Different config initialization problems in different model classes; not the same bug." } ] }, @@ -13203,212 +13183,212 @@ "issue:44623|issue:45397", "issue:42175|issue:43976", "issue:47176|issue:47177", - "issue:45600|issue:45712", "issue:44671|issue:44779", + "issue:45600|issue:45712", "issue:43901|issue:44246", "issue:43525|issue:43881", "issue:43673|issue:43761", "issue:44188|issue:44336", "issue:44186|issue:47000", - "issue:43575|issue:47145", "issue:44336|issue:44373", + "issue:43575|issue:47145", "issue:44016|issue:45823", - "issue:43824|issue:43976", "issue:43525|issue:43643", + "issue:43824|issue:43976", "issue:44987|issue:45542", "issue:43723|issue:44162", "issue:42796|issue:43441" ], - "prepared_review_unit_hash": "2f2db4b71942bf1f88854a876550ddd39af2d736fa3325723cf96820c6adca8f", + "prepared_review_unit_hash": "6763cc8d1a04a7b6d7104258f51dee92266de4c8867df05d8490bf5b0ba4ccec", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 34948, - "estimated_input_tokens": 8737, - "estimated_eval_tokens": 17730 + "serialized_chars": 34954, + "estimated_input_tokens": 8739, + "estimated_eval_tokens": 17734 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers bug reports, so no soft duplicate edges should be merged. The broadest open issue is the quantization/offloading report, but it is only a weak umbrella anchor, not a true duplicate hub.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43873 is the most general and active open report here, with multiple inbound references and discussion around quantization/offloading behavior, making it the best available cluster anchor.", + "summary": "Mostly unrelated transformer bug reports. A few pairs share broad subsystems like quantization/offloading, tokenizer loading, or deepspeed, but none look like the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a clear duplicate anchor; the cluster is heterogeneous and the apparent overlaps are only superficial.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the broadest scope among the listed issues and is still open, so it is the most suitable representative issue for this set.", + "best_issue_reason": "If one representative must be chosen, issue:43873 is the broadest and most discussed item, and it sits closest to the recurring quantization/offloading theme seen in a few candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing save-files bug vs data filtering slowdown regression; different code paths and symptoms." + "reason": "Missing processor save files vs. slow filtering after upgrade; different symptoms and code paths." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both touch quantization/loading, but one is saving failure and the other is dequantized model offload/loading failure." + "reason": "Saving a quantized model and loading a dequantized model with offload are related areas but distinct bugs." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: FlashAttention incompatibility vs OCR long-input index error." + "reason": "FlashAttention failure on Ministral vs. long-OCR index error in Kosmos2.5; unrelated model-specific issues." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed/optimizer, but one is OOM with Adafactor while the other is a double-step bug." + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is duplicate optimizer stepping." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Unrelated subsystems: MLA layernorm precision issue vs torch.split return handling in a different indexer." + "reason": "Layer norm epsilon precision issue vs. torch.split return-value handling; different bugs." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both involve quantization/offloading themes, but they are different concrete bugs: offload behavior vs missing FP8 weight_scale application." + "reason": "Both touch quantization/offloading, but one is offload behavior and the other is frozen FP8 checkpoint scaling; not the same defect." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same model family, but one is CPU-offload incompatibility and the other is variable-length position_ids handling." + "reason": "CPU offload incompatibility vs. variable-length position_ids handling; distinct model behavior problems." }, { "left": "issue:44246", "right": "issue:47217", "accept": false, - "reason": "Import latency vs multimodal placeholder parsing failure; no shared underlying bug." + "reason": "Import latency vs. VL placeholder parsing failure; no shared underlying bug." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Docstring parsing with future annotations vs Gemma 4 processor import failure; unrelated failures." + "reason": "Auto-docstring crash with future annotations vs. mistral_common import failure in Gemma 4 loading; unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained missing files is not the same as gemma-4 zero3 from_pretrained failure." + "reason": "Processor save missing files vs. Gemma-4 zero3 from_pretrained loading; different failure modes." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Dependency/backend packaging issue vs Python version compatibility issue; different root causes." + "reason": "Packaging/backend dependency mismatch vs. Python version compatibility regression; not the same issue." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Distinct security issues: shell allowlist bypass vs tar/zip slip arbitrary file write." + "reason": "Different security bugs: shell command substitution bypass vs. tar/zip slip file-write RCE." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Both are CI/repo hygiene problems, but one is stale auto-mapping references and the other is leftover dummy classes." + "reason": "CamemBERT masked-LM regression vs. Deepseek tokenizer regression; separate model/tokenizer bugs." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Different model behaviors: CamemBERT MLM predictions vs DeepSeek tokenizer correctness." + "reason": "CI break from stale auto_mappings references vs. leftover dummy classes leaking into namespace; distinct cleanup issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for a pipeline API vs intermittent import slowness; not the same bug." + "reason": "Docs mismatch for return_all_scores vs. slow import; unrelated." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing config attribute vs model loading failure; no clear shared code-path." + "reason": "Missing pad_token_id on Llama4Config vs. glm-4v-9b loading failure; different config/loading bugs." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Both are v5 regressions, but one is GenerationMixin cache/chunked_prefill and the other is CLIPVisionModel hidden_states handling." + "reason": "Missing GenerationMixin cache in chunked prefill vs. CLIPVision hidden_states regression; separate code paths." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs ANSI codes in loading_report; unrelated." + "reason": "torch.compile attention-kernel divergence vs. ANSI codes in loading_report; unrelated." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix; different components and failures." + "reason": "Tokenizer padding/truncation crash vs. RTDetrLoss cost-matrix infeasibility; different subsystems." }, { - "left": "issue:43575", - "right": "issue:47145", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Both involve large-model loading/quantization themes, but the concrete bugs are different." + "reason": "Terminal color output bug vs. wrong position_ids docstring; not duplicates." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43575", + "right": "issue:47145", "accept": false, - "reason": "Utility output formatting bug vs wrong docstring; unrelated." + "reason": "Tensor-parallel OOM while loading a model vs. FP8 checkpoint scale handling; not the same bug." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs device mismatch during forward; different layers entirely." + "reason": "Notebook syntax error vs. Gemma4 device-mismatch forward bug; unrelated." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "ImportError for a missing VL class vs Python version/package-compatibility issue; not the same problem." + "reason": "Missing pad_token_id attribute vs. trust_remote_code returning incomplete config fields; different attribute/config issues." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Both are config-related, but one is missing pad_token_id and the other is missing fields from trust_remote_code config loading." + "reason": "ImportError for a VL class vs. Python version incompatibility; unrelated." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure for a specific package vs TensorFlow backend installation issue; unrelated." + "reason": "Model loading regression vs. backend dependency installation problem; different layers of the stack." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading issue vs ESM2 model breakage; too broad and not the same bug." + "reason": "Tokenizer loading issue in v5 vs. ESM2 model breakage; different objects and failures." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same model family, but tokenizer BPE marker handling is separate from FlashAttention failure." + "reason": "Tokenizer BPE-marker handling vs. FlashAttention failure; no shared underlying bug." } ] }, @@ -13489,8 +13469,8 @@ "issue:44871|issue:47145", "issue:46291|issue:46399", "issue:41628|issue:43976", - "issue:46655|issue:46726", "issue:43784|issue:45542", + "issue:46655|issue:46726", "issue:46399|issue:46851", "issue:45003|issue:47217", "issue:43526|issue:45003", @@ -13499,9 +13479,9 @@ "issue:44295|issue:45397", "issue:45072|issue:46829", "issue:45561|issue:45563", + "issue:44336|issue:44485", "issue:44246|issue:44871", "issue:43531|issue:45362", - "issue:44336|issue:44485", "issue:45588|issue:46851", "issue:42491|issue:43299", "issue:46614|issue:46665", @@ -13511,20 +13491,20 @@ "issue:42886|issue:46132", "issue:36246|issue:42757" ], - "prepared_review_unit_hash": "829bca47581ea143a07f6ae0efca1e70ae94c7342a094d0dc7055dd76d9ff780", + "prepared_review_unit_hash": "2f4a5ce89dfafa4773d8f0d437465c67af8e2589ba056759348301f828eed83f", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35966, + "serialized_chars": 35968, "estimated_input_tokens": 8992, "estimated_eval_tokens": 18240 }, @@ -13533,174 +13513,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidate pairs are only superficially related; they span different models, code paths, and failure modes, so none look like true duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this set: the issues cover unrelated import errors, model-loading regressions, tokenizer bugs, quantization problems, and test/runtime edge cases.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports. The proposed soft pairs usually share keywords or a subsystem, but not the same concrete failure, so none should be merged. The only coherent local theme is Qwen positional/variable-length handling, for which issue 46851 is the best anchor.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46851 is the clearest, most concrete representative of the recurring Qwen position_ids/variable-length-input problem class in this set.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; the set is too heterogeneous for one issue to safely summarize the cluster.", + "best_issue_reason": "46851 is the most actionable issue here: specific failure mode, clear model family, and closest to the small positional-bug subcluster that actually overlaps.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different failures: FP8 storage deserialization vs Qwen3.5 chat crash." + "reason": "Different failures: FP8 storage/load error vs Qwen3.5 chat crash; only the model family differs." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both mention position ids, but they affect different Qwen model families and different code paths." + "reason": "Both mention positional handling, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length position_ids; not the same bug." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 loading." + "reason": "Tokenizer config mismatch on save_pretrained is unrelated to Gemma-4 zero3 from_pretrained loading." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import performance regression is not the same bug as unrecognized model/config loading." + "reason": "Import slowness is a performance issue; unrecognized model/config is a loading/architecture issue." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper bug is distinct from Qwen3.5 variable-length position_ids handling." + "reason": "Both are Qwen positional bugs, but they hit different code paths: feature-length helper vs variable-length position_ids." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to silent FP8 weight_scale corruption." + "reason": "Gemma eos_token_id inconsistency and FP8 weight_scale omission are unrelated model-loading problems." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both involve kernels, but one is a dependency/version import failure and the other is a missing decorator registration crash." + "reason": "Kernel package import/version requirement is unrelated to the Qwen3.5 apply_rotary_pos_emb registration crash." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import error and Python version compatibility failure are different issues." + "reason": "ImportError for AutoImageProcessor and Python-version incompatibility are different root causes." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Video padding math bug is separate from missing-vision-backend error handling in AutoProcessor." + "reason": "Missing nn during sentence-transformers import is unrelated to the undefined tf backend caused by tensorboard-only installation." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Sentence-transformers nn import failure and tf backend misconfiguration are unrelated dependency errors." + "reason": "Incorrect video padding in SmolVLM is not the same as AutoProcessor failing when a vision backend is missing." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "One is a kernels registration crash; the other is a variable-length position_ids bug." + "reason": "One is kernel registration/decorator failure; the other is variable-length position_ids behavior in Qwen3.5." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to VL image-placeholder handling in user text." + "reason": "Unsafe sys.modules access in modeling_utils is a different bug from VL image-placeholder failures in chat/user text." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug has no connection to sys.modules access." + "reason": "BeitImageProcessorFast reduce_labels is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty-chat-list IndexError are different subsystems." + "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are distinct code paths." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation parsing crash is unrelated to Qwen3.5 kernel registration." + "reason": "auto_docstring future-annotations handling is unrelated to Qwen3.5 kernel registration errors." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Buffer position_ids read error is not the same as gemma-4 zero3 from_pretrained failure." + "reason": "Reading a registered position_ids buffer is not the same failure as Gemma-4 zero3 loading." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "dtype mismatch under bfloat16 inference is a different bug from output field misassignment in VideoPrism." + "reason": "bfloat16 dtype mismatch in classifiers is unrelated to VideoPrism returning the wrong hidden_states tensor." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist race in testing utils and stale num_return_sequences warning are unrelated." + "reason": "xdist file race and stale num_return_sequences warning are different testing/runtime issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape handling in loading_report is unrelated to the GLM-5 RoPE implementation discussion." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness and Gemma eos_token_id inconsistency do not share an underlying bug." + "reason": "Import latency and eos_token_id configuration inconsistency do not describe the same defect." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is distinct from Qwen3.5 chat crash." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "ANSI code leakage in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "Sliding_window behavior in Qwen3-MoE and Qwen3.5 chat crashes are separate model/runtime problems." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention s_aux=None crash and variable-length position_ids bug are different code paths." + "reason": "Flash-attention s_aux=None crash is a different failure than variable-length position_ids handling." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3/MoE, but one is a LoRA compatibility issue and the other is a model-loading regression; not the same bug." + "reason": "Both concern Qwen MoE models, but one is a cross-version LoRA compatibility issue and the other is a model-loading breakage in main/dev0." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are different behaviors." + "reason": "Stale phonemizer backend state and from_pretrained inconsistency are unrelated bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Importing Qwen2_5_VLImageProcessor and missing huggingface_hub.is_offline_mode are different import errors." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size raising AttributeError." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss omission and D-FINE auxiliary-loss omission are different model-specific training bugs." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile + SDPA failure is unrelated to CPU/CUDA result divergence." + "reason": "Bamba torch.compile SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are not the same code-path problem." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading failure and AttentionInterface.register behavior change are separate issues." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Different import errors: Qwen2_5_VLImageProcessor vs huggingface_hub.is_offline_mode." + "reason": "Offline tokenizer cache loading and AttentionInterface.register changing function behavior are unrelated." } ] }, @@ -13778,16 +13770,16 @@ "issue:36246|issue:44351", "issue:43901|issue:45003", "issue:46726|issue:47217", - "issue:43257|issue:45137", "issue:41950|issue:44220", + "issue:43257|issue:45137", "issue:43540|issue:46655", "issue:44451|issue:46752", "issue:45375|issue:45759", "issue:44295|issue:44749", "issue:44479|issue:46655", - "issue:44162|issue:45200", - "issue:45292|issue:47000", "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:44162|issue:45200", "issue:45137|issue:45600", "issue:43295|issue:45292", "issue:45003|issue:45561", @@ -13803,20 +13795,20 @@ "issue:29870|issue:30333", "issue:43352|issue:45250" ], - "prepared_review_unit_hash": "88991e327b31b1397de4b255e7478c0b554ffb1311bd34dbb9a617e8a51a7610", + "prepared_review_unit_hash": "e974e89f1c42fa2ab3e2454d785b01342ac9ea6c1690070923749c878f20d8c5", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36101, + "serialized_chars": 36102, "estimated_input_tokens": 9026, "estimated_eval_tokens": 18308 }, @@ -13825,180 +13817,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem/theme words (video, Qwen, DeepSpeed, config, embedding) but not the same concrete bug or change. I would not merge any of the proposed soft edges.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44479 is the clearest standalone bug report in the set: it names a specific regression, identifies affected model families, and describes a concrete failure mode. The other issues are mostly unrelated or much narrower variants of different problems.", + "summary": "This cluster is a loose similarity bucket, not a true duplicate set: it mixes unrelated regressions across Qwen/VL, embedding resize, DeepSpeed, configs, and docs. No PRs are present. I\u2019d anchor the issue side on the broadest, most representative regression report, but I would not merge any of the soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the best anchor: it describes a broad, multi-model v5.3.0 video-input regression with clear reproduction scope and higher discussion activity, making it the most representative concrete bug report in this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most actionable and representative issue here because it is well-scoped, regression-oriented, and has broad enough impact to stand as a cluster representative.", + "best_issue_reason": "issue:44479 is the strongest global representative because it covers a concrete regression affecting several related models rather than a narrow one-off symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Both are model behavior bugs, but one is a DeepSeek tokenizer regression and the other is resize_token_embeddings not updating output embeddings; different code paths and symptoms." + "reason": "Tokenizer output corruption and embedding-resize behavior are different code paths and different bugs." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve unrelated missing symbols in different modules and different root causes." + "reason": "Different missing-symbol import failures: Qwen2.5-VL image processor vs HybridCache." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "One is missing-vision-backend handling in AutoProcessor; the other is VL placeholder handling in user text. Different failures." + "reason": "Missing vision backend / unrecognized image processor is distinct from empty image-placeholder handling in VL text." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Both involve DeepSpeed, but one is MOE weight conversion/loading and the other is a ZeRO3 deque index error; not the same bug." + "reason": "Video-classification processor bug and fbank feature extraction bug are unrelated." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "A video-classification pipeline image-processor lookup issue is unrelated to a feature-extraction helper problem." + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is a ZeRO3 deque crash." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both concern video inputs, but they affect different models and appear to be separate processor bugs with different symptoms." + "reason": "Both mention video, but the failing model paths and bugs differ: Qwen3OmniMoe ValueError vs SmolVLM padding." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Cannot load a specific model versus chat-template crashing on an empty list; unrelated." + "reason": "Model loading failure and empty-chat-template IndexError are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are multimodal config issues, but one is a missing config field dropped by strict validation and the other is incorrect from_config unwrapping behavior." + "reason": "Both are Qwen multimodal config issues, but one is a missing strict field and the other is from_config unwrapping logic." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Registering position_ids as a buffer versus a performance regression during filtering are unrelated." + "reason": "Registering position_ids as a buffer and Chinese report about slower filtering are unrelated." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related regressions, but they target different model families and different processor logic." + "reason": "Different models and different video-processing failures; not the same concrete regression." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "ESM2 model breakage is unrelated to Gemma 4 token-type-id defaults for text-only fine-tuning." + "reason": "CPU offload incompatibility in rotary embedding is distinct from a missing decorator on apply_rotary_pos_emb registration." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Resize-token-embeddings behavior is unrelated to RT-DETR loss infeasibility." + "reason": "Embedding resize behavior has nothing to do with RTDetrLoss cost-matrix infeasibility." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Both mention Qwen3.5/MoE rotary code, but one is CPU-offload incompatibility and the other is a kernel-registration decorator error; different concrete fixes." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque failure is unrelated to stale auto_mappings references to removed configs." + "reason": "DeepSpeed deque crash and removed Sam3LiteText config references are different failure modes." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer API regression is unrelated to embedding resize propagation." + "reason": "Processor/tokenizer regression and token-embedding resize bug are unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist race in testing utils." + "reason": "Unsafe module lookup and pytest-xdist file-race are different issues." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "An import error for a VL image processor is unrelated to a DeepSpeed/BertModel IndexError." + "reason": "Both are import/runtime failures, but for different models and different root causes." }, { "left": "issue:44466", "right": "issue:45335", "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": "Serialization of tied lm_head weights and decoder.embed_tokens not updating after resize are different bugs." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "A missing attribute on a SAM3 output object is unrelated to a memory overflow in sam3-litetext." + "reason": "SAM3 vision output missing a field and SAM3 LiteText memory overflow are unrelated." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "A Qwen3-VL-Moe issue in transformers 5.0 is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA discrepancy are unrelated." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files in processor.save_pretrained and AutoProcessor backend-missing behavior are different issues." + "reason": "Missing files in save_pretrained is unrelated to AutoProcessor backend resolution." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both are strict-config problems, but they concern different models and different missing fields/validation paths." + "reason": "Both involve config validation, but they concern different models and different specific config-field problems." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing load-balancing loss and an AMP/CUDA image loss crash are unrelated." + "reason": "Router-logit load-balancing loss and LwDetrImageLoss AMP crash are unrelated." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "A BEiT label-reduction bug and Florence2 double-shift training loss are different code paths and different failures." + "reason": "BEiT label reduction bug and Florence2 double-shift training-loss bug are different issues." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a model configuration and tokenizer error masking from protobuf exception handling are unrelated." + "reason": "Loading a model fails for a different reason than protobuf-related tokenizer error masking." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "A BART generate() UnboundLocalError is unrelated to MLflow not being marked finished after training failure." + "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Generic Flash Attention 2.0 support request/issue is not the same as a Nemotron-specific unsupported-model error." + "reason": "A model not supporting Flash Attention 2.0 yet is not the same as the generic Flash Attention 2.0 topic." } ] }, @@ -14097,206 +14089,206 @@ "issue:45593|issue:47068", "issue:45987|issue:46082", "issue:44995|issue:45588", - "issue:45685|issue:46431", "issue:44361|issue:44749", + "issue:45685|issue:46431", "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "df69be5134ee42cdf8ca28b62452f671a08f23dcac6fb678cd83e0119d209ec4", + "prepared_review_unit_hash": "38c774300fe8347e08a1043bec8813d336888f2d64c9639b9c015088d86b3089", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36230, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated model, tokenizer, config, or runtime bugs that only share broad Transformers vocabulary. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44297 is a clear, self-contained serialization bug with a concrete failure mode and broad enough wording to serve as the cluster's best representative among these otherwise unrelated reports.", + "summary": "These items are largely a grab bag of unrelated closed issues. The soft pairs mostly share only broad subsystem keywords (tokenizers, Qwen, RT-DETR, deepspeed, saving/loading) but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44479 is the strongest representative standalone report in this set: it describes a concrete, broad regression affecting multiple Qwen video variants, with a clear failure mode and actionable scope.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44297 is the strongest representative because it is specific, reproducible, and directly about a core save/load path rather than a model-specific edge case.", + "best_issue_reason": "Issue 44479 is the most suitable issue to keep as the representative anchor because it is well-scoped, clearly reproduced, and broader than the other entries, which are mostly isolated bugs in different areas.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Different subsystems: video-input regression across Qwen VL models vs Windows/ROCm distributed import failure." + "reason": "Video-input regression in Qwen VL models vs Windows ROCm import/type error; different subsystems and root causes." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "One is a BEiT image processor label-reduction bug; the other is a CohereASR training-loss shift issue." + "reason": "BeitImageProcessorFast label reduction bug vs CohereASR double-shift training loss bug; unrelated code paths." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality/background-class bug is unrelated to Qwen3.5 variable-length position_id handling." + "reason": "DETR cardinality/background-class issue vs Qwen3.5 variable-length position_ids issue; not the same bug." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 Zero3 from_pretrained loading is not the same as deepspeed causing double optimizer steps." + "reason": "gemma-4 zero3 from_pretrained loading problem vs deepspeed optimizer stepping twice; distinct failures." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are different configuration concerns." + "reason": "Qwen3-Next tied-weights warning bug vs patchtsmixer post_init policy issue; unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to the ESM2 breakage report." + "reason": "BigBirdTokenizer special-token registration issue vs ESM2 breakage; no shared concrete code path." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same bug as flash-attention generation failure." + "reason": "tie_word_embeddings warning in fine-tuning vs flash-attention generation failure; different symptoms and causes." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm torch.distributed import issue." + "reason": "granite_speech strict-config loading issue vs Windows ROCm dependency/import error; unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video output is not the same as Qwen3OmniMoe video ValueError." + "reason": "SAM3 vision encoder missing attribute vs Qwen3OmniMoe video ValueError; different model families and bugs." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are different lifecycle bugs." + "reason": "RT-DETR memory leak on GC vs MaskGenerationPipeline final-partial-batch dropping results; not the same defect." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM do not share a code path." + "reason": "Offline tokenizer cache load failure vs Gemma4 multi-GPU CUDA OOM; different layers and failure modes." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to DeepSeek accuracy regression after upgrade." + "reason": "Tokenizer loading issue in v5 vs DeepSeek accuracy regression; one is loader behavior, the other model quality." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Import-time distributed dependency issues do not match RTDetrModel.forward feature-level mismatch." + "reason": "Windows ROCm import problem vs RTDetr forward TypeError on feature levels; unrelated code paths." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip token handling." + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; no shared root cause." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as the sam3_video vs sam3_tracker warning." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs sam3_video/sam3_tracker type warning; different issues." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 tie_word_embeddings warning." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; both loading-related but not the same bug." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "MLukeTokenizer AttributeError and a transformers upgrade slowdown are distinct failures." + "reason": "Repeated embedding-tie warning vs stale num_return_sequences warning; unrelated warnings." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "GlmMoeDsa stale indexer cache crash vs Gemma4 mm_token_type_ids defaulting issue; different subsystems." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface.register behavior change is not the same as FP8 checkpoint weight_scale corruption." + "reason": "AttentionInterface.register behavior change vs FP8 frozen checkpoint load missing weight_scale; unrelated problems." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions request rejection is a server/API issue, not the Gemma token roundtrip bug." + "reason": "Chat/completions request rejection vs Gemma pipeline token roundtrip issue; different API surfaces." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue does not make this the same underlying Gemma pipeline bug." + "reason": "Reproduction of an earlier issue vs Gemma token roundtrip failure; not the same underlying bug." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Attention-kernel divergence and cache lazy-initialization recompilation are different performance problems." + "reason": "Compile-time attention branching divergence vs cache lazy-init recompilation; different performance bugs." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "Missing auxiliary losses in D-FINE is unrelated to host synchronization in deepspeed_sp_compute_loss." + "reason": "D-FINE auxiliary-loss behavior vs deepspeed_sp_compute_loss host sync; unrelated." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are separate configuration/runtime issues." + "reason": "StaticCache return-type contract issue vs LlamaConfig head_dim validation; not the same code path." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "A stale indexer cache crash is not the same as flash_attention.py failing on s_aux=None." + "reason": "Stale indexer cache crash vs flash_attention s_aux=None AttributeError; unrelated." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "MPS histogram support for Int tensors is unrelated to missing chat templates in processor.apply_chat_template." + "reason": "MLukeTokenizer AttributeError vs Chinese report of slower filtering after upgrade; no shared bug." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Tokenizer task AttributeError and a throughput regression after upgrade are not the same defect." + "reason": "MPS histogram int error vs missing chat template ValueError; distinct failures." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is a tokenizer_class metadata mismatch and the other is missing processor files; not the same underlying bug." + "reason": "tokenizer.save_pretrained metadata mismatch vs processor.save_pretrained missing files; both save-related, but different artifact types and defects." } ] }, @@ -14327,6 +14319,7 @@ "issue:42994", "issue:43065", "issue:43232", + "issue:43441", "issue:43475", "issue:43482", "issue:43525", @@ -14365,7 +14358,6 @@ "issue:46858", "issue:46877", "issue:47000", - "issue:47020", "issue:47217" ], "soft_pairs": [ @@ -14378,16 +14370,16 @@ "issue:43646|issue:44162", "issue:44964|issue:45137", "issue:44871|issue:46132", - "issue:46752|issue:47020", + "issue:43441|issue:46752", "issue:45375|issue:45478", - "issue:43475|issue:46821", - "issue:45230|issue:45397", "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:43475|issue:46821", "issue:43475|issue:43643", "issue:45561|issue:47217", "issue:44188|issue:46851", - "issue:42994|issue:43482", "issue:43232|issue:43673", + "issue:42994|issue:43482", "issue:44038|issue:44623", "issue:45310|issue:45375", "issue:28282|issue:30990", @@ -14398,178 +14390,178 @@ "issue:42994|issue:43525", "issue:44869|issue:45356" ], - "prepared_review_unit_hash": "7f13368cd5961eec6e25c93d920fa482b0f30dacf53d7e438bd69aaed0e42cf1", + "prepared_review_unit_hash": "e030c33da44ab41721c82a9543fe6f49aaa4c94bf33a787ca96cb1aff03929b9", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35256, - "estimated_input_tokens": 8814, - "estimated_eval_tokens": 17884 + "serialized_chars": 35235, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of unrelated Transformers bug reports. Only one soft edge looks like a true duplicate: the Qwen3.5 MoE from_pretrained regression and the missing deepstack_visual_indexes field report. No pull requests are present.", - "confidence": 0.84, - "canonical_issue_reason": "There is no single strong canonical for the whole cluster, but issue:45375 is the best anchor for the only clear duplicate set because it names the concrete root cause (missing deepstack_visual_indexes dropped by @strict) behind the Qwen3.5 MoE loading failure.", + "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly v5 regressions, model-specific bugs, and a few docs/import/test problems. None of the proposed soft pairs look like safe duplicate merges.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the broadest framework-level regression here: custom model initialization breaking in Transformers 5.0. It is more representative of the cluster\u2019s recurring v5 API breakage than the narrower model-specific or doc-only reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the most actionable representative among the near-duplicates: it identifies the specific field/config regression rather than only the downstream from_pretrained error.", + "best_issue_reason": "issue:43646 is the best umbrella issue because it describes a concrete, upstream initialization break rather than a single model family or surface symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Different subsystems and failure modes: auto_docstring annotation handling vs cache.get_seq_length/static-cache arithmetic." + "reason": "Different subsystems and failure modes: auto_docstring annotation handling vs cache length arithmetic in generation." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the Chinese text-processing slowdown report." + "reason": "Checkpoint key mismatch is unrelated to the training slowdown/reporting issue in data filtering." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A slowdown regression and a double optimizer-step bug under deepspeed are not the same underlying issue." + "reason": "Both involve training, but one is a performance regression and the other is double optimizer stepping under deepspeed; not the same bug." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 PixelDecoder dummy Conv2d vs MaskGenerationPipeline dropping partial-batch results are unrelated bugs." + "reason": "SAM3 pixel decoder architecture detail vs MaskGenerationPipeline batching bug are unrelated." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both touch vision/model loading, but one is incorrect SigLIP2 outputs and the other is a missing-backend image-processor error." + "reason": "One is incorrect model/pipeline output, the other is a missing-vision-backend import/error path; different root causes." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor.save_pretrained missing files is unrelated to DeepSpeed causing optimizer.step to run twice." + "reason": "Processor save-pretrained file omission does not share the same code path as deepspeed optimizer stepping." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic custom-model-init breakage and ESM2-specific workflow breakage are not the same concrete bug." + "reason": "Generic custom-model initialization breakage is not the same as the ESM2-specific regression." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque errors are distinct failures." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency is unrelated to AttentionInterface.register changing callback behavior." + "reason": "Tokenizer/model eos-token mismatch is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:43441", + "right": "issue:46752", "accept": false, - "reason": "Empty chat-template input IndexError and XLMRobertaTokenizer/Unigram constructor mismatch are different code paths." + "reason": "FlashAttention failure in Ministral-3 and empty-list chat template crashing are unrelated." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "These are the same Qwen3.5 MoE from_pretrained regression; the field-dropping report plausibly explains the generic loading error." + "accept": false, + "reason": "Both are in the Qwen3.5 MoE family, but one is a missing config field dropped by @strict and the other is a generic from_pretrained error; not enough evidence of the same code-path bug." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "SAM3 vision encoder missing attribute and TimesFM window_size AttributeError are unrelated." + "reason": "Docstring wording for position_ids is not the same issue as variable-length position_id handling failing at runtime." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A placeholder bug report and gemma-4 zero3 from_pretrained failure do not match." + "reason": "A placeholder bug report is not the same concrete failure as gemma-4 zero3 from_pretrained." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Wrong docstring for position_ids is not the same as a runtime failure in Qwen3.5 variable-length position_ids handling." + "reason": "SAM3 vision encoder output attribute mismatch and TimesFM window_size AttributeError are unrelated model bugs." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 output and trust_remote_code dropping config fields are different bugs." + "reason": "Missing fpn_position_embeddings in SAM3 output is unrelated to AutoConfig trust_remote_code field loss." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "pytest-xdist race on captured_info.txt is unrelated to VL image-placeholder failures." + "reason": "A pytest-xdist file race in testing utilities is unrelated to VL image placeholder handling in user text." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence and Qwen3.5 position_ids handling are different issues." + "reason": "Torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids are different code paths." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite operations with different failure modes." + "reason": "Both concern generation state, but one is sync_gpus update logic and the other is chunked_prefill cache availability; not the same bug." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are distinct generation bugs." + "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite directions of quantization I/O and do not share the same failure." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe/v5 bug report is unrelated to processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe loading failure and processor.save_pretrained file loss are separate issues." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "Same Qwen3.5 MoE from_pretrained failure; the more specific field-drop report is a plausible root cause for the generic loading error." + "accept": false, + "reason": "Likely same model family, but one report is a generic from_pretrained failure while the other is a specific config-field drop; too different to merge confidently." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-not-found ImportError and Sentence Transformers hanging on load are unrelated." + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import/export problems, but they refer to different missing symbols and different import paths." + "reason": "Both are import regressions, but they reference different missing symbols/modules and likely different API removals." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 docs/model mismatch with quantization failure is not the same as an AutoProcessor missing-backend error." + "reason": "Broken documentation example with multiple mistakes is not the same as runtime missing-backend error handling." }, { "left": "issue:46463", @@ -14581,35 +14573,26 @@ "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time doc-lint logging and RTDetrLoss infeasible-cost-matrix crash are unrelated." + "reason": "Import-time doc-lint stdout noise has nothing to do with RTDetrLoss infeasible cost matrix." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and missing pad_token_id in Llama4Config are different bugs." + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different configuration/serialization problems." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are both tokenization-related but not the same concrete failure." - }, - { - "left": "issue:45103", - "right": "issue:46858", - "accept": false, - "reason": "auto_docstring annotation handling and static-cache slice arithmetic on non-CUDA backends are unrelated." + "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are both tokenizer-adjacent but not the same concrete bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The one accepted Qwen3.5 pair is well supported by the titles, and the note that no pull requests are present matches the packet." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14684,42 +14667,42 @@ "issue:36010|issue:41628", "issue:43784|issue:46399", "issue:44038|issue:45310", - "issue:44945|issue:45753", "issue:42994|issue:43824", + "issue:44945|issue:45753", "issue:45561|issue:47059", - "issue:44661|issue:47059", - "issue:44857|issue:46877", "issue:44222|issue:45310", + "issue:44857|issue:46877", + "issue:44661|issue:47059", "issue:45593|issue:46877", - "issue:45406|issue:46202", "issue:45081|issue:45103", + "issue:45406|issue:46202", "issue:46202|issue:46701", "issue:43232|issue:44792", "issue:42831|issue:44222", "issue:42673|issue:43704", "issue:42175|issue:44933", "issue:44743|issue:47068", + "issue:45405|issue:46877", "issue:43976|issue:44933", "issue:44496|issue:45561", - "issue:45405|issue:46877", "issue:30333|issue:33290", "issue:30990|issue:35141", "issue:42898|issue:44568" ], - "prepared_review_unit_hash": "c0af8a500f8f58117c263bd6cc4c85adb312e8d8ffd384c0033cdfa3e91827d8", + "prepared_review_unit_hash": "5b63b2e901f240bf5051e708caec3c4583f2f9ac1bc7ecee179c05bf2d11766e", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36231, + "serialized_chars": 36229, "estimated_input_tokens": 9058, "estimated_eval_tokens": 18372 }, @@ -14728,195 +14711,195 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated issues that were grouped by loose textual similarity. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report; the rest should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42673 is the clearest canonical issue because it is an exact duplicate of issue:43704, has the fuller discussion history, and describes the bug more completely.", + "summary": "This cluster is mostly a collection of unrelated Transformers bug reports. The only clear duplicate soft edge is the repeated Qwen3ForCausalLM VRAM-leak report; the rest differ by model, API, or failure mode.", + "confidence": 0.66, + "canonical_issue_reason": "issue:42673 is the earliest and more-discussed report of the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; issue:43704 later repeats the same title and bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue in this set: it matches its duplicate exactly and is the most complete record for that bug.", + "best_issue_reason": "issue:42673 is the best cluster representative because it is the earliest and more-discussed instance of the only clear duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is an AutoTokenizer loading issue and the other is a mistral_common continue_final_message bug; different code paths." + "reason": "Both are tokenizer-related, but they describe different failures and code paths: AutoTokenizer loading vs. continue_final_message handling." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings and InternVL2 meta-initialization incompatibility are unrelated problems." + "reason": "TF32 backend settings and InternVL2 meta-initialization incompatibility are unrelated bugs." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior does not match pipeline-parallelism output correctness." + "reason": "Quantization/offloading behavior is not the same as incorrect output under pipeline parallelism." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and RTDetr loss cost-matrix infeasibility are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible-cost-matrix crash are unrelated runtime errors." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different modules." + "reason": "Different missing-import symbols from different modules; not the same underlying import issue." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different missing imports: GenerationMixin versus AutoImageProcessor." + "reason": "Both are import errors, but they affect different APIs and have different causes." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 kernel-registration crash are separate bugs." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3 MOE models, but they affect different versions and different failure modes." + "reason": "Both involve Qwen3 MoE models, but the concrete failures and affected paths differ." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Pipeline-parallelism output corruption and Qwen3.5 image infinite loop are not the same bug." + "reason": "Quantized model saving and Qwen2_5_VL import failure are different bugs." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Quantized model saving and missing Qwen2.5-VL import are unrelated." + "reason": "Pipeline-parallel wrong output and an image-specific infinite loop are distinct model-behavior issues." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist file races and huggingface_hub CLI attribute errors are different test/runtime issues." + "reason": "A pytest-xdist file race is unrelated to the huggingface_hub CLI attribute error." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Model-registration logic and CLI completion attribute failure are unrelated." + "reason": "FP8 save_pretrained on MoE and from_pretrained failure on Qwen3.5 MoE are different code paths." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "CUDA AMP loss crash and auto_docstring stdout logging are separate problems." + "reason": "AMP/CUDA loss crash and auto_docstring stdout diagnostics are unrelated." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 from_pretrained error are different code paths." + "reason": "Tokenizer-mapping registration bug and CLI completion regression are unrelated." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and docstring lint output are unrelated." + "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time diagnostics are unrelated." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Gemma processor _tokenizer crash and Gemma roundtrip token issue are not the same concrete bug." + "reason": "Mistral regex patch crash and annotation-handling crash are different failures." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Mistral regex patching failure and auto_docstring annotation crash are unrelated." + "reason": "Gemma4Processor _tokenizer crash and Gemma pipeline roundtrip failure are different bugs." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both mention Gemma, but one is token roundtripping and the other is an image-text pipeline failure." + "reason": "Both mention Gemma pipelines, but the observed failures are different." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwarg update after sync_gpus and a Janus image-generation test failure are different issues." + "reason": "Generation-kwargs update after sync_gpus and Janus image-generation test failure are unrelated." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are distinct problems." + "reason": "General FP8 accuracy concerns and FP8 MoE save_pretrained failure are not the same defect." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and bug: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; clear duplicate." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend dependency issue and missing image_utils import are unrelated." + "reason": "Missing TensorFlow backend in torch install is unrelated to the image_utils import issue." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and DeepSpeed host synchronization are different bugs." + "reason": "Qwen3_5 recurrent-state reset and DeepSpeed host synchronization are different code-path problems." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and image_utils import failure do not match." + "reason": "Python version compatibility and missing image_utils import are different issues." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config issue and pytest-xdist race condition are unrelated." - }, - { - "left": "issue:45405", - "right": "issue:46877", - "accept": false, - "reason": "PEFT version bump and docstring lint output are unrelated." + "reason": "Model config recognition failure and xdist file race are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed jobs and DeepSpeed Adafactor OOM are different failures." + "reason": "MLflow reporting on failed training and DeepSpeed OOM with Adafactor are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading stall and token-embedding reinitialization are unrelated." + "reason": "Loading hang in sentence-transformers and embedding reinitialization in post_init are different bugs." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior changes, but they affect different APIs and symptoms." + "reason": "Both are tokenizer behavior changes in v5, but they describe different regressions and different APIs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: the only clear duplicate pair is issue:42673 / issue:43704, and the other soft-edge rejections are suitably conservative based on the titles and metadata." + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the duplicate verdict for issue:42673 / issue:43704 is supported by the packet. However, the best_issue_reason overstates the evidence by calling 42673 the \"most referenced\" instance: the packet does not show inbound references for either issue, only more discussion activity. That claim should be downgraded to something like \"earliest and more-discussed\". Because the output is not fully evidence-tight, I\u2019m rejecting it." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14958,6 +14941,7 @@ "issue:44222", "issue:44295", "issue:44297", + "issue:44448", "issue:44568", "issue:44623", "issue:44734", @@ -14968,7 +14952,6 @@ "issue:45103", "issue:45200", "issue:45310", - "issue:45356", "issue:45600", "issue:45656", "issue:45712", @@ -15006,7 +14989,7 @@ "issue:43874|issue:45092", "issue:42898|issue:43295", "issue:44295|issue:45656", - "issue:42898|issue:45356", + "issue:42898|issue:44448", "issue:42222|issue:45200", "issue:30333|issue:36331", "issue:44734|issue:45103", @@ -15014,214 +14997,214 @@ "issue:44222|issue:44297", "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "8688c96a2fc4e12fd6054d926a75596c5a3fdca287e2ef131521f0e2dbc0b12b", + "prepared_review_unit_hash": "a18b65cfda94ab05919a20f55ac02fd475858bc62e0e0bac2491814793095afd", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36395, - "estimated_input_tokens": 9099, - "estimated_eval_tokens": 18454 + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs appear to be unrelated issues across different subsystems, models, or failure modes; none looks like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the candidate set spans many unrelated regressions, import errors, docs bugs, tokenizer changes, and model-specific failures.", + "summary": "This cluster is mostly heterogeneous issue reports with superficially similar keywords, but no pair looks like the same underlying bug or change. I would not merge any of the soft edges, and there are no PRs to choose from.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue is suitable: the items span unrelated regressions, docs bugs, tokenizer/model issues, and infrastructure problems. The soft edges are mostly keyword similarity rather than shared root cause.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping; none of the issues is a representative duplicate target for the others.", + "best_issue_reason": "No issue cleanly represents the cluster as a whole; the set is too diverse for a meaningful canonical issue choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Different problems: backend extra dependency missing TensorFlow vs cleanup of leftover dummy PyTorch classes." + "reason": "Different problems: missing TensorFlow in an install extra vs leftover dummy PT classes leaking into checks/imports." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different models and bugs: default multimodal config initialization vs incorrect hidden_states output in VideoPrism." + "reason": "Both are multimodal-related, but one is config initialization and the other is an output-field bug in VideoPrism." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer special-token regression is unrelated to tokenizer thread-safety." + "reason": "Tokenizer behavior regression vs thread-safety regression; different symptoms and code paths." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Save-pretrained missing files is unrelated to a from_pretrained load error for Qwen3.5 MoE." + "reason": "Saving processor artifacts is unrelated to a Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding is a different bug than fast tokenizer thread safety." + "reason": "LayoutLMv2 NER/padding crash is not the same bug as fast tokenizer thread safety." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "auto_mappings CI break from removed configs is unrelated to huggingface_hub CLI test failure." + "reason": "Removed config references in auto_mappings is unrelated to a huggingface_hub CLI compatibility break." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Wrong attention mask construction for Gemma4 is unrelated to batch-finalization logic in MaskGenerationPipeline." + "reason": "Different generation bugs: attention-mask construction vs final partial-batch handling in a pipeline." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM under multithreaded loading is unrelated to FA2 long-context performance regression." + "reason": "VRAM leak in multi-thread dataloader use is not the same as FA2 long-context performance regression." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they describe different symptoms and likely different root causes." + "reason": "Both are v5 regressions, but one is clean_up_tokenization_spaces semantics and the other is Granite token-id mapping." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Generic AutoTokenizer loading issue is not the same as missing BOS/EOS insertion for one tokenizer." + "reason": "Both mention tokenizer loading, but one is AutoTokenizer.from_pretrained offline/model-info behavior and the other is add_special_tokens token insertion." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaults and Whisper word-timestamp decode crash are unrelated." + "reason": "Unrelated multimodal config defaulting vs Whisper word-timestamp decode crash." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + "reason": "Notebook syntax error and documentation parameter-name mismatch are different documentation issues." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Different broken documentation examples for different models and different failure modes." + "reason": "Both are broken examples, but they concern different models/docs and different failure modes." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Importing sentence-transformers failing on nn is unrelated to missing Qwen2.5-VL export." + "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL symbol are unrelated import failures." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer regressions, but one is cleanup-space behavior and the other is Deepseek token IDs; not the same concrete bug." + "reason": "Both are tokenizer regressions in v5, but the affected models and root behavior differ." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow reporting on failed training jobs." + "reason": "Flash Attention 2 with XLMRoberta is unrelated to MLflow status reporting after training failure." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer thread-safety." + "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded loading is not the same as tokenizer thread safety." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline-mode break in AutoTokenizer patching Mistral regex is unrelated to tokenizer thread-safety." + "reason": "Offline model-info lookup in AutoTokenizer is a separate issue from Rust tokenizer thread safety." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment when values were previously None." + "reason": "Config defaulting for multimodal models is unrelated to ModelOutput key assignment when values are None." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow failure handling is unrelated to Llama 3.2 Vision model-loading regression." + "reason": "MLflow reporting on failed jobs and Llama 3.2 vision model loading regression are unrelated." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch API on a processor class is unrelated to remote-code checkpoint incompatibility with meta initialization." + "reason": "A missing image-patches method in one processor is not the same as meta-initialization incompatibility in another model family." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup-space behavior change is unrelated to processor.tokenizer / image-to-tokenizer regression." + "reason": "Tokenizer cleanup behavior and processor.tokenizer/image passing regressions are different code paths." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer access error is unrelated to duplicated optimizer stepping with deepspeed." + "reason": "Position_ids buffer access error is unrelated to deepspeed causing optimizer.step to run twice." }, { "left": "issue:42898", - "right": "issue:45356", + "right": "issue:44448", "accept": false, - "reason": "Kimi-K2.5 codec-handling regression and warning issue are not the same as clean_up_tokenization_spaces behavior." + "reason": "These are both v4-v5 behavior changes, but one is tokenizer cleanup and the other is Pegasus output differences." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." + "reason": "Broken VitPose models and Gemma 4 mm_token_type_ids defaults are different multimodal issues." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed MLflow reporting is unrelated to the new num_items_in_batch argument in CustomTrainer.compute_loss." + "reason": "MLFlow reporting after failure is unrelated to a trainer signature mismatch." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation indexing crash in serve is unrelated to auto_docstring failing under future annotations." + "reason": "KV-cache indexing in serve is unrelated to auto_docstring crashing on future annotations." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch backend are different import/setup problems." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/setup problems." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained for MoE models is unrelated to tokenizer_class metadata mismatch." + "reason": "FP8 save_pretrained for MoE and tokenizer_class mismatch in saved config are unrelated serialization bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling bug is unrelated to a documentation parameter-name typo." + "reason": "Optimizer SGD args being ignored is not the same as a documentation parameter-name typo." } ] }, @@ -15308,13 +15291,13 @@ "issue:45245|issue:46132", "issue:44373|issue:44485", "issue:44297|issue:45310", - "issue:44360|issue:46762", "issue:41628|issue:42757", + "issue:44360|issue:46762", "issue:45071|issue:46082", - "issue:43723|issue:44977", "issue:44222|issue:44484", - "issue:43504|issue:47059", + "issue:43723|issue:44977", "issue:43122|issue:46209", + "issue:43504|issue:47059", "issue:46614|issue:46932", "issue:44263|issue:45092", "issue:44263|issue:44373", @@ -15324,237 +15307,237 @@ "issue:43232|issue:45834", "issue:30990|issue:38175", "issue:44190|issue:46082", - "issue:43475|issue:46305", "issue:44263|issue:44360", + "issue:43475|issue:46305", "issue:46305|issue:46655", "issue:42831|issue:45310" ], - "prepared_review_unit_hash": "7aa020a2985404ecddba7f4ff5a9c2324fa49d47925be46f69ee3711b3303be6", + "prepared_review_unit_hash": "6dc038de0804defea0d1697b890c2890792ca8efa8aaac6aeb84dbabdcd8d9a9", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37298, - "estimated_input_tokens": 9325, - "estimated_eval_tokens": 18906 + "serialized_chars": 37295, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports across different models, APIs, and regressions. No soft pair looks like the same underlying bug/change closely enough to merge, and there are no PRs in the set.", - "confidence": 0.79, - "canonical_issue_reason": "If one issue must anchor the group, #43723 is the broadest repository-level regression (v5 tokenizer loading) with the clearest generic user impact; the rest are mostly narrower model-specific or unrelated defects.", + "summary": "This cluster is heterogeneous: it spans unrelated Transformers regressions around imports, tokenizers, model configs, FP8, generation, and example scripts. None of the soft pairs look like the same underlying bug/change, so no duplicate merge is justified.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too broad and the reports are not duplicates of one another.", "canonical_pr_reason": null, - "best_issue_reason": "#43723 is the strongest standalone issue: it describes a concrete, reproducible v5 loading failure and is broadly relevant compared with the more specialized reports.", + "best_issue_reason": "Issue 43723 is the broadest representative of the loading/import-style regressions, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Both are example-script failures, but they involve different scripts, datasets, and failure modes; not the same bug." + "reason": "Different failures: empty multi-label outputs in an example script vs local dataset loading in another script." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "One is a dependency version bump problem; the other is leftover dummy classes breaking repo checks. Different issues." + "reason": "Unrelated: a PEFT version pin problem vs leftover dummy classes leaking into the repo API." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save-pretrained metadata mismatch vs deepspeed optimizer stepping twice; no shared code-path bug." + "reason": "Tokenizer save metadata mismatch and deepspeed double-step behavior are different bugs." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression and processor save-pretrained missing files are unrelated." + "reason": "FP8 accuracy regression is not the same as missing processor save files." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Import exposure from image_utils vs dummy class cleanup; distinct problems." + "reason": "Import exposure from image_utils and dummy class cleanup are separate issues." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is processor file output; different fixes." + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different code paths." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different output in a model pipeline vs an attention registration behavior change; not the same bug." + "reason": "Different outputs across versions and AttentionInterface.register behavior are not the same bug." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading are both tokenizer-related but describe different failure modes and code paths." + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is tokenizer loading/import behavior." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; unrelated model-specific bugs." + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are distinct model issues." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Default config initialization and non-persistent buffer junk are different initialization problems." + "reason": "Config default initialization and non-persistent buffer junk are unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-limit runtime error vs attention registration semantics; no overlap." + "reason": "Category-count runtime error and attention registration behavior do not share the same root cause." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring correction for position_ids is not the same as a RoPE implementation discussion." + "reason": "A docstring issue is not the same as a RoPE implementation bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save-pretrained metadata mismatch is separate from Qwen3.5 MoE from_pretrained errors." - }, - { - "left": "issue:44360", - "right": "issue:46762", - "accept": false, - "reason": "DSA indexer activation concern vs Minimax attention numerical differences; different subsystems and bugs." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different problems." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different symbols and packages; not the same regression." + "reason": "Both are import errors, but they involve different symbols, modules, and failure modes." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "PretrainedConfig type-checking breakage and LlamaConfig head_dim validation are distinct issues." + "reason": "DSA indexer missing ReLU and Minimax MSA numerical mismatch are unrelated." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Tokenizer loading failure vs flash-attention generation issue; separate code paths." + "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig rejecting head_dim." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE serialization bug and a question about max_shard_size are not duplicates." + "reason": "FP8 save_pretrained and max_shard_size default behavior are different concerns." }, { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Legacy field model-loading issue vs CLI breakage from huggingface_hub API change; unrelated." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are separate bugs." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer version-difference report and FP8 inference failure on B200 are unrelated." + "reason": "Tokenization differences across versions and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Pretrained model loading with a legacy field and CLI test failures with huggingface_hub are different issues." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state vs quantized vision/audio embedder dtype casting; different bugs." + "reason": "Stale phonemizer backend state and Gemma4 dtype casting are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer torch.split behavior vs remote-code checkpoint meta-initialization incompatibility; different failures." + "reason": "GlmMoeDsaIndexer torch.split behavior and remote-code meta-init incompatibility are different bugs." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA indexer split behavior and a position_ids docstring fix are unrelated." + "reason": "A tensor-splitting issue and a docstring fix do not share a root cause." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Registered-buffer position_ids read error vs missing processor save_pretrained files; distinct bugs." + "reason": "Reading a registered buffer and processor.save_pretrained missing files are separate code paths." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs cache-length handling; related only broadly to generation, not the same bug." + "reason": "Generation kwargs sync behavior and cache-length honoring are different cache/generation bugs." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template on a processor are separate issues." + "reason": "FP8 inference failure on B200 and missing chat template validation are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation bookkeeping vs OCR long-input index error; unrelated." + "reason": "Generation after sync_gpus and long OCR input index errors are not the same defect." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Model loading hang and zero-probability outputs are different symptoms on different models." + "reason": "Sentence Transformers loading stall and zero probabilities in a SigLIP model are unrelated." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading in an example script and a LlamaConfig validation error are different bugs." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "SAM3 attribute error and MoonshineStreaming off-by-one masking are different model bugs." + "reason": "DSA indexer split handling and missing ReLU in the DSA indexer are separate implementation issues." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Both mention DSA, but one is a split-return issue and the other is a missing ReLU; not the same concrete bug." + "reason": "SAM 3 Video missing an attribute and MoonshineStreaming window off-by-one are not the same bug." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but one is a window-mask off-by-one and the other is padding calculation; different code paths." + "reason": "Both involve video processing, but one is a window mask off-by-one and the other is padding calculation." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy issue and Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained failure are unrelated." } ] }, @@ -15595,7 +15578,6 @@ "issue:43122", "issue:43232", "issue:43408", - "issue:43644", "issue:43824", "issue:43986", "issue:44038", @@ -15622,6 +15604,7 @@ "issue:46328", "issue:46369", "issue:46402", + "issue:46664", "issue:46726", "issue:46909", "issue:47059", @@ -15646,7 +15629,7 @@ "issue:39379|issue:46172", "issue:22355|issue:28218", "issue:44188|issue:44373", - "issue:43644|issue:46305", + "issue:46305|issue:46664", "issue:44327|issue:47059", "issue:43986|issue:47217", "issue:39401|issue:44568", @@ -15659,221 +15642,224 @@ "issue:43232|issue:45593", "issue:45381|issue:46909" ], - "prepared_review_unit_hash": "0f02df327c562f6e5ce423c7ebdc1e79c11293b808de538ac5bbe67db804a269", + "prepared_review_unit_hash": "2eac317870f53a424333a97e12ba6f2ab5d5bb35ece988fa9f77d57bae79d5e7", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36345, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "serialized_chars": 36342, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous; I found no strong duplicate pairs. Most soft links are only topical similarity, not the same concrete bug or code path.", - "confidence": 0.24, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering multiple import regressions after the version jump, so it is the best representative issue if one must be chosen.", + "summary": "Mostly unrelated Transformer issues with one clear duplicate pair around AutoProcessor failing when the required vision backend is missing.", + "confidence": 0.88, + "canonical_issue_reason": "issue:46726 is the clearest generic formulation of the duplicate AutoProcessor/vision-backend bug and best captures the shared failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general user-facing regression report among these issues and the closest thing to a cluster anchor, even though the set does not form a true duplicate group.", + "best_issue_reason": "issue:46726 is the best representative issue here: it states the underlying bug succinctly and broadly, unlike the more specific duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Different problems: SAM3-LiteText memory overflow vs a broken DIA docs example." + "reason": "Different bugs: a SAM3 memory overflow vs a DIA documentation example issue." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Import error for transformers.onnx is unrelated to XLM-R Flash Attention 2 behavior." + "reason": "Unrelated: missing transformers.onnx import vs Flash Attention 2 behavior in XLMRoberta." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve saving quantized models, but they are different failures on different model paths." + "reason": "Both involve saving quantized models, but different quantization flows and failure modes." }, { "left": "issue:43986", "right": "issue:46726", - "accept": false, - "reason": "Both mention missing vision backends, but one is a video-model AutoProcessor crash and the other is an unrecognized image processor error." + "accept": true, + "reason": "Same underlying AutoProcessor failure when the required vision backend is missing; the titles describe the same code-path bug." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Dependency trouble is not the same bug as a SequenceFeatureExtractor.pad performance issue." + "reason": "Different issues: a dependency problem vs a padding performance regression." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both are multimodal regressions, but they target different models and different save/init paths." + "reason": "Both touch multimodal model persistence/loading, but one is meta-init compatibility and the other is incorrect visual encoder keys." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy problems and Qwen3-VL-Moe bugs are not the same code-path issue." + "reason": "Different model-specific bugs: FineGrainedFP8 accuracy vs Qwen3-VL-Moe behavior." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "A q_a_layernorm epsilon precision issue is unrelated to remote-code meta-initialization incompatibility." + "reason": "Unrelated: MLA rms_norm_eps precision handling vs InternVL2 meta-initialization compatibility." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "These are separate missing-import errors for different symbols." + "reason": "Both are import errors, but for different missing symbols and different packages/models." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Model loading failure and a CLI incompatibility with huggingface_hub are unrelated." + "reason": "Different failures: loading a multimodal model vs a huggingface_hub CLI test regression." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Degenerate training under flash_attention_3 is not the same as NaNs in classification heads after checkout/init." + "reason": "Different bugs: flash_attention_3 training degeneration vs NaNs after checkout/init in classification heads." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different subsystems: Qwen2.5-VL video position IDs vs MoonshineStreaming mask off-by-one." + "reason": "Both are vision/video timing bugs, but they affect different models and different sequence-masking logic." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "API request rejection is unrelated to a Gemma4Processor attribute crash in transformers serve." + "reason": "Different issues: chat-completions request handling vs a Gemma4Processor attribute crash." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "A model-type warning for sam3_video vs sam3_tracker is not the same as missing text-encoder weights." + "reason": "Same model family, but different problems: wrong model-type warning vs missing text encoder weights." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regressions and an infinite-loop bug on one image are different failures." + "reason": "Different bugs: FP8 accuracy regression vs an infinite loop on a specific image." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "MLLA mask handling and a deepseek-v4 dtype/transpose bug do not share the same code path." + "reason": "Unrelated low-level bugs in different model code paths." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "transformers.onnx import failure is unrelated to tokenizer spacing after added tokens." + "reason": "Unrelated: an import error vs tokenizer spacing after added tokens." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + "reason": "Different categories entirely: torch.compile attention-kernel divergence vs a docstring issue." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:46305", + "right": "issue:46664", "accept": false, - "reason": "Non-persistent buffer initialization junk and streaming mask off-by-one are different bugs." + "reason": "Both are video-related, but one is an off-by-one masking bug and the other is inconsistent frame-count semantics." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA top-k span decoding crash and a CLI completion attribute error are unrelated." + "reason": "Unrelated: QA span decoding crash vs CLI test failure from a dependency change." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Missing torchvision crash is not the same as handling an image placeholder inside user text." + "reason": "Both concern vision models, but one is a missing-backend import path and the other is a placeholder-position bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset mapping and missing BOS/EOS insertion are different tokenizer regressions." + "reason": "Different tokenizer regressions with different symptoms and model families." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific missing huggingface_hub import is only one possible symptom of a broader import-regression report, not the same concrete bug." + "reason": "The latter is a broad import-regression report; the former is one specific missing symbol, not clearly the same underlying bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading failure and quantized model saving failure are separate issues." + "reason": "Different issues: offline cache loading vs quantized model saving failure." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Tokenizer cache loading offline is unrelated to the wrong decoder type in Transformers v5." + "reason": "Different tokenizer problems: offline cache loading vs wrong decoder type in v5." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLM-R and Sentence Transformers getting stuck loading are different problems." + "reason": "Different symptoms and subsystems: XLMRoberta Flash Attention 2 vs Sentence Transformers loading hang." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "A specific BPE-marker bug in Ministral tokenizer is not the same as broader tokenization drift across versions." + "reason": "Both are tokenizer regressions, but they describe different model-specific tokenization failures." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "sam3 model-type warning and SAM3-LiteText memory overflow are different failures." + "reason": "Different bugs and models: sam3 model-type mismatch vs memory overflow on sam3-litetext." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwarg handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Unrelated generation-state bug vs D-FINE auxiliary-loss handling." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen2.5-VL video position IDs and a DIA documentation example are unrelated." + "reason": "Unrelated: video position IDs vs documentation example breakage." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft pair is reasonably supported by the titles: both point to the same AutoProcessor/vision-backend missing-dependency failure mode. The other verdicts are generally conservative and do not overclaim." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15952,14 +15938,14 @@ "issue:43784|issue:45600", "issue:43756|issue:44060", "issue:42907|issue:43937", - "issue:43329|issue:47059", "issue:44117|issue:44704", + "issue:43329|issue:47059", "issue:39401|issue:44488", "issue:39401|issue:44521", "issue:44625|issue:44829", "issue:44360|issue:44485", - "issue:46172|issue:46762", "issue:44704|issue:45290", + "issue:46172|issue:46762", "issue:44038|issue:44297", "issue:43122|issue:46326", "issue:43122|issue:44521", @@ -15970,221 +15956,224 @@ "issue:44038|issue:44222", "issue:45216|issue:45478" ], - "prepared_review_unit_hash": "9382f5fb4d482c26ac383a9b0a778e84727d1dc89acf443eeed241bbfcabe726", + "prepared_review_unit_hash": "c5e5269570c417f7a1269611612ecda7c6ec551799a266cb4d26a9bfc7cdd74d", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35734, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "serialized_chars": 35737, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs/regressions around tokenization, model loading, multimodal processors, and save/load behavior. None of the soft-linked pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "Mostly heterogeneous issue set. The only defensible soft merge is the import-regression umbrella; the Qwen3.5 save/load pairing is too speculative from the packet alone and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45278 is the broadest user-facing regression here: a post-upgrade import breakage affecting multiple symbols, which makes it the best umbrella issue for narrower missing-export reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the best global issue because it captures the widest concrete regression surface and can absorb related import failures without overgeneralizing unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Different subsystems and failure modes: Qwen3Omni video processing vs a broken DIA documentation example." + "reason": "Multimodal video-processing failure and a broken documentation example are different bug classes." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "One is a 5.0 custom model initialization regression; the other is NaNs in classification heads after checkout/init." + "reason": "Custom model init regression and NaNs in classification heads are different code paths and symptoms." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Unrelated bugs: buffer access for position_ids vs tokenizer_config class mismatch on save_pretrained." + "reason": "Position_ids buffer access error and tokenizer_class mismatch on save_pretrained are unrelated." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Different code paths: dequantized model saving vs incorrect output under pipeline parallelism." + "reason": "Checkpoint saving for dequantized models and pipeline-parallel output corruption are distinct bugs." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "CLI command breakage vs an import-time NameError in sentence-transformers integration." + "reason": "CLI/env command breakage is separate from the sentence-transformers import NameError." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both mention loading problems, but one is Sentence-Transformers hanging and the other is a MacOS bus error in a CLIP model load." + "reason": "Both are load-time failures, but they involve different models, platforms, and failure modes." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized weights is not the same bug as failing to load a multimodal Phi-4 model." + "reason": "Dequantized save failure and Phi-4 multimodal load failure are different serialization/load bugs." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility regression is unrelated to incorrect outputs from pipeline parallelism." + "reason": "Python-version support regression is unrelated to incorrect LLM output under pipeline parallelism." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a torch.split return-value issue are different problems." + "reason": "TF32 API guidance and a torch.split return-value bug are not the same underlying issue." }, { "left": "issue:41628", "right": "issue:45278", - "accept": false, - "reason": "General import errors after upgrade are too broad; the specific missing AutoImageProcessor import is a different concrete failure." + "accept": true, + "reason": "Specific missing AutoImageProcessor export fits the broader post-upgrade import-regression umbrella." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Importing sentence-transformers failing with nn undefined is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Sentence-transformers import NameError and stale Sam3LiteText references in auto_mappings.py are different defects." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model implementation bugs: Smollm3 RoPE layer dropping vs Qwen3-Next tied-weights warning." + "reason": "RoPE layer-count discrepancy and tied-weights warning are different model-implementation bugs." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Save-pretrained failure for one model family vs invalid GenerationConfig for GLM-5." + "reason": "Checkpoint save failure and invalid GenerationConfig for GLM-5 are unrelated." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Undefined multimodal token helper usage is unrelated to a CLI completion attribute error from huggingface_hub." + "reason": "Tokenizer mapping None handling and AutoProcessor kwargs propagation are different loader defects." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are distinct API bugs." + "reason": "Multimodal token-counting bug and CLI completion attribute error are unrelated." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to failing to load a specific BERT model." + "reason": "Qwen3 tokenizer offset_mapping bug and loading sleng-bert are different issues." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping and all-zero assistant masks in multimodal chat templates are different symptoms and code paths." + "reason": "Offset mapping bug and zero assistant masks for multimodal inputs are separate tokenizer behaviors." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + "reason": "num_labels propagation and flash_attention_3 degenerate training are different failure modes." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in the DSA indexer is not the same as a RoPE implementation discussion for GLM-5." + "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated algorithmic bugs." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Different attention/math issues in different models; not the same underlying numerical bug." + "reason": "cached_file kwargs forwarding and assistant-message tool-call crashes are different apply_chat_template/loader issues." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Passing kwargs to cached_file is unrelated to apply_chat_template crashing on tool-call assistant messages." + "reason": "Both are numerical issues, but they concern different models and attention implementations." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading issues are unrelated to tokenizer_class mismatch on save_pretrained." + "reason": "Qwen3-VL-Moe load failure and tokenizer_class mismatch on save are not the same bug." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Version-to-version tokenization differences are not the same as continue_final_message behavior for mistral_common tokenizers." + "reason": "Generic tokenization drift and continue_final_message on mistral_common are too different to merge." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "General tokenization drift across versions is unrelated to assistant_mask generation for multimodal inputs." + "reason": "Tokenization drift and multimodal assistant_masks are separate issues." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "These are different bugs: Qwen3-VL-Moe loading vs position_ids buffer access." + "reason": "Qwen3-VL-Moe load failure and position_ids buffer access are unrelated." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM3 video-related, but one is a model-type warning and the other is a missing attribute on encoder output; not the same bug." + "reason": "SAM3 video model-type warning and missing fpn_position_embeddings attribute are different bugs." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized model saving and gguf_file loading failures affect different APIs and failure paths." + "reason": "GGUF loading issues and dequantized save failures are unrelated serialization/load paths." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "ONNX module import failure is unrelated to slow vs fast tokenizer inconsistency." + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different Qwen/moe issues: model loading regression vs FP8 save_pretrained behavior." + "reason": "Qwen3-VL-Moe load failure and FP8 save_pretrained for moe are distinct issues." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Related model family, but save_pretrained producing a bad checkpoint and from_pretrained failing are different concrete problems and should not be merged without stronger evidence." + "reason": "The packet only shows a save_pretrained checkpoint correctness report versus a from_pretrained load error; the causal link is speculative, so they should not be merged." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too speculative: issue:45216 vs issue:45478 is not clearly the same bug from the packet alone. They share Qwen3.5 and 5.4+ context, but one is a save_pretrained checkpoint correctness report and the other is a from_pretrained load error; the causal link is asserted rather than evidenced. The import-regression pairing (issue:41628 vs issue:45278) looks conservative, but the second accepted pair is not conservative enough for the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16272,8 +16261,8 @@ "issue:44038|issue:45478", "issue:43611|issue:46002", "issue:43066|issue:44779", - "issue:44355|issue:46231", "issue:45357|issue:45478", + "issue:44355|issue:46231", "issue:44625|issue:46002", "issue:42673|issue:45072", "issue:43116|issue:43493", @@ -16281,190 +16270,208 @@ "issue:44610|issue:46909", "issue:42371|issue:43874" ], - "prepared_review_unit_hash": "9909a566cfc925fa94f96edd08e98ea635f8a2b5b693b347b34ccb0a06973f5b", + "prepared_review_unit_hash": "e30563e69009fc42ae731e6a5b25b20879278551fdf48bb71379dbad4eb1a88c", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35976, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "serialized_chars": 35977, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-similarity pairs are mostly broad thematic overlaps rather than true duplicates. I would reject all of them: they mention related areas like imports, tokenizers, or Qwen models, but each pair points to a different concrete failure mode or code path.", - "confidence": 0.9, - "canonical_issue_reason": "issue:44779 is the clearest standalone bug report in the set: it is a specific, user-visible tokenizer regression with a version boundary and concrete failure mode.", + "summary": "This is not a true duplicate cluster: it mixes unrelated import, tokenizer, multimodal, generation, packaging, and docs regressions. None of the soft-edge pairs looks like the same concrete bug/change, so all should stay separate. If an umbrella issue is needed, 45278 is the closest representative of the import-regression subset, but it is not a real canonical duplicate for the full set.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits the whole set; the items are too heterogeneous to represent one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the best representative issue overall because it is narrowly scoped, reproducible, and describes a concrete regression better than the more generic import/error reports.", + "best_issue_reason": "issue:45278 is the broadest representative of the recurring import-regression complaints, but it still only covers a subset of this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different root causes; not the same bug." + "reason": "Both are import errors, but they reference different missing symbols and likely different regressions." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both concern tokenizer regressions in v5, but they involve different tokenizer families and different failure modes." + "reason": "Both are tokenizer regressions in v5, but they affect different models and different failure modes." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "One is an example-script classification output issue; the other is a Gemma multimodal config/field default issue." + "reason": "One is an example-script classification output bug; the other is a Gemma 4 multimodal config/input issue." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer-related, but one is offset mapping and the other is phonemizer backend state; different code paths." + "reason": "Both touch tokenization, but one is an offset_mapping bug and the other is a stale phonemizer backend state bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Same surface symptom category, but different packages and missing imports; no shared underlying change is evident." + "reason": "These are separate import failures from different packages and missing names." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training and multi-label classification example output are unrelated failures." + "reason": "Tensor-parallel training and multi-label example classification are unrelated issues." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "These are unrelated: an import failure for transformers.onnx versus a LayoutLMv3 error-message clarity issue." + "reason": "A missing module import and a LayoutLMv3 error-message clarity issue are not the same bug." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different bugs: dtype drift between train/eval versus incorrect output under pipeline parallelism." + "reason": "BF16/FP32 dtype drift in evaluation is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "One is install-time backend packaging, the other is Python 3.14 load failure; not the same problem." + "reason": "Packaging/backend install behavior and Python 3.14 load failures are different environment problems." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "Different model areas and different generation/mask behaviors; no concrete overlap." + "reason": "These affect different generation/multimodal code paths and do not describe the same defect." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model families and failure modes: SigLIP2 implementation mismatch versus Qwen3_5 infinite loop." + "reason": "Different models and symptoms: SigLIP2 implementation mismatch versus Qwen3_5 image-triggered infinite loop." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence and array-to-list padding inefficiency are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Docs parameter mismatch versus import-time doc-lint logging; different fixes and code paths." + "reason": "One is a docstring parameter mismatch; the other is import-time stdout logging from auto_docstring." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same model family, but one is invalid GenerationConfig handling and the other is RoPE implementation discussion; not the same bug." + "reason": "Both mention GLM-5, but one is invalid GenerationConfig and the other is a RoPE implementation discussion." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 is unrelated to stale phonemizer language backend state." + "reason": "Global tokenization-space behavior changes and phonemizer backend persistence are unrelated." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A single missing import symbol is not the same as a broad post-upgrade import-breakage report." + "reason": "A specific missing import and a broad post-upgrade import-error report are not the same concrete bug." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "An API request validation problem is unrelated to VL image placeholder handling." + "reason": "A chat-completions API acceptance problem and a VL image-placeholder failure are different endpoints/use cases." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Different version-check bugs in different subsystems; no common code-path issue." + "reason": "Version-check logic in transformers and a PyTorch version check in flex_attention are different compatibility bugs." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3 MoE variants, but the titles point to different model variants and different loading failures; too broad to merge." + "reason": "Both are Qwen3.5/MoE-related, but they cover different versions and different from_pretrained failures." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model-loading prefix handling and NaNs in classification heads are unrelated." + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "A decoder-type change and a Deepseek tokenizer regression are different tokenizer issues, not the same bug." + "reason": "A tokenizer decoder-type regression and a Deepseek tokenizer correctness regression are different issues." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained saving wrong visual keys and from_pretrained loading errors are related only by model family, not by the same bug." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and documentation parameter mismatch are unrelated." + "reason": "Compiled-Python-file errors and a docs typo are unrelated." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Both involve Qwen3.5 loading/saving, but one is save_pretrained key layout and the other is from_pretrained loading; not the same concrete defect." + "reason": "VRAM leakage in dataloader threads and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output and SigLIP2 implementation mismatch do not share the same underlying bug." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extractor length computation and a PyTorch version check in flex_attention are unrelated." + "reason": "Feature-length helper behavior in qwen3_omni_moe and an AuxRequest version check in flex_attention are unrelated." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor input-size mismatch and a broken documentation example are different types of issues." + "reason": "An image-size mismatch in OmDet-Turbo and a broken documentation example for DIA are not duplicates." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings guidance and a missing image-processor method are unrelated." + "reason": "TF32 API guidance and a missing image-processor method are completely different problems." } ] }, @@ -16547,8 +16554,8 @@ "issue:43066|issue:46710", "issue:43116|issue:43825", "issue:43827|issue:45446", - "issue:33453|issue:39401", "issue:45092|issue:46762", + "issue:33453|issue:39401", "issue:42673|issue:42796", "issue:44263|issue:46762", "issue:44995|issue:46697", @@ -16557,9 +16564,9 @@ "issue:43064|issue:43673", "issue:39379|issue:43688", "issue:43937|issue:45563", - "issue:42222|issue:47000", "issue:45405|issue:45446", "issue:44380|issue:46077", + "issue:42222|issue:47000", "issue:42222|issue:43441", "issue:44117|issue:45588", "issue:44291|issue:45071", @@ -16567,202 +16574,202 @@ "issue:44466|issue:46002", "issue:39379|issue:46897" ], - "prepared_review_unit_hash": "dac98093ba321092db3de3fe178827ff962b30a3fadad91a1e4fbd33e08a1dd1", + "prepared_review_unit_hash": "f3b93788332a92498b5eda63ff2849b5a3821e49046044e1c861b7e80ae2cf89", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35903, - "estimated_input_tokens": 8976, - "estimated_eval_tokens": 18208 + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: it spans unrelated tokenizer, attention, training, processor, and docs regressions. None of the proposed soft pairs look like the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": "No strong canonical issue exists because the items are heterogeneous; if forced to pick a broad representative, issue:46640 is the most generic flash-attention-related ticket, but it does not cover the rest.", + "summary": "These items are mostly unrelated Transformers bug reports spanning tokenizers, generation, attention backends, training, and model-specific regressions. None of the soft-similarity pairs look like the same underlying defect, so no duplicate merges are justified. No PRs were present; issue:43064 is the strongest standalone report to use as a representative issue because it is specific, reproducible, and scoped to one concrete failure mode.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43064 is the clearest canonical-style issue here: it describes one precise, high-impact bug (rank-skewed optimizer state/params under v5 + FSDP2 + PEFT + cpu_ram_efficient_loading=True) with a concrete reproduction setup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46640 is the broadest umbrella title in the set, but only for a narrow flash-attention subset, so it is not a good global duplicate anchor.", + "best_issue_reason": "issue:43064 is the best standalone issue to keep as a reference because the failure is narrowly defined, actionable, and tied to a specific training code path rather than a broad regression claim.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer arg handling vs trainer lifecycle failure; different code paths and symptoms." + "reason": "Different problems: unused SGD args vs. evaluate() failing after train(); same training area, but not the same bug or fix." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field regressions, but in different model heads and different tensors; not the same bug." + "reason": "Both concern output fields, but they affect different models and different output objects; not the same code-path defect." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing vision backend error vs repeated 429 retries during config fetch; unrelated processor/network issues." + "reason": "AutoProcessor bug in missing-backend handling vs. repeated 429 retries during model file fetching; unrelated failure modes." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Padding inefficiency in feature extraction vs streaming pipeline regression; no shared underlying defect." + "reason": "Feature extractor padding inefficiency is unrelated to a streaming pipeline regression." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Feature request to add GPT-2 flash-attn support vs a generic flash-attn issue; not the same concrete change." + "reason": "One is GPT2 FlashAttention 2 support, the other is a generic Flash Attention 2 issue; too broad and not clearly the same defect." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Model weight loading bug vs AutoProcessor kwargs forwarding; different components." + "reason": "UMT5 encoder weight-loading bug vs. AutoProcessor kwargs forwarding; different subsystems and bug mechanics." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression vs model accuracy regression after upgrade; too broad and not one bug." + "reason": "Tokenizer decoder type issue in v5 is unrelated to a DeepSeek accuracy regression after upgrade." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script classification output bug vs pipeline v5 error-message bug; unrelated." + "reason": "Example script multi-label classification bug vs. pipeline translation support/error-message issue; same general pipeline area only superficially." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still reference removed pipeline API vs PyTorch version check in flex_attention; different areas." + "reason": "Docs still referencing removed pipelines vs. a PyTorch version check bug in flex_attention; not the same change or bug." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Both concern tokenizers, but one is a generic loading regression and the other is a model-specific offset_mapping bug." + "reason": "Meta-init incompatibility for remote-code checkpoints vs. numerical differences in Minimax MSA attention; unrelated." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Meta-init incompatibility for remote-code checkpoints vs numerical differences in a different attention implementation." + "reason": "Both tokenizer-related, but one is a loading regression and the other is wrong offset_mapping for a specific tokenizer." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in threaded causal LM use vs tokenizer BPE-marker handling; unrelated." + "reason": "VRAM leak in Qwen3 dataloader threads vs. BPE marker handling in Ministral tokenizer; unrelated." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split indexing bug vs attention numerical mismatch; different failures." + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Minimax attention numerical drift." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale indexer cache on second forward pass vs image over-padding; no shared code path." + "reason": "Stale indexer cache crash vs. image over-padding; different models and failure modes." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache regression vs feature extractor padding inefficiency; unrelated." + "reason": "Generation cache missing in chunked_prefill vs. padding inefficiency in SequenceFeatureExtractor; unrelated." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a missing model class vs repeated HTTP 429 retry behavior; different subsystems." + "reason": "ImportError for a missing Qwen2_5_VL symbol vs. AutoProcessor retry behavior on HTTP 429; not the same bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Distributed optimizer-state corruption vs generation cache missing; not the same bug." + "reason": "Both involve v5 runtime behavior, but one is optimizer-state corruption during training and the other is generation cache handling; separate code paths." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Mllama mask handling vs MoE auxiliary-loss normalization; distinct model-specific issues." + "reason": "mllama mask handling bug vs. auxiliary-loss normalization bug in OLMoE/GPT Oss; unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig vs stale warning about num_return_sequences; different generation-layer problems." - }, - { - "left": "issue:42222", - "right": "issue:47000", - "accept": false, - "reason": "VitPose model breakage vs RTDetr loss infeasibility; unrelated model families." + "reason": "Invalid GenerationConfig in GLM-5 vs. stale num_return_sequences warning in paged generate(); not the same issue." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Dependency version bump issue vs flex_attention import version check; different concerns." + "reason": "Released-version dependency bump vs. incorrect PyTorch version gate; unrelated." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT-2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; both attention-related but not the same bug." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs. Gemma4 causal-mask construction; both attention-related but not the same defect." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage vs. RTDetrLoss infeasible cost matrix; unrelated model families and bugs." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose breakage vs Ministral flash-attention failure; unrelated models and failure modes." + "reason": "Different model-specific FlashAttention/model-load failures; no shared underlying bug." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling vs flash_attention.py sink-less-model AttributeError; unrelated." + "reason": "Tokenizer mapping None handling vs. flash_attention sink-less AttributeError; unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights constructor argument bug vs PretrainedConfig type-checking regression; both v5-related but distinct." + "reason": "init_empty_weights unexpected argument vs. PretrainedConfig type-checking regression; both v5-adjacent but distinct bugs." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose model breakage vs empty-list chat template crash; unrelated." + "reason": "VitPose breakage is unrelated to apply_chat_template crashing on empty input." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "State serialization/tied-weights inconsistency vs NaNs in classification heads; different symptoms and likely causes." + "reason": "lm_head.weight serialization inconsistency vs. NaNs in classification heads; different symptoms and code paths." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "Different model families and bug classes; no evidence of the same underlying issue." + "reason": "mllama mask bug is not the same as Florence2's double-shift training-loss bug, even if both touch training logic." } ] }, @@ -16842,8 +16849,8 @@ "issue:45071|issue:46512", "issue:45071|issue:47059", "issue:44704|issue:47110", - "issue:45341|issue:46328", "issue:44829|issue:45216", + "issue:45341|issue:46328", "issue:43450|issue:43986", "issue:44117|issue:45081", "issue:45341|issue:45561", @@ -16866,14 +16873,14 @@ "issue:38617|issue:44220", "issue:44263|issue:44485" ], - "prepared_review_unit_hash": "e956724c545b87e839747e10a2996fbf70efca30b3bf4fa7370bbc694c40fae3", + "prepared_review_unit_hash": "6d05a58174983b2229bcdad075763a359b786d526f0649034f53737bddc3c7e3", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, @@ -16888,186 +16895,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated issues across tokenizers, model loading, processors, training, and docs. I found only weak thematic overlap and no true duplicate pairs, so I reject all soft-edge matches.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set (multiple import errors after an upgrade) and is the closest thing to a cluster representative, though it is still not a true duplicate of most items here.", + "summary": "The candidates mostly share broad themes like tokenization, import errors, or model loading, but they describe different concrete failures and code paths. No soft edge should be merged; the only clear duplicate signal is between the two identical Qwen3.5 MoE from_pretrained issues, which is not one of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the clearest representative of the set: it is a specific, versioned regression report with a concrete failure mode, and it has an exact duplicate in issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best represents the only clear recurring theme in this group: upgrade-related import breakage. It is broader than the other issue titles and most likely to anchor any related triage.", + "best_issue_reason": "issue:45310 is the most actionable issue overall because it names a precise model, a reproducible from_pretrained failure, and a clear regression boundary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen-family loading failures: missing projections in one case vs a from_pretrained error in the other." + "reason": "Different failures: missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both concern generation behavior, but one is an invalid GenerationConfig and the other is a flash-attention generation regression." + "reason": "Both are model-specific generation/tokenization complaints, but one is a GLM-5 GenerationConfig validation error and the other is a Qwen3.5 flash-attention generation bug." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different outputs (offset mapping vs general tokenization)." + "reason": "Both concern tokenizer correctness, but they are different models and different symptoms: offset_mapping vs general tokenization regression." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "One is a PretrainedConfig type-checking regression; the other is a stale dtype field after from_config(dtype=...)." + "reason": "PretrainedConfig type-checking regression is unrelated to dtype handling in from_config." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "Config type-checking and CLI completion breakage are unrelated code paths." + "reason": "A config type-checking bug is unrelated to a CLI completion API breakage." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "AutoProcessor kwargs forwarding to cached_file is unrelated to special_tokens being a list instead of a mapping." + "reason": "AutoProcessor kwarg forwarding and special_tokens list handling are separate code paths and failure modes." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are different fixes." + "reason": "Flash-attention training degeneration is not the same as a save_pretrained checkpoint regression." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different concrete bugs." + "reason": "A testing utility bug and a SequenceFeatureExtractor padding inefficiency are different issues." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Both involve video processing, but one is a batched-shape bug and the other is a torchvision dependency crash." + "reason": "Incorrect batched processor shapes are unrelated to the torchvision-missing crash when loading video models." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and the Mistral regex patch crash are separate tokenizer-loading problems." + "reason": "Tokenizer mapping None handling is unrelated to the Mistral regex patch crash." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Generic testing_utils behavior and a pytest-xdist race on captured_info.txt are not the same defect." + "reason": "A small testing_utils bug is not the same as a pytest-xdist race on captured_info.txt." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Cache-path collision for trust_remote_code models and repeated 429 retries in AutoProcessor are unrelated." + "reason": "Cache path collisions for trust_remote_code models are unrelated to repeated HTTP 429 retries in AutoProcessor." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A 3d_parallel.py runtime failure does not match a small testing_utils bug." + "reason": "A 3d_parallel.py runtime failure is unrelated to the testing_utils bug." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "sam3 model-type warning and a MobileLLM loading key error are different failures." + "reason": "Model-type mismatch warning for sam3_* is unrelated to the MobileLLM key error." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different API breakages." + "reason": "These are both import errors, but they concern different missing symbols in different modules." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer output regression and noisy logging are unrelated." + "reason": "Tokenizer behavior regression and noisy logging are different kinds of bugs." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and a documentation parameter-name mismatch are not the same bug." + "reason": "Strict config loading and a docs parameter-name mismatch are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a backend-mapping validation error are different issues." + "reason": "Broken vitpose model loading and backend mapping validation are different subsystems and failures." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API settings and missing rms_norm_eps in MLA q_a_layernorm are unrelated." + "reason": "TF32 API guidance is unrelated to an MLA layernorm precision/config issue." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference on B200 are completely different code paths." + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "A bad GenerationConfig and an unrecognized-model/config.json load error are not the same defect." + "reason": "GenerationConfig invalid for GLM-5 is unrelated to an unrecognized-model config.json error." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical correctness, but one is a missing config value and the other is an attention-parity discrepancy." + "reason": "Both are numerical-behavior complaints, but one is a missing config epsilon and the other is a different attention implementation discrepancy." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A save_pretrained shard-size question and a Qwen3.5 MoE from_pretrained failure are unrelated." + "reason": "max_shard_size defaults are unrelated to the Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "They share a broad import-regression theme, but not the same concrete missing import or fix." + "reason": "A specific missing import from image_utils is not the same as a broad import breakage after upgrade." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior settings and a cache FileNotFoundError are unrelated." + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen-related loading issues, but they concern different models and different concrete symptoms." + "reason": "Missing Qwen3Next projections is different from the Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD arguments being ignored and a double optimizer step under deepspeed are different optimizer bugs." + "reason": "SGD args not used and optimizer stepping twice under deepspeed are different optimizer bugs." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "An import error and a _torch_extract_fbank_features bug do not point to the same underlying change." + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split handling issue and a GLM-5 RoPE implementation discussion are distinct problems." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the same as a GLM-5 RoPE implementation discussion." } ] }, @@ -17145,9 +17152,9 @@ "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:46752|issue:47116", "issue:41628|issue:45071", "issue:43874|issue:44261", "issue:44483|issue:45464", @@ -17155,8 +17162,8 @@ "issue:44484|issue:45478", "issue:44263|issue:46172", "issue:44360|issue:46172", - "issue:43441|issue:44829", "issue:43931|issue:44038", + "issue:43441|issue:44829", "issue:43012|issue:43577", "issue:43097|issue:43452", "issue:44261|issue:44485", @@ -17174,20 +17181,20 @@ "issue:44038|issue:44410", "issue:38617|issue:42757" ], - "prepared_review_unit_hash": "864234e03ffddb82d91809b3c1c6b94605781c36f58995c1e30f65b4cbeb703a", + "prepared_review_unit_hash": "c3ed7a8fc8f5e7d0d0c3026f6b590db67f15cc21983909265d7cd081c6142c07", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36931, + "serialized_chars": 36930, "estimated_input_tokens": 9233, "estimated_eval_tokens": 18722 }, @@ -17196,204 +17203,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports; the soft pairs share superficial subsystem or version keywords but not the same underlying bug or change. No PRs are present. If a single issue must represent the cluster, 43097 is the broadest v5 regression-style report, but the set is too heterogeneous to be a true duplicate cluster.", - "confidence": 0.8, - "canonical_issue_reason": "issue:43097 is the broadest, most central regression report in the set and has inbound references, so it works best as a loose representative headline.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and import/runtime bugs; the shared signal is only that many are v5-era breakages. None of the soft pairs look like true duplicates or the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43122 is the best representative of the broad v5 tokenizer-regression theme in this set; it is user-facing, version-specific, and more general than the narrower model- or import-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Best as a cluster representative, though only weakly: it is broad and user-facing, but the surrounding items are too diverse for a strong duplicate canonical.", + "best_issue_reason": "Issue 43122 is the strongest single issue to anchor the cluster because it captures the most general recurring symptom pattern here (behavior changes across 4.57.3 \u2192 5.0) and is closer to a cross-cutting regression than the narrower, model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is a wrong decoder type and the other is a broader tokenization change; not the same underlying bug." + "reason": "Both involve tokenizer behavior in v5, but one is a wrong decoder-type report and the other is a broader tokenization-difference report; they are not the same bug." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Both are training bugs, but they affect different models and failure modes; no evidence they share a single code-path defect." + "reason": "These are different training bugs in different models: xLSTM has multiple training blockers, while CohereASR reports a double-shift loss issue." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "One is about a removed config flag, the other about unexpected position-id keys; these are different regressions." + "reason": "Both are v5 regressions, but one is about a removed config flag and the other is about unexpected keys/position IDs; different code paths and symptoms." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "Completely different areas: PatchTSMixer init behavior vs AutoProcessor retrying HTTP 429s." - }, - { - "left": "issue:46752", - "right": "issue:47116", - "accept": false, - "reason": "Empty-list chat templating crash and streaming pipeline regression are separate code paths." + "reason": "Completely unrelated: patchtsmixer post_init validation versus AutoProcessor retry behavior on HTTP 429s." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked prefill vs a testing utility bug; unrelated." + "reason": "Generation cache handling in chunked prefill is unrelated to a small testing_utils bug." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model families with different load-time shape/projection issues." + "reason": "Both are Qwen-family model issues, but one is a loading weight-shape mismatch and the other is missing projections in a different architecture." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "An empty-list apply_chat_template IndexError is a different failure mode from a streaming pipeline regression." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are unrelated." + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are unrelated problems." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Image patch-count support vs MLA layernorm epsilon/config precision issue; not the same bug." + "reason": "Missing get_number_of_image_patches in an image processor is unrelated to an MLA RMS norm epsilon precision mismatch." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a broad API acceptance issue and the other is a model-specific streaming failure." + "reason": "Both touch chat/completions, but one is an API request acceptance failure and the other is a Qwen3.5 streaming inference bug." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they are different models and different support/compatibility problems." + "reason": "Both mention Flash Attention 2, but they concern different models and different support gaps." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Save-pretrained shard sizing and a Qwen3.5 MoE load error are unrelated." + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different tensor/indexing bugs in different model code paths." + "reason": "torch.split return-value handling in an indexer is unrelated to a DeepSeek-v4 dtype/transpose bug." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA indexer ReLU omission vs DeepSeek tensor transpose issue are separate defects." + "reason": "A missing ReLU in the DSA indexer is a different defect from the DeepSeek-v4 transpose issue." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Both involve flash attention, but one is a model incompatibility and the other is a training-degeneration bug." + "reason": "These are different Qwen3-VL issues: one is a weight-shape mismatch, the other a Qwen3-VL-Moe-specific bug." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Both are Qwen-VL-related, but they describe different model/load failures and different architectures." + "reason": "Both involve attention implementations, but one is a Ministral-3 FlashAttention failure and the other is degenerate training under flash_attention_3; not the same fix." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "One is a compile-time warning, the other is an incorrect dtype state on load; related theme, different bug." + "reason": "A PyTorch precision warning on compile is unrelated to BLIP2 dtype fields remaining float32." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Config removal regression vs gguf_file loading breakage; not the same issue." + "reason": "A removed config option is unrelated to gguf_file breaking from_pretrained loading." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Layernorm epsilon precision bug and GLM-5 RoPE implementation issue are distinct." + "reason": "RMS norm epsilon precision is unrelated to a GLM-5 RoPE implementation issue." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Missing torchvision crash in AutoProcessor vs a testing utility bug; unrelated." + "reason": "A video-model crash without torchvision is unrelated to a small testing utility bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access bug and testing_utils bug are unrelated." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils issue." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Offline cache loading and repeated 429 retries are different network-handling failures." + "reason": "Offline-cache tokenizers failing are different from repeated 429 retries under HF_ENDPOINT." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding-window bug and a testing utility bug do not share an underlying cause." + "reason": "A sliding_window bug in Qwen3-MoE is unrelated to the testing_utils report." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Image-patch counting and torch.split return-value handling are different code paths." + "reason": "Both are indexer/processor bugs, but one is missing an image-patch helper and the other concerns torch.split outputs; different underlying defects." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite-loop image issue and memory overflow in another model are not the same defect." + "reason": "An infinite-loop image bug and a memory-overflow issue are distinct failure modes with no shared code-path evidence." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None may contribute to loading failures, but the evidence is too indirect to treat these as the same bug." + "reason": "A None TOKENIZER_MAPPING_NAMES assumption and a physical-intelligence/fast loading failure are not the same underlying issue." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Config removal regression vs flash_attention.py crashing on s_aux=None are unrelated." + "reason": "A removed config flag is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek model versions and different tensor/implementation failures." + "reason": "DeepSeekV3MoE diverging from the remote implementation is a broader model-parity issue, not the same as the DeepSeek-v4 comb transpose bug." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing QKV/gate projections and a missing vision-config field are separate model-definition bugs." + "reason": "Missing attention projections in qwen3next and a missing config field silently dropped by @strict are different bugs." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache/chunked prefill bug and mask pipeline final-batch dropping are different pipeline issues." + "reason": "Chunked-prefill cache missing in GenerationMixin and a partial-batch pipeline dropping results are unrelated pipeline behaviors." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-related, but one is a Qwen3-VL-Moe compatibility issue and the other is a missing-projection bug in qwen3next." + "reason": "Qwen3-VL-Moe regressions and qwen3next missing projections are different model-specific failures." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they come from different modules and different missing symbols." + "reason": "These are separate import errors from different modules: layer_type_validation versus is_offline_mode." } ] }, @@ -17496,237 +17503,237 @@ "issue:43992|issue:44484", "issue:43827|issue:47116", "issue:43352|issue:43976", - "issue:43208|issue:43550", "issue:43066|issue:43906", + "issue:43208|issue:43550", "issue:43825|issue:44655", "issue:43352|issue:44380" ], - "prepared_review_unit_hash": "1a8c1951a00154f7aab0cd50d675e9bb323d267c5199934244fe28ece70e0a2f", + "prepared_review_unit_hash": "1a33b2730e59c91a728b2db5bb4712f946f9271d98eebf3fabefae0c10ca68b9", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37466, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "serialized_chars": 37469, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports across different models, APIs, and failure modes. None of the soft pairs look like the same underlying issue/change, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "If one issue must serve as the anchor, issue 43097 is the broadest v5 regression report and has inbound references, but the set is too heterogeneous to treat as a single duplicate cluster.", + "summary": "Mostly unrelated issues were grouped together here. Nearly every soft edge is a false positive; the only close pair is the SmolVLM video-processor duo, but they still describe different bugs rather than one shared fix.", + "confidence": 0.8, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, and none of the issues forms a true duplicate hub for the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the best representative solely because it is a broader platform regression with follow-up attention; however, it is not a strong canonical for the full set.", + "best_issue_reason": "Issue 46655 is the most concrete and specific bug report among the near-match candidates, but it is not a reliable duplicate representative for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Different problems: v5 config removal vs quantized save/load breakage." + "reason": "Both involve save/load behavior, but one is about a removed config flag and the other is a quantization round-trip bug; different underlying failures." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Different import/loading failures affecting different processors and missing packages." + "reason": "Both are import/loading crashes, but they stem from different missing dependencies and code paths (torchvision vs mistral_common)." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training-path bugs: FSDP2 optimizer state mismatch vs Liger kernel not applied." + "reason": "One is an optimizer-state/rank bug in Trainer with FSDP2+PEFT, the other is Liger Kernel not applied with model_init; not the same bug." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Different model-specific training bugs; only vague loss/shape similarity." + "reason": "Different models and symptoms: xLSTM training bugs vs Florence2 training-loss double-shift." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same subsystem, but padding calculation and num_frames semantics are distinct bugs." + "reason": "Same SmolVLM video processor area, but one is padding calculation and the other is num_frames semantics; related, not the same concrete bug." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Unrelated: flaky test seeding vs a noisy logging message." + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and code paths." + "reason": "Both are import errors, but for different symbols and different breakages; not one shared root cause." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer constructor argument conflict vs mapping None handling are different defects." + "reason": "Tokenizer construction error with AddedToken is unrelated to TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging is unrelated to empty-list chat template crash." + "reason": "A noisy log message is unrelated to an IndexError in apply_chat_template on empty input." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Different v5 API removal vs quantization/offloading behavior." + "reason": "Both touch save/load or quantization-adjacent behavior, but one is about a removed embedding-tie config and the other is offloading with quantization." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video processor import crash vs save_pretrained shard-size default question." + "reason": "AutoProcessor torchvision import failure is unrelated to a save_pretrained shard-size question." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "PyTorch bf16 warning is unrelated to TimesFM window_size AttributeError." + "reason": "PyTorch precision warning for bfloat16 compilation is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback bug vs pipeline output/type mismatch." + "reason": "Tokenizer mapping None handling is unrelated to an image-text-to-text pipeline failure." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "DeepSeek tensor transpose issue vs accuracy regression after upgrade." + "reason": "Different DeepSeek-related symptoms: a tensor operation bug vs an accuracy regression after upgrade." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leakage vs missing embed_tokens weight during load." + "reason": "local_files_only incorrectly allowing API calls is unrelated to a missing embed_tokens.weight in UMT5Encoder." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Cached-file kwarg forwarding bug vs auto-docstring annotation crash." + "reason": "AutoProcessor kwargs forwarding and auto_docstring future-annotations crash are separate issues in different subsystems." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate after train vs import failure caused by datasets installation are different." + "reason": "trainer.evaluate() failing after train() is unrelated to importing Trainer being blocked by datasets." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model loading failure vs streaming pipeline regression; different code paths." + "reason": "Model loading failure for ScandiBERT is unrelated to a streaming pipeline regression." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention scaling ignored in SDPA/FlashAttention vs cache lazy-init recompilation bug." + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure vs unsupported backend mapping error." + "reason": "Python 3.14 import/load failure is unrelated to an invalid BACKENDS_MAPPING entry for tensorflow_text." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Training optimizer-state bug is unrelated to streaming pipeline regression." + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to a pipeline streaming regression." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Save/load quantization bug vs image-specific infinite loop in a different model." + "reason": "Dequantized model save failure and Qwen3_5 infinite-loop behavior are different bugs." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Quantized model persistence vs pipeline save_pretrained support are different issues." + "reason": "Quantized model save failure is unrelated to pipeline object save_pretrained support." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class cleanup/check_repo problem is unrelated to logging noise." + "reason": "Leftover dummy class cleanup and noisy logging are unrelated maintenance issues." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "BF16 warning is not the same as torch.compile failing on SDPA." + "reason": "bfloat16 precision warning is unrelated to Bamba torch.compile+SDPA failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Precision warning vs tie_word_embeddings config warning are different." + "reason": "Different warnings on different configs: bfloat16 compile precision vs tie_word_embeddings guidance." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weights on load is unrelated to shard-size default behavior." + "reason": "A missing embedding weight in UMT5Encoder is unrelated to max_shard_size defaults." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs referencing removed pipeline APIs vs runtime streaming regression are distinct." + "reason": "Docs still referencing pipeline() after removals is unrelated to a streaming regression." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model-specific Flash Attention support vs Python-version compatibility are unrelated." + "reason": "Missing Flash Attention 2 support for a model is unrelated to a Python version compatibility problem." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "xLSTM training bugs and Bamba compile/SDPA failure are different models and failures." + "reason": "Wrong tokenizer decoder type and a reproduction of another issue are not the same bug." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Wrong tokenizer decoder type vs an isolated reproduction of another issue." + "reason": "xLSTM small-model training bugs are unrelated to Bamba SDPA compile failures." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Incorrect pipeline error message vs saving Pipeline objects are not the same bug." + "reason": "An incorrect v5 pipeline error message is unrelated to saving Pipeline objects." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash Attention support missing vs attention scaling being ignored are different model/backend bugs." + "reason": "FlashAttention support for Nemotron and GPT2 attention scaling in SDPA/FlashAttention are different code paths and fixes." } ] }, @@ -17809,8 +17816,8 @@ "issue:44222|issue:45478", "issue:42890|issue:47059", "issue:42757|issue:43824", - "issue:36683|issue:43582", "issue:44380|issue:45479", + "issue:36683|issue:43582", "issue:43064|issue:44380", "issue:42175|issue:46365", "issue:43012|issue:44683", @@ -17828,23 +17835,23 @@ "issue:44625|issue:46365", "issue:43352|issue:43937", "issue:43611|issue:44655", - "issue:36683|issue:43475", - "issue:44625|issue:46077" + "issue:44625|issue:46077", + "issue:36683|issue:43475" ], - "prepared_review_unit_hash": "b82dba026398195356554e93063606a9a53068b03bd84426fc3229441f780f43", + "prepared_review_unit_hash": "dad6ee61b8f8d3729e2962db7ba1856b1628712204c919d9a0d8f6690716a035", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36397, + "serialized_chars": 36399, "estimated_input_tokens": 9100, "estimated_eval_tokens": 18456 }, @@ -17853,192 +17860,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated regressions across different models, APIs, and dependency failures; none of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "Use issue:43097 as the representative because it is a concrete, widely relevant v5 regression with downstream references; the rest are mostly isolated model- or dependency-specific problems.", + "summary": "The candidate pairs mostly share broad keywords (v5, import error, attention, MoE, save/load) but do not describe the same concrete bug or code path. I\u2019d reject all soft edges; the set is heterogeneous, so there is no good canonical issue/PR for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best single representative: clear regression, well-scoped, and broader than most others in the set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "Both involve serving regressions, but they hit different endpoints and failure modes (KV-cache indexing vs streaming pipeline behavior)." + "reason": "Both are Transformers v5 regressions, but one is KV-cache continuation indexing in serve while the other is streaming pipeline behavior; different code paths." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "One is a compatibility regression, the other is a logging nuisance; no shared underlying bug." + "reason": "Unrelated: removed tie_embeddings_and_encoder_decoder behavior vs a noisy logging message." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation bug and Trainer import conflict are unrelated subsystems." + "reason": "Whisper empty-transcription generation bug is unrelated to an import/Trainer dependency issue." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Both touch attention, but one is backend-specific GPT2 scaling loss and the other is an API behavior change in registration." + "reason": "Both touch attention, but one is GPT2 scaling being ignored and the other is register() changing callback behavior; not the same bug." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "Completely different model bugs and code paths." + "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are unrelated." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "xLSTM post_init validation and Trainer import failure are unrelated." + "reason": "patchtsmixer post_init validation is unrelated to Trainer import failure." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention MoE/fp8, but one is save_pretrained and the other is from_pretrained loading; different concrete failures." + "reason": "Both involve MoE/FP8, but one is save_pretrained failing and the other is from_pretrained loading failing; different code paths." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Test flakiness from missing seeds vs CLI incompatibility with huggingface_hub are unrelated." + "reason": "Test flakiness from missing set_seed is unrelated to huggingface_hub CLI completion breakage." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages and different root causes." + "reason": "Both are import errors, but for different symbols/packages and likely different fixes." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Gemma3 config attribute bug and Apple Silicon allocator TypeError are unrelated." + "reason": "Attention scaling backend bug is unrelated to zero-loss sequence classification behavior." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Attention backend scaling regression and sequence-classification zero-loss bug are different issues." + "reason": "Gemma3Config vocab_size omission and Apple Silicon TypeError are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption and GPT2 attention scaling are unrelated." + "reason": "FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Dependency/backend packaging problem vs Trainer import conflict; no same code-path." + "reason": "Packaging backend selection and Trainer import dependency conflict are unrelated." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A warning on bfloat16 compilation is not the same bug as flex_attention failing on newer torch." + "reason": "A warning about bfloat16 precision is not the same as compiled flex_attention failing on torch>=2.9." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat-completions API request rejection and processor batched-template crash are different layers and failures." + "reason": "One is a chat-completions request rejection, the other is a processor crash on batched input; different failures." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing internal import and unwanted network requests are unrelated." + "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated issues." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both concern RoPE, but they affect different models and different implementation defects." + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation discussion are not the same concrete bug." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attentions assignment regression and GPT2 attention scaling are different model/backend issues." + "reason": "CLIP attentions assignment regression is unrelated to GPT2 attention scaling." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different modules and symbols with no shared underlying fix." + "reason": "Different missing exports from different modules; same symptom class, but not the same bug." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 token embedding resize and bidirectional-attention mask construction are separate bugs." + "reason": "Gemma4 embedding resize propagation and Gemma4 bidirectional attention masking are separate model behaviors." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Same model family, but one is missing attentions and the other missing hidden_states; distinct behaviors." + "reason": "Both are CLIP regressions, but hidden_states being None is a different output-path problem than attentions not being assigned." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Generic Qwen3-VL-Moe breakage vs fp8 inference support are not the same concrete bug." + "reason": "Both mention Qwen3-VL-Moe/FP8, but one is a general bug report and the other is FP8 inference support; not one concrete change." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and pipeline save_pretrained failure are different object types and paths." + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different save paths." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction bug are unrelated." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are load-model failures, but the trigger and root cause differ." + "reason": "Different model-loading failures with no evidence of the same root cause." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 config propagation bug and Trainer import issue are unrelated." + "reason": "Qwen3.5 num_labels propagation and Trainer import dependency issues are unrelated." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are different model-specific failures." + "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are unrelated." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix and saving Pipeline objects are different code paths." + "reason": "Base_model_prefix load regression and Pipeline save_pretrained are different code paths." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Gemma3 config attribute error and SAM3 video missing output attribute are unrelated model bugs." + "reason": "num_labels propagation is unrelated to bidirectional attention masking." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "One is config propagation for Qwen3.5, the other is Gemma4 attention-mask logic." + "reason": "Gemma3Config vocab_size and SAM3 vision output missing fpn_position_embeddings are unrelated." } ] }, @@ -18071,14 +18078,12 @@ "issue:42890", "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:44246", @@ -18090,6 +18095,7 @@ "issue:44855", "issue:44908", "issue:44938", + "issue:44964", "issue:45216", "issue:45278", "issue:45310", @@ -18125,17 +18131,17 @@ "issue:29870|issue:36296", "issue:43064|issue:44492", "issue:43010|issue:45278", - "issue:44075|issue:46365", "issue:43992|issue:45310", + "issue:44075|issue:46365", "issue:44908|issue:46851", - "issue:44393|issue:47000", "issue:43867|issue:46202", + "issue:44393|issue:47000", "issue:29870|issue:33453", "issue:44355|issue:44855", "issue:36296|issue:43575", "issue:43010|issue:45850", - "issue:43867|issue:45375", "issue:41669|issue:44246", + "issue:43867|issue:45375", "issue:42890|issue:45561", "issue:43618|issue:44077", "issue:43010|issue:43976", @@ -18144,226 +18150,241 @@ "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:44360|issue:45440", - "issue:43502|issue:44062" + "issue:42890|issue:44964" ], - "prepared_review_unit_hash": "5fc120693457ca339aefe8acc44f6b13452f9612f972ca34b8582f4fec7d876b", + "prepared_review_unit_hash": "8ed356231f1bb6b3c0aaef7b9277d55b92b1dbe957d72245dd3b179dada32612", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37292, - "estimated_input_tokens": 9323, - "estimated_eval_tokens": 18902 + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues across model configs, loading, training, and test infra. The only soft duplicate pair that looks like the same underlying problem is import-time performance: removing `import *` in models vs. reports that `import transformers` is slow.", - "confidence": 0.84, - "canonical_issue_reason": "issue:41669 is the most concrete root-cause issue in the set: it identifies import-time slowdown from `import *` usage and points to the specific fix, making it a better canonical anchor than the more symptom-level import-slow report.", + "summary": "These pairs are mostly superficial matches: similar words around loading, saving, configs, imports, or testing, but the underlying bugs and code paths differ. No pull requests are present. The cluster is too heterogeneous to have a strong canonical issue.", + "confidence": 0.82, + "canonical_issue_reason": "No single issue is a clean duplicate anchor; the set mixes unrelated import, config, save/load, training, and test failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best representative issue here because it is specific, actionable, and matches the clearest duplicate candidate on import performance.", + "best_issue_reason": "issue:43867 is the broadest loading-related report and the closest thing to an umbrella, but it still does not represent the whole cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Both involve import/run-time oddities, but one is about compiled Python files and the other is doc-lint output at import time; different bugs." + "reason": "Compiled-file import errors vs import-time docstring lint stdout noise; unrelated failures." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both mention save/pretrained flows, but one is about Pipelines and the other is quantized models; too different to be the same bug." + "reason": "Pipeline save_pretrained failure vs quantized-model roundtrip breakage; different mechanisms." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are version-specific load failures, but they target different Python versions and likely different failure modes." + "reason": "Python version compatibility issue vs a separate Python 3.14 import/load failure." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Different models and different problems: missing `vocab_size` vs. an invalid optional `post_init` on patchtsmixer." + "reason": "Missing config attribute vs optimizer argument handling; unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are checkpoint/loading related, but one is a generic state_dict ordering issue and the other is a Qwen3.5 save_pretrained regression." + "reason": "State-dict sorting load error vs incorrect save_pretrained checkpoint contents; load vs save regressions." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Unrelated failures: Python 3.14 import/load issue vs. CLI completion breakage from huggingface_hub." + "reason": "Python 3.14 load failure vs cli/huggingface_hub attribute error; different code paths." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "No clear overlap: missing config attribute vs. tokenizer special-tokens type error." + "reason": "Missing Gemma config field vs special_tokens type error; unrelated." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Different code paths: attention-mask construction vs. `from_config(dtype=...)` metadata staleness." + "reason": "Attention-mask construction vs stale config.dtype after from_config; unrelated." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Different models and bugs; CLIPOutput attentions assignment is unrelated to Qwen3.5 checkpoint saving." + "reason": "CLIP attentions assignment bug vs Qwen3.5 checkpoint save regression; unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are config-attribute complaints, but they concern different models and different missing fields." + "reason": "Different missing config attributes on different model families; not the same bug." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "A generation-time Bart decoder mask bug is unrelated to a tensor-parallel training bug." + "reason": "BART generate mask bug vs tensor-parallel training bug; unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Training/optimizer state corruption is unrelated to a typo in cache strategies." + "reason": "FSDP/PEFT optimizer-state bug vs a cache-strategy typo; unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "A specific cache-method decorator issue is not the same as a broad set of import errors after upgrade." + "reason": "Cache update no_grad concern vs broad import errors after version bump; unrelated." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Optimizer argument handling is unrelated to Trainer import failure tied to datasets." + "reason": "UMT5Encoder missing weight during load vs Qwen3.5 from_pretrained error; different model-specific issues." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Both are from_pretrained issues, but they affect different models and different missing pieces." + "reason": "Optimizer args ignored vs importing Trainer blocked by datasets; unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs not being forwarded has nothing to do with Qwen3.5 variable-length position_ids." + "reason": "Scheduler kwargs bug vs variable-length position_ids bug; unrelated." }, { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Different subsystems: Qwen3-VL bbox output vs. RTDetr loss infeasibility." + "reason": "Load failure on sorted state_dict vs Gemma pipeline roundtrip issue; different bugs." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:44393", + "right": "issue:47000", "accept": false, - "reason": "Both involve roundtrip/load behavior, but the actual failure modes and models are different." + "reason": "Qwen3-VL box output error vs RTDetrLoss infeasible cost matrix; different code paths." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart decoder-mask error and tokenizer-loading regression are separate bugs." + "reason": "Decoder attention mask bug vs tokenizer-loading regression; unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors and a Python 3.13 torch.jit parsing problem are different import failures." + "reason": "Generic compiled-file import errors vs a Python 3.13 torch.jit parsing/IndentationError; different root causes." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM on model loading." + "reason": "Tensor-parallel training bug vs tp loading OOM; same broad area but not the same concrete defect." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific cache update bug is not the same as a vague report that many models broke after 5.0." + "reason": "Cache no_grad proposal vs vague model breakage after 5.0; unrelated." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Generic state_dict loading issues do not match a missing config field in Qwen3_5MoeVisionConfig." + "reason": "Import-star performance regression vs intermittent slow import report; too broad and not the same fix." }, { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both point to the same import-time performance problem; 41669 provides the concrete root cause (`import *` overhead), while 44246 is the user-facing symptom report." + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load-order state_dict issue vs missing config field silently dropped; unrelated." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test-related, but one is seed-related flakiness and the other is an xdist race in captured_info.txt." + "reason": "Missing test seeding vs xdist race on captured_info.txt; different testing problems." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different model issues with no shared code path." + "reason": "CLIP output field assignment vs optimizer argument usage; unrelated." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update semantics and Python-version load failures are unrelated." + "reason": "Cache update no_grad vs Python-version compatibility; unrelated." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "A generic load/state_dict issue is not the same as incorrect visual encoder keys being saved for Qwen3.5." + "reason": "Sorted state_dict loading bug vs incorrect visual-encoder save key mapping; related theme but different concrete issue." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Both are correctness complaints, but they concern different components and different implementations." + "reason": "UMT5Encoder missing weight vs Qwen3.5 from_pretrained error; unrelated model-specific bugs." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Local-files-only network leakage is unrelated to `AddedToken(..., special=...)` argument duplication." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet, and the only accepted soft pair (issue:41669 vs issue:44246) is a conservative, evidence-backed match on import-time slowdown. The remaining false verdicts read appropriately cautious given the issue titles and do not overstate similarity." + "reason": "Missing PyTorch dependency error vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions missing vs CLIPTextModel structural inconsistency; related family, but different code-path changes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepSeekV3 implementation divergence; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding issue vs inability to load a specific model in latest transformers; unrelated." + } + ] }, - "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 }, @@ -18403,6 +18424,7 @@ "issue:43824", "issue:43827", "issue:43874", + "issue:44062", "issue:44112", "issue:44222", "issue:44315", @@ -18415,7 +18437,6 @@ "issue:44734", "issue:44749", "issue:44961", - "issue:44964", "issue:45071", "issue:45125", "issue:45375", @@ -18430,7 +18451,7 @@ "issue:47110" ], "soft_pairs": [ - "issue:42890|issue:44964", + "issue:43502|issue:44062", "issue:42890|issue:44112", "issue:42898|issue:46664", "issue:44222|issue:45125", @@ -18440,16 +18461,16 @@ "issue:43874|issue:46617", "issue:45850|issue:47110", "issue:43824|issue:46617", - "issue:43576|issue:46132", "issue:43010|issue:43065", - "issue:44387|issue:44556", + "issue:43576|issue:46132", "issue:45125|issue:45478", - "issue:30333|issue:33453", + "issue:44387|issue:44556", "issue:42548|issue:44351", + "issue:30333|issue:33453", "issue:43827|issue:44961", "issue:45125|issue:45375", - "issue:44355|issue:44749", "issue:30990|issue:31795", + "issue:44355|issue:44749", "issue:43502|issue:44961", "issue:43502|issue:44222", "issue:46664|issue:46726", @@ -18470,262 +18491,268 @@ "issue:43352|issue:44961", "issue:44351|issue:46617" ], - "prepared_review_unit_hash": "4d65ec9338732627f70a1f327620f1b8cd7c843bc0e8117e2fcf78a2a6ca3251", + "prepared_review_unit_hash": "f5f2c68cdba68f69af73246da21a8a04964df717697015fdfa8fa51c195f0932", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39005, - "estimated_input_tokens": 9752, - "estimated_eval_tokens": 19760 + "serialized_chars": 39009, + "estimated_input_tokens": 9753, + "estimated_eval_tokens": 19762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated issue reports with only broad topical overlap (loading, v5 regressions, CLI, model-specific bugs). I reject all soft edges because none look like the same underlying bug/change. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45478 is the best canonical anchor: it is a concrete, self-contained loading regression with a specific model/version and clear failure mode, unlike the broader or more ambiguous reports here.", + "summary": "The cluster is thematically broad but not duplicate-heavy: most items are distinct v5 regressions, import errors, or model-specific bugs that only look similar by wording. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the apparent cluster theme (general v5 breakage), so it is the least-bad canonical issue, though the cluster is still too heterogeneous to be a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the most triageable standalone issue: specific model family, specific version regression, and a direct from_pretrained failure path.", + "best_issue_reason": "Issue 45850 is the best representative of the shared high-level theme of \"v5 breaks many things,\" but it is still too generic to serve as evidence of duplication with the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Flaky test seeding vs model loading failure; different bugs." + "reason": "Different bugs: network access despite local_files_only vs AddedToken constructor argument collision." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test-related, but the failure modes are unrelated." + "reason": "Different test failures in different model areas; one is seed setup, the other stale device override." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup semantics vs video frame-count semantics." + "reason": "Tokenization cleanup behavior change and video num_frames semantics are unrelated code paths." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained bug vs missing tensor-parallel plan; different code paths." + "reason": "FP8 save_pretrained/moe handling is not the same as missing _tp_plan for tensor parallelism." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crash vs cache FileNotFoundError; unrelated." + "reason": "Serve KV-cache indexing crash vs trust_remote_code cache FileNotFoundError are different failure modes." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 vs checkpoint reload after upgrade; too broad to merge." + "reason": "Both concern loading after v5, but one is AutoTokenizer loading and the other is checkpoint reload/version compatibility; not the same bug." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leak vs GLM-5 RoPE implementation; unrelated." + "reason": "Unrelated: offline-loading network request leak vs GLM-5 RoPE implementation discussion." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-processor method vs trust_remote_code cache file error." + "reason": "Different subsystems: missing image-processor method vs cache loading file-not-found." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "Generic v5 complaint vs special_tokens list/keys error; not the same bug." + "reason": "Generic v5 breakage complaint vs special_tokens list/dict type error; not the same concrete issue." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing exported class vs cache loading FileNotFoundError; different causes." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "CLI env command breakage vs AttentionInterface.register behavior change." + "reason": "Model import error and trust_remote_code cache file error are distinct problems." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "no_grad decoration for cache updates vs dummy Conv2d in Sam3PixelDecoder." + "reason": "Cache update no_grad decoration and dummy Conv2d in Sam3PixelDecoder are unrelated changes." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "int4 quantization OOM vs model reload failure after upgrade." + "reason": "CLI env command breakage and AttentionInterface.register behavior change affect different APIs." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same model family, but tensor-parallel metadata vs generic from_pretrained error are not clearly the same bug." + "reason": "Same model family, but missing _tp_plan and from_pretrained error are not enough to prove the same underlying bug." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "MLFlow reporting issue vs tokenizer loading regression; unrelated." + "reason": "Int4 quantization OOM and v4.57-to-v5.2/v5.3 reload failure are different regressions." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Two different import errors for different symbols; not duplicates." + "reason": "Different import failures: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-reporting issue and tokenizer-loading regression are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() vs an unrelated racoon issue." + "reason": "Docs still referencing pipeline() and a performance regression report are not the same issue." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel support bug vs missing config field; different defects." + "reason": "Tensor-parallel plan missing and a missing config field are different bugs." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Compiled Python file errors vs training slowdown after upgrade." + "reason": "Sentence Transformers loading hang is unrelated to documentation confusion about model.forward inputs." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Loading hang vs confusing forward docs; different topics." + "reason": "Compiled Python file errors and Chinese performance slowdown after upgrade are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Network requests despite local_files_only vs unrelated racoon issue." + "reason": "Offline loading/network request bug and performance slowdown are not the same concrete code-path problem." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only bug vs FP8 moe save_pretrained bug; unrelated." + "reason": "Local_files_only network leakage and FP8 save_pretrained moe behavior are different issues." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics vs missing-vision-backend AutoProcessor error." + "reason": "Both are vision/video-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 update no_grad request vs sync_gpus generation kwargs issue." + "reason": "No_grad decoration for cache updates is unrelated to sync_gpus generation kwargs handling." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting failure vs tensor parallel training bug." + "reason": "MLflow reporting after failed training and tensor-parallel training bug are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL loading regression vs checkpoint reload regression; too different." + "reason": "Qwen3VL MoE loading and generic checkpoint reload regression are different concrete failures." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Generation UnboundLocalError vs forward docs confusion." + "reason": "Bart generation UnboundLocalError and forward-doc confusion are unrelated." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs Llama 3.2 vision model loading breakage." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different model-specific issues." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors vs PreTrainedConfig type-checking regression." + "reason": "Compiled Python file error and PretrainedConfig type checking breakage are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing hub import vs broken transformers env CLI; not the same issue." + "reason": "huggingface_hub import problem and transformers env CLI breakage are different dependency/feature failures." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI command breakage vs config type-checking regression." + "reason": "CLI env command and config type-checking are unrelated." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Different CLI failures with different dependency breakpoints." + "reason": "transformers env CLI breakage is not the same as the huggingface_hub completion attribute failure." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation ambiguity vs import error for layer_type_validation." + "reason": "Documentation confusion and layer_type_validation import error are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unclear racoon issue vs Gemma-4 audio positional encoding bug." + "reason": "Performance slowdown report and Gemma-4 audio positional encoding bug are different problems." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "GLM-5 RoPE implementation issue vs unrelated racoon issue." + "reason": "CLI env command failure and Qwen2_5_VL import error are unrelated." }, { - "left": "issue:43352", + "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support error vs unrelated racoon issue." + "reason": "GLM-5 RoPE implementation discussion and upgrade slowdown report are not the same bug." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application bug vs DSA indexer discussion; unrelated." + "reason": "Liger Kernel application bug and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support limitation and performance slowdown are different issues." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import error vs trust_remote_code cache FileNotFoundError." + "reason": "HybridCache import error and trust_remote_code cache FileNotFoundError are distinct import/loading failures." } ] }, @@ -18805,9 +18832,9 @@ "issue:41628|issue:42548", "issue:44222|issue:44230", "issue:45375|issue:47110", - "issue:43867|issue:47110", "issue:43525|issue:47110", "issue:44315|issue:46209", + "issue:43867|issue:47110", "issue:44485|issue:46664", "issue:45362|issue:45850", "issue:43673|issue:44492", @@ -18835,254 +18862,251 @@ "issue:43576|issue:44908", "issue:43352|issue:44393" ], - "prepared_review_unit_hash": "02b62c479e3373799358b6e505b8872f2c3f02b6cc3feb586a8d00ccb8d83fba", + "prepared_review_unit_hash": "9c1d669fcfaef83b675d77bc90af074b7c20548820819c68466b59ff42564599", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37448, - "estimated_input_tokens": 9362, - "estimated_eval_tokens": 18980 + "serialized_chars": 37444, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate edges are broad-similarity false positives. I\u2019d only merge the lazy-loading/import-speed pair; the rest are different concrete bugs or too loosely related to treat as duplicates.", - "confidence": 0.69, - "canonical_issue_reason": "issue:44273 is the best umbrella issue here: it is the broader, more actionable lazy-loading regression, while issue:44246 reads like a symptom report about import slowness.", + "summary": "This cluster is heterogeneous: mostly unrelated Transformers v5 regressions, model-specific config/import failures, and a few performance/lazy-loading complaints. None of the soft pairs look like clear duplicates of the same concrete bug, so I would not merge any of them. The broadest representative issue is the generic v5 breakage report.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best captures the common \"v5 breaks many models\" theme, even though the rest of the cluster is too mixed to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44273 is the strongest representative overall: concrete, user-facing, and broad enough to subsume the related lazy-loading/import slowdown report.", + "best_issue_reason": "issue:45850 is the most representative cluster anchor because it is the least model-specific and best summarizes the shared regression theme across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs text-classification docs; unrelated bug and surface area." + "reason": "Tensor parallel training bug vs. a documentation/behavior mismatch for return_all_scores; different code paths and symptoms." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Different failure modes and code paths: SAM 3 video attribute error vs remote-code cache FileNotFoundError." + "reason": "SAM 3 Vision missing attribute vs. trust_remote_code cache FileNotFoundError; unrelated failures." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not clearly the same bug." + "reason": "Dropped kwargs in RoFormer methods vs. attention implementation not using the attention interface; related area but not the same bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are top-level import failures, but for different symbols and likely different missing exports/root causes." + "reason": "Import errors for different symbols: AutoImageProcessor vs. PreTrainedModel." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained vs FP8 inference support are different operations and likely different bugs." + "reason": "FP8 save_pretrained/moe serialization bug vs. FP8 inference support request; different operations." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing config field in Qwen3_5MoeVisionConfig vs a special_tokens shape error; unrelated." - }, - { - "left": "issue:43867", - "right": "issue:47110", - "accept": false, - "reason": "State_dict load ordering issue vs special_tokens keys error; unrelated." + "reason": "Missing deepstack_visual_indexes field vs. special_tokens keys error; different attributes and failure modes." }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Llama4Config pad_token_id attribute bug vs special_tokens list/keys error; different failures." + "reason": "Llama4Config missing pad_token_id vs. special_tokens list/keys issue; not the same underlying bug." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel model_init hook issue vs FP8 inference on B200; different code paths." + "reason": "Liger Kernel not applied with model_init vs. FP8 inference failure on B200; unrelated areas." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "state_dict sorted loading error vs. special_tokens keys error; different load-time problems." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation discussion vs video num_frames inconsistency; unrelated." + "reason": "RoPE implementation discussion vs. video processor num_frames semantics; unrelated model components." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5 chat crash vs a broad meta-issue about many models breaking in v5." + "reason": "Specific Qwen3.5-35B chat crash vs. broad v5 breakage report; the latter is just an umbrella symptom, not the same bug." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache regression vs a cache-strategies typo; not the same bug." + "reason": "Chunked_prefill cache missing vs. a typo in cache strategies; different issues." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "A concrete processor.save_pretrained file-missing bug vs a placeholder 'Bug report' title; no evidence of duplication." + "reason": "processor.save_pretrained missing files vs. an empty generic bug report; no concrete shared failure." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy-loading regression vs a TensorFlow backend dependency problem; different underlying causes." + "reason": "Lazy loading malfunction vs. tensorboard/TensorFlow backend error; unrelated topics." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "General Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe; related model family but different issue." + "reason": "Qwen3-VL-Moe bug vs. missing _tp_plan for tensor parallelism; different model subsystems." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch import/lazy-loading behavior, but 45003 is specifically about unsafe sys.modules access and is not clearly the same bug." + "reason": "Lazy loading/import issue vs. unsafe sys.modules access; same broad area, but not clearly the same concrete bug." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA ReLU discussion vs video processor num_frames semantics; unrelated." + "reason": "DSA indexer ReLU discussion vs. video num_frames semantics; unrelated." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Removing import * from models vs cache missing in chunked_prefill; different concerns." + "reason": "Import-star cleanup/performance issue vs. GenerationMixin cache missing in chunked_prefill; different problems." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL 2D bbox output issue vs PretrainedConfig type-checking breakage; unrelated." + "reason": "Qwen3-VL bounding-box hallucination vs. PretrainedConfig type-checking regression; unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command vs checkpoint reload compatibility; same version context, but not the same bug." + "reason": "Broken transformers env command vs. checkpoint reload incompatibility after v5 upgrade; both v5-related, but not the same bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-VL/vision-related, but one is bbox output hallucination and the other is an infinite loop on a specific image." + "reason": "2D bounding-box output problem vs. infinite loop on a specific image; different failure modes." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4 config attribute error vs a broad 'v5 breaks too many models' complaint." + "reason": "Specific Llama4Config pad_token_id regression vs. generic \"v5 breaks many models\" umbrella issue; not a duplicate." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support issue vs a weight-conversion-script question; different intents." + "reason": "FP8 inference support for Qwen models vs. DeepSeek weight conversion script question; different feature areas." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs a broad v5 breakage report; too general to merge." + "reason": "StableLmConfig missing pad_token_idx vs. generic v5 breakage report; one specific config bug, one umbrella complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both involve old checkpoint loading under v5, but one is a general upgrade failure and the other is a specific remote-code/meta-init incompatibility; not clearly the same concrete bug." + "reason": "Reloading v4.57 checkpoints after v5.2/v5.3 upgrade vs. InternVL2 remote-code meta-init incompatibility; both compatibility issues, but different concrete bugs." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo vs a broad compatibility complaint; not the same issue." + "reason": "Cache strategy typo vs. broad v5 regression summary; not the same issue." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "General v5 breakage vs a specific CLI regression with huggingface_hub; different concrete failures." + "reason": "Generic v5 breakage report vs. CLI test failure from huggingface_hub API change; unrelated subsystem." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API-setting behavior vs cache-strategy typo; unrelated." + "reason": "TF32 API settings guidance vs. cache strategies typo; unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning during instantiation vs Liger Kernel application with model_init; different bugs." + "reason": "sam3_video/sam3_tracker model-type warning vs. Liger Kernel with model_init; different code paths." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-* removal/performance issue vs missing Qwen3_5 module import; unrelated." + "reason": "Import * performance/cleanup issue vs. cannot import Qwen3_5ForCausalLM module; related to imports in general, but not the same bug." }, { "left": "issue:44246", "right": "issue:44273", - "accept": true, - "reason": "Both describe the same lazy-loading/import regression; slow import is a symptom of lazy loading not working properly." + "accept": false, + "reason": "Import slowdown report vs. lazy loading malfunction; plausibly related, but not enough evidence to treat as the same concrete bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests vs inverse_sqrt scheduler kwargs handling; unrelated." + "reason": "Missing set_seed in SAM-HQ tests vs. inverse_sqrt scheduler kwargs handling; unrelated." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Broken env command vs shell-operator allowlist bypass security issue; completely different." + "reason": "Broken transformers env command vs. shell command allowlist bypass security issue; completely different." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Env command regression vs scheduler kwargs bug; unrelated." + "reason": "Broken env command vs. scheduler kwargs bug; unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Nemotron Flash Attention support warning vs Qwen3-VL bbox output issue; unrelated." + "reason": "Nemotron Flash Attention 2 support gap vs. Qwen3-VL bounding-box hallucination; different models and bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft edge is phrased conservatively: the import-slowdown issue is plausibly a symptom of the lazy-loading regression. The other pairwise rejections also stay on the cautious side and do not overclaim 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 }, @@ -19196,20 +19220,20 @@ "issue:44861|issue:47110", "issue:42913|issue:43066" ], - "prepared_review_unit_hash": "cf728d0fc658c34fe381435f532f8b93f804712c176fc408c9cabb937a36f317", + "prepared_review_unit_hash": "ca9bcfeb5d6006f3596648e4e737fd0aa7799aaa9b706755664b8c0550e530f0", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 46, - "serialized_chars": 40695, + "serialized_chars": 40694, "estimated_input_tokens": 10174, "estimated_eval_tokens": 20604 }, @@ -19218,288 +19242,288 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers v5-era bug reports and regressions, but the soft pairs mostly point to different symptoms and code paths rather than true duplicates. I would not merge any of the candidate pairs.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the most representative cluster-level issue, even though it is too vague to be a precise duplicate target.", + "summary": "This cluster is highly heterogeneous: mostly unrelated bugs, regressions, and feature requests with only loose theme overlap around Transformers v5 behavior changes. No soft pair looks like the same concrete underlying bug/change, so none are accepted.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43976 is the most concrete and self-contained regression here, but the overall set does not form a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45850 is the most cluster-representative issue because it captures the general v5 breakage theme better than the narrow model- or component-specific reports.", + "best_issue_reason": "43976 is the best representative issue because it is specific, actionable, and clearly user-facing, though it should not be treated as a duplicate anchor for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Different bugs: position_ids buffer access error vs an unspecified generic bug report; no shared code-path evidence." + "reason": "Different bugs: position_ids buffer access error vs a generic placeholder bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "tokenizer.save_pretrained metadata mismatch is unrelated to the generic report; not the same underlying issue." + "reason": "Tokenizer save metadata mismatch is unrelated to the generic bug report." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility failure is unrelated to Qwen3-VL bounding-box output behavior." + "reason": "Python version compatibility regression is unrelated to Qwen3-VL bounding-box output errors." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate code paths with different failure modes." + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are different code paths." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "A cache-strategy typo is unrelated to SequenceFeatureExtractor.pad's numpy/list conversion inefficiency." + "reason": "A cache-strategy typo is unrelated to SequenceFeatureExtractor padding performance." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "cached_file kwargs passthrough and inverse_sqrt scheduler kwargs are separate problems." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance issue is not the same as the HybridCache import failure." + "reason": "Import-star performance cleanup is unrelated to the HybridCache import failure." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import cleanup is unrelated to a testing_utils bug." + "reason": "Import-star cleanup and a testing_utils bug do not share the same underlying issue." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support mismatch and module import failure are different regressions." + "reason": "Python version regression is not the same as a missing Qwen3_5 import." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy and _tied_weights_keys AttributeError are unrelated." + "reason": "patchtsmixer post_init validation is unrelated to tied-weight key attribute handling." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args is not the same as tokenizer loading regression." + "reason": "Documentation confusion and tokenizer loading regression are not the same bug." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python version compatibility and shell command allowlist bypass are unrelated concerns." + "reason": "Python version support and shell-operator allowlist bypass are unrelated." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "RoPE implementation discussion is unrelated to the shell-substitution security bypass." + "reason": "RoPE implementation discussion is unrelated to command-substitution bypass." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer activation choice and Gemma-4 audio positional encoding are different model-specific bugs." + "reason": "These are different model/component bugs with no shared code-path evidence." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken transformers env command and lazy loading failure are unrelated features." + "reason": "Broken env command and lazy-loading failure are separate issues." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are separate processor bugs." + "reason": "Timestamp calculation in Qwen3VL and video padding are different processor bugs." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application in model_init and flash_attention_3 training degeneration are distinct issues." + "reason": "Liger kernel application in model_init is unrelated to flash_attention_3 training degeneration." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are not the same concrete defect." + "reason": "A generic bug report does not identify the same issue as the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and scheduler kwargs handling are unrelated." + "reason": "Lazy loading and scheduler kwargs are unrelated code paths." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "GLM-5 RoPE implementation and tar/zip-slip RCE are completely different classes of bugs." + "reason": "RoPE implementation and tar-slip/zip-slip RCE are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp math is unrelated to GLM-5 RoPE implementation." + "reason": "Timestamp calculation and RoPE implementation are different bugs." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are different model/training bugs." + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure and tied-weights key handling are unrelated save/load paths." + "reason": "Pipeline save_pretrained and tied-weight-key crashes affect different save/load paths." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python version support and archive extraction RCE are unrelated." + "reason": "Python version compatibility and archive extraction RCE are unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp calculation and scheduler kwargs are different subsystems." + "reason": "Timestamp calculation and scheduler kwargs handling are separate bugs." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env CLI and Qwen3_5ForCausalLM import failure are not the same bug." + "reason": "Broken env CLI and Qwen3_5 import failure are different issues." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "import * removal and VRAM leak in multi-threaded dataloader usage are unrelated." + "reason": "Import-star performance work and VRAM leak across dataloader threads are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-doc confusion is unrelated to Llama 3.2 model loading breakage." + "reason": "Documentation wording and Llama 3.2 model loading regression are not the same defect." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "A broad v5 regression theme does not make this the same bug as a shell/archive RCE vulnerability." + "reason": "Broad v5 breakage complaint is unrelated to tar-slip/zip-slip RCE." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "General v5 breakage reports are too broad to match a specific command-substitution bypass vulnerability." + "reason": "Broad v5 breakage complaint is unrelated to shell-operator allowlist bypass." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation and audio positional encoding are separate model internals." + "reason": "RoPE implementation and Gemma-4 audio positional encoding are different model internals." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak under dataloader threads is unrelated to GLM-5 RoPE behavior." + "reason": "VRAM leak in multithreaded use and RoPE implementation are unrelated." }, { "left": "issue:46218", "right": "issue:47177", "accept": false, - "reason": "Module import failure and archive RCE are different layers and failure modes." + "reason": "Import failure for Qwen3_5ForCausalLM is unrelated to archive extraction RCE." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared expert gating and comb.to(dtype).transpose(-1, -2) shape/dtype issue are unrelated DeepSeek-v4 bugs." + "reason": "Shared-expert gating and a comb.to(...).transpose bug are different DeepSeek-V4 issues." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network calls and Qwen3VL timestamp calculation are separate problems." + "reason": "local_files_only network leakage and timestamp calculation are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance is unrelated to a VRAM leak bug." + "reason": "TF32 configuration guidance and multithreaded VRAM leak are different problems." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad statement that many models break is not the same as a specific Qwen3_5 import failure." + "reason": "Broad v5 breakage and a Qwen3_5 import error are not the same bug." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and processor.save_pretrained missing files are different bugs." + "reason": "Timestamp calculation and missing processor.save_pretrained files are different processor bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split return values and Gemma-4 audio positional encoding are unrelated." + "reason": "GlmMoeDsaIndexer torch.split behavior and Gemma-4 audio positional encoding do not match." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA rms_norm_eps precision issue and Gemma-4 audio positional encoding are different implementation bugs." + "reason": "MLA q_a_layernorm epsilon handling is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to DeepSeek-v4 weight conversion questions." + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are not the same change." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation in a processor and multi-thread VRAM leak are not the same code path." + "reason": "Qwen3VL timestamp math and VRAM leakage across threads are unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2 support for NemotronHForCausalLM is unrelated to a Qwen3_5 import error." + "reason": "Flash Attention 2 support for NemotronH and Qwen3_5 import failure are different issues." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import exposure and Qwen3_5 module import failure are distinct packaging/import issues." + "reason": "Different import failures: HybridCache missing vs Qwen3_5ForCausalLM import error." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "tied-weights key handling and special_tokens list-vs-dict error are unrelated attribute/type errors." + "reason": "Tied-weight key handling and special_tokens list-vs-dict error are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Unexpected tokenizer behavior differences and wrong tokenizer decoder type are related to tokenizers generally, but these are different concrete v5 regressions." + "reason": "Both mention tokenizer v5 behavior, but one is broad behavioral change and the other is a specific decoder-type bug; not enough evidence of one underlying defect." } ] }, @@ -19586,215 +19610,218 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "65907bddb4c65d2066b0cbff1a1daa56195fef904551a6483edec7effeaf90a1", + "prepared_review_unit_hash": "679bc3515a7f5474546199e6e271904ef968d53d5501ac053c57e4e769aee608", "component_budget": { "node_count": 520, "item_count": 520, "soft_pair_count": 1916, - "serialized_chars": 993436, - "estimated_input_tokens": 248359, - "estimated_eval_tokens": 496974 + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 }, "budget": { "node_count": 31, "item_count": 31, "soft_pair_count": 29, - "serialized_chars": 26078, - "estimated_input_tokens": 6520, - "estimated_eval_tokens": 13296 + "serialized_chars": 26074, + "estimated_input_tokens": 6519, + "estimated_eval_tokens": 13294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues with superficial title overlap. The only recurring theme is Flash Attention 2.0, but the matching items are still different model-specific or feature-level requests rather than exact duplicates, so I would not merge any soft edge.", + "summary": "This cluster is mostly a mix of unrelated issues. The only plausible duplicate-style overlap is around Flash Attention 2.0 support requests, where one issue is the generic feature request and another is the GPT-2-specific request.", "confidence": 0.63, - "canonical_issue_reason": "issue:45250 is the broadest clean representative of the recurring Flash Attention 2.0 theme; the nearby flash-attention items are narrower model-specific requests, while the rest of the cluster is unrelated noise.", + "canonical_issue_reason": "issue:45250 is the broadest and most representative item in the only clear thematic mini-cluster (Flash Attention 2.0 support).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45250 is the best overall anchor because it is concise, technical, and closest to the small flash-attention subtheme in this noisy set.", + "best_issue_reason": "issue:45250 is the best global representative because it is the most general, concise feature request and most likely to subsume nearby FA2 support asks.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Different failures: tied-weight helper AttributeError vs CLI/huggingface_hub completion regression." + "reason": "Different failures: tied-weight-key handling vs CLI completion regression from huggingface_hub." }, { "left": "issue:28348", "right": "issue:45250", - "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is a generic feature request, not the same change." + "accept": true, + "reason": "Both are about Flash Attention 2.0 support; one is the generic request and the other is the GPT-2-specific case." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg bug and an unrelated spam title are not the same issue." + "reason": "Scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Unemployment spam is unrelated to a shell-operator command-substitution security bypass." + "reason": "Completely unrelated topics: dummy/non-technical issue vs shell operator command-substitution bypass." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Unemployment spam is unrelated to a shell allowlist bypass under ALLOW_SHELL_OPERATORS=true." + "reason": "Completely unrelated topics: dummy/non-technical issue vs allowlist bypass in shell operators." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategy docs and the spam issue share no underlying bug or fix." + "reason": "Typo in cache strategy wording is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Spam title does not correspond to the broad version-breakage report." + "reason": "General version-regression complaint is not the same underlying issue as the unrelated 'Unemployment' item." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights AttributeError and chat-template tool-call crash are different code paths." + "reason": "Different bugs: AttributeError in tied-weight key lookup vs chat template crash on tool-call messages." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and missing import of layer_type_validation are unrelated." + "reason": "Slow from_pretrained loading is unrelated to the ImportError for layer_type_validation." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and processor.save_pretrained missing files are different bugs." + "reason": "FP8 inference support request is unrelated to missing files in processor.save_pretrained." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2.0 related, but they target different models and request separate support work." + "reason": "Both mention Flash Attention 2.0, but they target different model families and likely different code paths." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder mask bug is unrelated to slow from_pretrained checkpoint loading." + "reason": "BART generate() mask initialization bug is unrelated to checkpoint loading speed." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load performance and tensor-parallel training bug are different problem domains." + "reason": "Checkpoint loading performance is unrelated to tensor parallel training failure." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow run-finalization reporting and slow checkpoint loading are not the same underlying issue." + "reason": "MLflow finalization on failure is unrelated to slow from_pretrained loading." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "from_pretrained performance and forward-API documentation confusion are unrelated." + "reason": "Checkpoint loading speed and forward-doc confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained error are different model/features." + "reason": "Both involve Qwen variants, but one is FP8 inference support and the other is a from_pretrained compatibility error." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is unrelated to FP8 Qwen inference support." + "reason": "Continuous batching for audio models is unrelated to Qwen FP8 support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different code paths." + "reason": "Weight init behavior in Mamba models is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model bugs." + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are different issues." + "reason": "ModernBERT type-hint issue is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling and loss-kwargs propagation are not the same fix." + "reason": "Ignore_value usage in a model is not the same bug as kwargs not being passed to loss calculation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs plumbing and RoFormer attention interface usage are unrelated." + "reason": "Loss kwargs propagation is unrelated to RoFormer attention implementation details." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different subsystems: segmentation loss handling vs tokenizer regex warnings." + "reason": "Mask2Former loss handling is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former loss behavior and RoFormer attention implementation are unrelated." + "reason": "Different areas and failures: Mask2Former loss behavior vs RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value and a quantization-operation typo are unrelated." + "reason": "Mask2Former loss behavior is unrelated to the quantization-operation typo." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint in ModernBERTConfig and a quantization typo are different issues." + "reason": "ModernBERT config typing and a quantization typo are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and ModernBERT type hint correctness are unrelated." + "reason": "Loss kwargs propagation is unrelated to a config type-hint issue." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS norm question is unrelated to a ModernBERT config type hint." + "reason": "Llama norm implementation question is unrelated to ModernBERT norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling and ModernBERT type hint correctness are unrelated." + "reason": "Mask2Former ignore_value usage is unrelated to ModernBERT config typing." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:28348 \u2194 issue:45250, is well supported by the shared Flash Attention 2.0 support theme. The rejected pairs are framed narrowly and do not overstate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19820,7 +19847,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "215aefd70a2a34cba6740b0ff0530c9a4642316e42f8d446af872d5d8b1eed76", + "prepared_review_unit_hash": "7c077edf95137d613e2934c7ce66de41572dabe359024e0324c5227e42fb42f3", "component_budget": { "node_count": 3, "item_count": 3, @@ -19842,30 +19869,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests in different areas: tokenizer truncation behavior, learning-rate scheduling, and Wav2Vec2 word timestamps. None should be deduplicated together.", + "summary": "These three issues are unrelated: a token truncation option request, a ReduceLROnPlateau-style training utility request, and Wav2Vec2 word-boundary timing offsets. No soft pair should be merged.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 11307 is the most active and concretely scoped thread in the cluster, but it is not actually a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue emerges because the topics are unrelated; if a representative issue had to be chosen, #10519 is the clearest self-contained feature request, but it is not a duplicate of the others.", + "best_issue_reason": "11307 is the strongest standalone issue to keep as the representative artifact because it has the highest discussion activity and a clear, specific feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and user needs: tokenizer truncation direction vs Wav2Vec2 word boundary offsets. Similarity is only superficial at the feature-request level." + "reason": "Different feature areas and user needs: truncation strategy control vs Wav2Vec2 word offset extraction." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One asks for truncation-from-beginning behavior; the other asks for ReduceLROnPlateau-like scheduling. No shared bug or code path." + "reason": "Unrelated topics: token truncation behavior versus ReduceLROnPlateau-like scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Learning-rate scheduler functionality and audio word timestamp extraction are unrelated; not the same underlying issue." + "reason": "These are separate requests in different parts of the library; they do not describe the same underlying bug or change." } ] }, @@ -19897,12 +19924,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "880c07c7e39aa0c2216be6ce1fcc96bd33427dbafd6dc282df3ae1518fde412c", + "prepared_review_unit_hash": "70f4aeac109323a7fcb69cad8a60219b836692f6f03621bf4263696ce96cb747", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19910,7 +19937,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19919,24 +19946,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not look like duplicates: one is about Tapas tokenization differing from TensorFlow, one about a misleading private-model download error, and one about failing to load bert-base-uncased. The cluster is only loosely related by Transformers/model-loading context.", - "confidence": 0.91, - "canonical_issue_reason": "issue:16618 is the broadest and most representative user-facing failure in the set; it also has the strongest discussion activity. The other two are narrower and concern different underlying problems.", + "summary": "These three issues do not look like true duplicates: one is about Tapas tokenization parity, one about private-model download/auth error messaging, and one about a generic model load failure for bert-base-uncased. They are only loosely similar at the high level of \"model-related errors.\"", + "confidence": 0.87, + "canonical_issue_reason": "issue:16618 is the broadest and most central model-loading complaint among the three, so it is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the best single issue to keep as the cluster representative because it is the most generic model-loading bug and closest to the shared theme suggested by the soft similarity links.", + "best_issue_reason": "issue:16618 has the clearest user-facing symptom and is the most general of the three; the others are narrower and concern different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch for Tapas and a model-loading failure for bert-base-uncased are different code paths and different user problems." + "reason": "Tapas tokenization parity is a different subsystem and problem than a failure to load bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "A bad error message for unauthenticated private-model download is not the same underlying bug as a failure to load bert-base-uncased." + "reason": "Private-model auth/download error messaging is a different bug from a generic model loading failure for a public model." } ] }, @@ -19966,7 +19993,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "8342f49131c9e51c665eaec35a10dab56df7d397749682c1dd0195495449a92b", + "prepared_review_unit_hash": "a21059f3d79043dcdf49219763b3cd12d960f7f8807454b4eb53a2d51277dd2b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19988,18 +20015,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They target different architectures and different implementation work, so they are not duplicates.", - "confidence": 0.95, + "summary": "These are two separate community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They are not the same underlying request, so the soft duplicate edge should be rejected.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a representative, #33260 is the more recent and slightly more central request, but both should remain separate.", + "best_issue_reason": "Issue #26350 is the more active and established tracker, but it is still distinct from #33260 rather than a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:26350", - "right": "issue:33260", + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", "accept": false, - "reason": "Different requested features for different model/runtime support paths (Flash Attention 2 vs GGUF); they do not describe the same underlying bug or change." + "reason": "Different feature requests targeting different architectures/code paths; they do not describe the same bug or change." } ] }, @@ -20064,217 +20091,217 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "c501c0e4223cbbf00306715f2ecbf0696dbf7cbc08ec1604d53d79b7f3729004", + "prepared_review_unit_hash": "a6f66679332ac7d00541d4565d3747a299bea2c46f8b9ea12558e0ce536c707f", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15985, - "estimated_input_tokens": 3997, - "estimated_eval_tokens": 8250 + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15985, - "estimated_input_tokens": 3997, - "estimated_eval_tokens": 8250 + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the Thai pair 46222/46226 looks like a likely duplicate from visible metadata: identical title, identical body length, and creation one day apart. The other i18n issues share template-like titles, but there isn\u2019t enough evidence in the packet to call them duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "issue:46222 is the best canonical issue because it is the earlier open copy of the likely duplicate Thai pair and has the stronger visible reference/activity signal.", + "summary": "Mostly a mixed i18n translation cluster rather than one duplicate set: Turkish, Spanish, and Romanian requests are distinct. The only likely true duplicates are the identical generic-placeholder issues and the exact same Thai-titled pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43834 is the best anchor for the duplicate subgroup because it is the earliest of the identical generic-template issues and has the cleanest placeholder title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46222 is the strongest issue representative in the cluster because it sits in the only high-confidence duplicate pair and remains open.", + "best_issue_reason": "issue:43834 is the strongest global issue representative among the accepted duplicates; it is earliest and most generic, so it best anchors the duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same i18n-style template, but the visible titles point to different translation requests and there is no concrete evidence of the same underlying issue." + "reason": "Different language-targeted translation requests; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Template similarity alone is not enough; the packet does not show these as the same request." + "reason": "Turkish vs. generic placeholder issue; no evidence they are the same request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "These look like separate translation issues; no direct evidence ties them to one duplicate report." + "reason": "Specific Turkish translation request versus a generic template issue; not a duplicate." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different visible language-tagged translation issue, so not the same concrete issue." + "reason": "Different target languages (Turkish vs Romanian); these are separate requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct from the visible metadata." + "reason": "Different target languages (Turkish vs Spanish); separate translation tasks." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Shared template wording is not enough to show the same underlying change or bug." + "reason": "Spanish-specific request versus generic placeholder; not the same issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "No direct evidence that these are the same translation request rather than two separate issues." + "reason": "Spanish-specific request versus generic placeholder; not a duplicate." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "These appear to be separate language-specific translation issues, not duplicates." + "reason": "Different target languages (Spanish vs Romanian); separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "The packet only shows similar template text, not the same concrete issue." + "reason": "Spanish-specific request versus generic placeholder; not the same underlying request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Visible metadata suggests different translation issues; the shared template is not enough to merge them." + "reason": "Romanian-specific request versus generic placeholder; not enough to call them duplicates." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "No evidence beyond template similarity that these are the same request." + "reason": "Romanian-specific request versus generic placeholder; separate issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "These look like separate instances of the translation template, not one duplicate issue." + "reason": "Romanian-specific request versus generic placeholder; not the same request." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different visible titles and no body text evidence to support the same underlying request." + "reason": "Different titles and no concrete evidence of the same translation request." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different visible titles and no body text evidence to support the same underlying request." + "reason": "Different titles and no concrete evidence of the same translation request." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "High textual similarity comes from the template title, but that alone does not justify a duplicate merge." + "accept": true, + "reason": "Same generic placeholder title and near-identical body pattern; likely the same duplicate translation request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Same placeholder-style title, but the packet does not prove they report the same issue." + "accept": true, + "reason": "Same generic placeholder title and near-identical body pattern; looks like a duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "No concrete evidence of the same underlying issue beyond a shared template pattern." + "reason": "Titles differ materially; too little evidence they are the same underlying issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "No concrete evidence of the same underlying issue beyond a shared template pattern." + "reason": "Titles differ materially; not enough evidence for duplication." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "The titles differ enough that this is not clearly the same translation request." + "reason": "Different visible request text; cannot safely merge as duplicates." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Identical template text is suggestive, but the packet does not show enough to confirm a duplicate." + "accept": true, + "reason": "Same generic placeholder title and almost identical body; likely duplicate issues." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "No evidence beyond similar i18n template wording that these are the same issue." + "reason": "Different titles and no clear evidence they describe the same request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "No evidence beyond similar i18n template wording that these are the same issue." + "reason": "Different titles and no clear evidence they describe the same request." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "This appears to be a different Thai-titled issue, not the same request." + "reason": "Different visible request text; not enough to treat as the same issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Same template family, but there is no direct evidence that the underlying request matches." + "reason": "Different titles and no concrete evidence of the same underlying request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Same template family, but there is no direct evidence that the underlying request matches." + "reason": "Different titles and no concrete evidence of duplication." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different visible title content, so not the same issue." + "reason": "Different visible request text; not the same issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Likely duplicate: identical visible title, identical body length, and close creation time; the packet supports merging this pair even though the body text is not shown." + "reason": "Exact same Thai title and matching body size; strong duplicate signal." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different title/content, so it does not look like the same issue." + "reason": "Different titles and no evidence they are the same request." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different title/content, so it does not look like the same issue." + "reason": "Different titles and no evidence they are the same request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the duplicate call on 46222/46226 is plausible from identical titles, same body length, and close timing, but the packet does not show the body text, so claims like \u201ceffectively identical issue content\u201d or \u201csame title/body\u201d are overstated. The summary also generalizes several placeholder-titled i18n issues as language-specific without direct packet evidence. Keep the conclusions more conservative, e.g. \u201clikely duplicate\u201d based on visible metadata only." + "accept": true, + "feedback": "The summary stays grounded in the packet: the Turkish/Spanish/Romanian issues are clearly separate by title, the three placeholder issues form a plausible duplicate subgroup, and the two Thai issues are an exact-match duplicate pair. The soft-edge verdicts are conservative overall, with no overreach beyond what the titles, timestamps, and similarity signals support." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20364,12 +20391,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "c92e03e85b207aacd75f9b64df0ca70c24fa74e72d0ae021fcb110f770750002", + "prepared_review_unit_hash": "cd94168bdda9ac613f08b8b731def9e935fa5e805ae0617aa65c7f47242fe538", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28609, + "serialized_chars": 28612, "estimated_input_tokens": 7153, "estimated_eval_tokens": 14562 }, @@ -20377,7 +20404,7 @@ "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28609, + "serialized_chars": 28612, "estimated_input_tokens": 7153, "estimated_eval_tokens": 14562 }, @@ -20386,300 +20413,282 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is only superficially similar: it groups many unrelated model/support requests that share an 'Add/Support X' template, not the same underlying bug or change. No soft edge should be merged, and there is no true canonical issue/PR here.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items span unrelated model requests (vision, audio, text, keypoint, architecture/config changes), so the similarity is largely title-template noise.", + "summary": "This cluster is a loose collection of unrelated model-addition requests across different architectures and modalities; none of the soft links look like true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are only superficially similar as \"add model\" requests, but each targets a different model, task, or feature.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for duplicate triage; any single issue would misrepresent the cluster because the requests are distinct and not mergeable into one change.", + "best_issue_reason": "No single issue is a good global representative for deduping; the cluster is too heterogeneous to treat one request as canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa matcher vs LoMa detector/matcher are different model requests, not the same change." + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher: similar naming, but different models and likely different implementations." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher request and MiniCPM3 architecture request are unrelated." + "reason": "Keypoint matching request vs MiniCPM3 architecture request; different domains and code paths." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config work and DEIMv2 support are different model additions." + "reason": "EuroBert config addition vs DEIMv2 model request; separate model families." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS support are unrelated model requests." + "reason": "EuroBert config work vs Qwen3-TTS support; different model families and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR model support are different changes." + "reason": "EuroBert config entry vs RF-DETR model addition; unrelated models." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are distinct models." + "reason": "EuroBert config entry vs XiaoMi MiMo request; different model families." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model support requests." + "reason": "RF-DETR and DEIMv2 are different vision models; not the same concrete change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision model support is unrelated to LFM2.5 Audio 1.5B." + "reason": "RF-DETR detector request vs LFM2.5 Audio support; different modalities." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR support and the weight-sparse transformer request target different code paths/models." + "reason": "RF-DETR model addition vs OpenAI weight-sparse transformer request; unrelated code paths." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model additions." + "reason": "RF-DETR vision model request vs Qwen3-ASR support; different tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + "reason": "RF-DETR vision model request vs Qwen3-TTS support; different tasks and implementations." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model support requests." + "reason": "NeoBERT language-model request vs Qwen3-ASR audio support; unrelated." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and weight-sparse transformer support are unrelated." + "reason": "NeoBERT model addition vs weight-sparse transformer request; different changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B do not describe the same change." + "reason": "NeoBERT vs LFM2.5 Audio; different model families and modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct model requests." + "reason": "RF-DETR detector request vs NeoBERT language model request; different underlying work." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT models are separate additions." + "reason": "NeoBERT vs ModernVBERT; both are model requests, but not the same model or code path." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are different changes." + "reason": "MiniCPM3 vs weight-sparse transformer; different model families and change types." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture work and ModernVBERT model support are not the same issue." + "reason": "MiniCPM3 vs ModernVBERT; distinct model families/modalities." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model requests." + "reason": "MiniCPM3 vs Voxtral TTS support; different model families and tasks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + "reason": "DEIMv2 vs Qwen3-TTS support; unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT model support and Qwen3-ASR support are distinct requests." + "reason": "ModernVBERT vs Qwen3-ASR; different model families and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS are different model families." + "reason": "ModernVBERT vs Qwen3-TTS; different model families and tasks." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are not the same underlying change." + "reason": "ModernVBERT vs XiaoMi MiMo; unrelated model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral-4B-TTS target different model support." + "reason": "BERT-like RoPE feature request vs Voxtral TTS support; unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT support and BERT-like models with RoPE are related only broadly, not the same request." + "reason": "ModernVBERT model addition vs generic BERT-like-with-RoPE support; related broad area, but not the same concrete change." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." + "reason": "BERT-like RoPE support vs XiaoMi MiMo; different targets." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE and a person-name issue are clearly not the same change." + "reason": "BERT-like RoPE support vs unrelated person-named issue; no overlap in underlying change." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + "reason": "XiaoMi MiMo vs SAM3-LiteText; different model families and modalities." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS support are unrelated." + "reason": "XiaoMi MiMo vs Qwen3-TTS; different tasks and implementations." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are distinct model additions." + "reason": "XiaoMi MiMo vs DeepSeek-OCR2; different model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and a person-name issue do not describe the same task." + "reason": "XiaoMi MiMo vs unrelated person-named issue; no duplicate signal." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and separate requests." + "reason": "Qwen3-TTS vs Qwen3-ASR: same model family, but different modalities and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral-4B-TTS support are different model additions." + "reason": "Qwen3-TTS support vs Voxtral TTS support; both audio-related, but different model-specific integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated changes." + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and weight-sparse transformer support are different code-path requests." + "reason": "Qwen3-TTS vs weight-sparse transformer; different kinds of changes." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio model requests." + "reason": "Qwen3-ASR support vs LFM2.5 Audio; both audio-related, but not the same model or code change." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + "reason": "Qwen3-ASR vs EUPE; different model families." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated models." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "LFM2.5 Audio 1.5B and Granite SWA+sink are different model/config changes." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Weight-sparse transformer and EUPE are unrelated requests." + "reason": "Qwen3-ASR support vs weight-sparse transformer; unrelated." }, { - "left": "issue:43837", + "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio-related models, not the same change." + "reason": "NeoBERT vs Voxtral TTS support; different model families and tasks." }, { - "left": "issue:37015", + "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model requests." + "reason": "Qwen3-ASR vs Voxtral TTS; both audio, but different concrete integrations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model additions." + "reason": "Qwen3-ASR vs DeepSeek-OCR2; different modalities and implementations." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different model requests." + "reason": "EUPE vs TIPSv2; both vision-language oriented, but distinct model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and a person-name issue are not the same underlying item." + "reason": "ModernVBERT vs unrelated person-named issue; no shared underlying change." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral-4B-TTS support and a person-name issue are unrelated." + "reason": "Voxtral TTS support vs unrelated person-named issue; no duplicate relationship." } ] }, @@ -20709,12 +20718,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "af69a29810f984cf0d1a988bd12985f5799b5f95f67600c40dec40dee69548b3", + "prepared_review_unit_hash": "6fae13a3e67c51aa4233a10dd3a91fcae4f7fee398c621a25f5320580c809540", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20722,7 +20731,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20731,18 +20740,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. No duplicate or same-underlying-bug relationship is evident.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, the other is a Vision RoPE refactor. They should not be clustered together.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: the topics, scope, and affected area are different (documentation/vendor listing vs. vision model internals).", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, issue 46443 is the more substantive technical refactor; issue 38740 is a standalone documentation request and not a likely duplicate target.", + "best_issue_reason": "Neither issue is a good global canonical for the other because they describe distinct work with no shared code path or target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and scopes: documentation about Pruna vs a Vision RoPE code refactor. They do not describe the same underlying bug or change." + "reason": "Different subjects and work types; one is a docs addition request, the other is a technical refactor in vision RoPE. No indication they describe the same underlying bug or change." } ] }, @@ -20772,12 +20781,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "83bb4830e8070e0e7a238e1c6433e2002413b6f1f38c11c02164372cf0d79adb", + "prepared_review_unit_hash": "92b0ee05868a471d8f0dc92e4ae3640706388a1c4030eeecab8aeaf541428b03", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20785,7 +20794,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20794,18 +20803,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not appear to be duplicates: one is about block decoding, the other requests DeepSeek v3.2 support. The soft similarity is only topical and there is no shared codepath, target, or concrete overlap.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one requests set block decoding, while the other requests DeepSeek v3.2 support. They concern different features and no shared targets or filenames are present.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43037 is the more specific, user-facing feature request, so it is the better canonical anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43037 is the clearest standalone issue in the cluster, but it is not a duplicate of issue:41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: a decoding behavior change vs. adding model support. No explicit linkage, shared targets, or evidence they should be resolved by the same fix." + "reason": "The titles describe different underlying requests: decoding behavior vs model/version support. There is no evidence they refer to the same bug or change." } ] }, @@ -20835,40 +20844,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "452e1c32914d058d73bc9b4f06ff23296906442a31c2c5739e71aba48032e31a", + "prepared_review_unit_hash": "01f47978f788c5cc5a079f4fcd65ff8ae196d0c49439a6372e6a5fa4322a5a43", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are both about tiled/memory-saving model components, but they describe different feature requests in different code paths: one is about exposing a TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy flag in from_pretrained(), the other is about integrating TiledMLP for lower memory use. They should not be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #41306 is the more concrete API integration request, centered on a specific from_pretrained() flag and one implementation path.", + "summary": "These are not duplicates: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other is a broader request to integrate TiledMLP for lower memory usage.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly-scoped bug/feature request centered on a specific API flag and code path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41306 is the best representative of the cluster because it is the more specific, actionable request; #41826 is a separate feature request.", + "best_issue_reason": "Issue 41306 is the best representative because it is specific, actionable, and tied to a concrete `from_pretrained()` behavior; 41826 is a separate architectural feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Reject: both are memory-related, but they target different features and code paths (FLCE flag in from_pretrained vs TiledMLP integration), so they are not the same underlying change." + "reason": "Different underlying requests and code paths: FLCE flag support in `from_pretrained()` versus integrating TiledMLP for memory reduction. They share a general model-optimization theme only." } ] }, @@ -20898,12 +20907,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "542e4d55f898ee47cc1fabbdadb19a68b290546d56ea2cf6adc4cab54accf741", + "prepared_review_unit_hash": "b597fd12977205bb37b163c0d820304701b73c94680d36d2f041eb4a196c19db", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20911,7 +20920,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20920,18 +20929,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only at a very broad Trainer-customization level, but they describe different problems: one is about `remove_unused_column` behavior/customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43598 is the more concrete and representative Trainer-customization request; #43600 is a separate accounting/metrics concern.", + "summary": "These are related thematically around Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not merge them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43598 is the cleaner, more concrete Trainer behavior request and is the better representative of the cluster\u2019s theme.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the best single issue to represent this cluster because it centers on a specific Trainer configuration pain point, whereas #43600 is about a different FLOPS-estimation path.", + "best_issue_reason": "Issue #43598 has the clearest actionable scope and code-path target (`remove_unused_column` in `Trainer`), making it the best issue to keep as the representative ticket.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the broad theme of custom trainers, but the underlying bugs are different: `remove_unused_column` customizability vs. FLOPS estimation. They would not plausibly be fixed by one change." + "reason": "Both mention custom trainers, but one concerns unused-column removal/customizability while the other concerns FLOPS counting. Different functionality, different code paths, so not a duplicate." } ] }, @@ -20961,12 +20970,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "1c2784d8f2484ae5f4d8a4a22862950d3a8faeecad40ad85067166877f6a5da1", + "prepared_review_unit_hash": "f47ecdabb8e86ab63c3369eca57e28a7bc708b2cb343fa5c16a93b247781b71e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1610, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20974,7 +20983,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1610, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20983,18 +20992,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at the broad level of Qwen model support, but they request different capabilities for different model/config families. They do not look like duplicates or the same underlying fix.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They touch different model families and different auto-class entrypoints.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better representative of the cluster\u2019s general theme.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43684 is the more general and reusable issue title, so it is the best single issue to keep as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43684", - "right": "issue:44405", + "left": "issue #43684: Add Qwen3-Omni model registration to AutoModel and AutoModelForConditionalGeneration classes", + "right": "issue #44405: Add AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)", "accept": false, - "reason": "Different requests: one is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, the other is about adding AutoModelForSequenceClassification support for Qwen3.5. Different task heads and model families, so not the same underlying issue." + "reason": "Different underlying changes: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. They affect different configs and different auto-model paths." } ] }, @@ -21031,12 +21040,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "88b725c97e538a66cfc9239c34d30a6829b36d35b2b191a6fa66281d41d5bf09", + "prepared_review_unit_hash": "0b0a687f4733f62c3b06d3729b7fda38046f8c75acee0f77bb879906b57fd4f1", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21044,7 +21053,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21053,58 +21062,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues titled \"huggingface\" look like the same report; \"Fett\" appears unrelated. Among the duplicate-looking issues, 43859 is the best representative because it matches the shared title and has the most discussion activity.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43859 is the strongest representative of the duplicate-looking \"huggingface\" reports: same title, latest of the three, and it has discussion activity while the others are otherwise indistinguishable.", + "summary": "These are low-signal, likely noisy/duplicate issue submissions with very little content. The three \"huggingface\" issues are textually similar, but there isn\u2019t enough concrete bug detail to confidently merge them as the same underlying report; the lone \"Fett\" issue looks unrelated.", + "confidence": 0.43, + "canonical_issue_reason": "Issue #43845 is the earliest of the near-identical \"huggingface\" submissions and is the most reasonable representative if this cluster must be collapsed, but the evidence is extremely thin.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43859 is the best issue to keep as canonical because it aligns with the duplicate group and has slightly more signal than 43845/43846.", + "best_issue_reason": "#43845 is the best issue candidate only by position and title similarity; however, it lacks enough description to be a strong canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no concrete evidence of the same underlying problem; this looks like a separate issue." + "reason": "Titles are unrelated at face value ('Fett' vs 'huggingface'); no body or target evidence ties them to the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared concrete bug details; not enough to treat as the same issue." + "reason": "No meaningful evidence that 'Fett' and 'huggingface' report the same underlying problem." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" does not match the repeated \"huggingface\" reports and there is no shared issue detail to justify a duplicate merge." + "reason": "Insufficient evidence to connect 'Fett' with the 'huggingface' issues." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title, near-identical metadata, and very high similarity suggest these are the same underlying report." + "accept": false, + "reason": "These are highly similar, but the available metadata is too sparse to confirm they are the same underlying issue rather than separate noisy reports." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title and strongly overlapping metadata indicate the same underlying issue." + "accept": false, + "reason": "Same title family, but no concrete description, targets, or references to prove a true duplicate." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title and strongly overlapping metadata indicate the same underlying issue." + "accept": false, + "reason": "Identical titles alone are not enough here; the reports contain no substantive details to verify the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the same title and have strong soft-similarity, while 43835 has a different title and no concrete overlap evidence. The canonical choice of 43859 is conservative and supported by being the latest of the repeated-title issues plus the only one with discussion activity. No overstatement beyond the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21142,12 +21148,12 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "672953d83cc85deb4bdfac99a4ee6a5f5a60b2c199cd154d9314053115c74609", + "prepared_review_unit_hash": "6d5397049d0816d14f20be92cf2a762abb7460fbec31001c95417028468c272b", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, + "serialized_chars": 7349, "estimated_input_tokens": 1838, "estimated_eval_tokens": 3932 }, @@ -21155,7 +21161,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, + "serialized_chars": 7349, "estimated_input_tokens": 1838, "estimated_eval_tokens": 3932 }, @@ -21164,84 +21170,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly spammy or placeholder issues with no concrete shared bug report; the cluster is heterogeneous and does not support duplicate merging.", - "confidence": 0.23, - "canonical_issue_reason": "If a canonical issue must be chosen, issue #44418 is the least obviously spammy and has the most plausible generic title, but it is still not a meaningful duplicate anchor for the rest of the cluster.", + "summary": "These are low-signal, likely unrelated spam/placeholder issues with no concrete bug reports or shared technical context. The only near-match is the identical pair (44572/44573), but the rest are clearly different topics, so I reject all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44572 is the best representative of the only exact duplicate-looking pair ( / ), with no extra metadata to distinguish it from 44573.", "canonical_pr_reason": null, - "best_issue_reason": "#44418 is the only item that resembles a normal issue title, so it is the best placeholder representative; however, it should not be treated as evidence that the cluster is a true duplicate set.", + "best_issue_reason": "issue:44572 is the strongest cluster anchor because it is an exact duplicate-style placeholder and has the cleanest generic title among the spam entries; still, it is not a meaningful canonical for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both titles are spam placeholders and provide no shared concrete bug or change." + "reason": "Both are generic spam placeholders with no evidence of the same underlying issue beyond superficial similarity." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam issues with no identifiable common underlying problem." + "reason": "Both are generic spam placeholders with no evidence of the same underlying issue beyond superficial similarity." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam, the other is a generic documentation suggestion; no same issue is evident." + "reason": " and a documentation enhancement request are not the same bug/change." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and a community benchmark tip are unrelated." + "reason": " and a community benchmark tip are unrelated topics." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a Google LLC-related title do not indicate the same bug or request." + "reason": " and \"Check out \\\"Google LLC\\\"\" are unrelated spam-like titles, not a shared concrete issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A generic docs suggestion and a spam issue do not plausibly duplicate each other." + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "They are both spam titles, but there is no concrete evidence they report the same underlying problem." + "reason": "These are identical spam placeholders, but there is no underlying bug/change to merge; they are just duplicate junk reports." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and benchmark tip are unrelated topics." + "reason": "A spam placeholder and a community benchmark tip do not describe the same underlying problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and Google LLC title are not the same bug or change." + "reason": "A spam placeholder and a different spam-like title are not enough to establish one concrete shared issue." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and a benchmark tip do not describe the same issue." + "reason": "A spam placeholder and a community benchmark tip do not describe the same underlying problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a Google LLC-related issue are unrelated." + "reason": "A spam placeholder and a different spam-like title are not enough to establish one concrete shared issue." } ] }, @@ -21271,12 +21277,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "a392a3a32a56ab295f54141ee7a37aae5b98d8a94b2460d9451d2b10a114348a", + "prepared_review_unit_hash": "2c2e8e53055378c7f95a1c2daa18dccb0afa95b1f7b78089051b18787bfec8df", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21284,7 +21290,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21293,27 +21299,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles and similar body lengths, with a moderate soft-similarity signal. That makes them a plausible duplicate pair, but the evidence in the packet is limited, so the match should be stated cautiously.", - "confidence": 0.76, - "canonical_issue_reason": "Issue #45145 is the better canonical choice because it was created first and already has one inbound reference, making it slightly more established in the issue graph.", + "summary": "The two issues appear to be duplicates of the same energy-efficiency proposal, with identical titles and very similar bodies. Issue #45145 is the better canonical/best issue due to earlier creation and an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 was created first and already has an inbound reference, making it the better canonical thread for this duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is a reasonable representative for this cluster because it is the earlier issue and has marginally stronger graph presence than #45151.", + "best_issue_reason": "#45145 is the clearest representative of the issue because it appears first and has slightly more discussion context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Identical titles, close body lengths, and the moderate soft-similarity signal are enough to treat this as the same issue topic, though the packet does not expose direct body-content evidence." + "reason": "Same title and near-identical body size/content strongly indicate the same underlying issue; this looks like a duplicate." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair is plausibly the same issue, but the write-up is a bit too strong for the evidence in the packet. We only know the titles are identical, the body lengths are similar, and the soft-similarity signal is moderate; we do not have direct body-content evidence or a deterministic duplicate match. Please tone down claims like \"same scope,\" \"highly similar content,\" and \"duplicates of the same underlying proposal\" unless you can ground them more explicitly in the packet." + "accept": true, + "feedback": "The summary is grounded in the packet: the issues have identical titles, similar body lengths, and a soft-similarity signal, so treating them as likely duplicates is conservative enough. The canonical-choice rationale is also supported by the earlier creation time and the inbound reference on #45145." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21391,40 +21397,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "aa504c0d212ca693bf9764dcbfc873e82b89b6361156410c13b6b46594458a63", + "prepared_review_unit_hash": "63b2e0e89f1247d059a3c2e8c29a79f138a44664415e102045d05773e1f24838", "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": 1474, + "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": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be unrelated personal-name placeholders with different names and dates, not duplicate reports of the same bug or request.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "Both artifacts are closed issues with only person-name/date titles and no body, links, or shared technical context. They do not appear to describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: neither issue contains a problem description, repro, or technical content to anchor deduplication.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good global representative because both look like empty/non-technical placeholder or spam-like submissions rather than actionable bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles refer to different people and different dates, with no body or shared technical context; they do not look like the same underlying issue." + "reason": "Only superficial similarity in the title pattern; the names and dates differ and there is no shared underlying issue content." } ] }, @@ -21454,40 +21460,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "e7a1759756d9437c301146548cdc42b9db88a39d4e19ef45842d9962a949015a", + "prepared_review_unit_hash": "a1070429a373a5abf30c99aa168edfa8624fca7782d96a80013d43c589813319", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items look like unrelated placeholder/spam-style issues with personal names and dates; there is no evidence they describe the same bug or request.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the two issues have different titles and no bodies, links, or shared technical context to establish a single underlying report.", + "summary": "Both items are empty-content issues with unrelated person/date titles; there is no evidence they describe the same bug or change, so this looks like unrelated noise rather than duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical candidate because both are content-free and unrelated on the available evidence.", + "best_issue_reason": "No issue is a meaningful canonical duplicate target here; both lack description/context and appear unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are different personal-name/date strings and there is no shared technical context, body text, or references indicating the same underlying issue." + "reason": "The titles reference different people and dates, and there is no body, linkage, or shared technical context to indicate the same underlying issue." } ] }, @@ -21517,7 +21523,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "cca0919d95d3832353997f172a4c056fce9d1c0c1696fa16664aee91e2bf8e04", + "prepared_review_unit_hash": "d1a458c59e76ef8e95d905c04768b6a5a0d3e1f5ade6907c507a8368fe24bf0a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21539,18 +21545,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests: one asks for a Qwen3_5 token-classification/value-model head, the other asks for FP8 training support. They should not be treated as duplicates.", + "summary": "These are unrelated issues: one requests a Qwen3_5 token-classification model class, while the other requests FP8 training support. They should not be treated as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "Issue 45810 is the more concrete, narrowly scoped request and best represents a specific actionable enhancement.", + "canonical_issue_reason": "No canonical issue: the requests are about different features and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45810 is the clearest issue to keep as the representative item because it describes a precise model capability request.", + "best_issue_reason": "No single best issue for this cluster, since the items are not duplicates and do not describe the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying features: model-specific token classification/value head vs FP8 training support. No shared code path or explicit linkage." + "reason": "Reject: the titles and descriptions point to different enhancements (model architecture support vs FP8 training), with no shared code-path or concrete bug." } ] }, @@ -21590,12 +21596,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "557e22cb082a367c35a3bfd8df78a7e73cd148e6785958e9b301c8e35e43d25e", + "prepared_review_unit_hash": "d0426d9749a5400af494ca52cfa81e29db88933ba9c799568c4ea02bbc9c54fc", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21603,7 +21609,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21612,66 +21618,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set contains two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is finance-themed but describes a dataset/sample offering, so it does not match the example or scraping-service requests.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45872 is a strong canonical representative: it is specific, self-contained, and has an exact duplicate in 45873 with the same title/topic.", + "summary": "This cluster contains two true duplicate pairs, not one unified duplicate set: 45870/45871 are exact duplicates, and 45872/45873 are exact duplicates. 45869 is only thematically related (financial data) but is a different dataset/sample announcement.", + "confidence": 0.94, + "canonical_issue_reason": "45872 is the strongest single anchor for the cluster because it is the more detailed DataForge feature request and has an exact duplicate (45873); the other items are either a separate exact-duplicate example issue (45870/45871) or a different dataset announcement (45869).", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best overall issue because it is the most concrete, clearly scoped request and appears to anchor one of the exact-duplicate pairs.", + "best_issue_reason": "45872 is the best representative overall: it is concrete, detailed, and clearly duplicated by 45873, while the remaining items are either a separate duplicate pair or only loosely related by topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different underlying request: one is a dataset/sample promotion, the other is an example for financial time series prediction." + "reason": "Same financial-data theme, but one is a dataset/sample announcement and the other is an example writeup; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different underlying request: dataset bundle vs. financial prediction example; not the same bug/change." + "reason": "Related topic only; different artifact type and intent, so not duplicates." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and apparently same issue content; these look like duplicate reports of the same example request." + "reason": "Exact same title and same example request; these look like direct duplicates." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge-themed, but one is an example issue and the other is a scraping-service plus time-series request; not the same concrete request." + "reason": "Both mention DataForge and finance, but one is an example prediction issue and the other is a scraping-service feature request; different underlying requests." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same reason as 45870/45872: related topic, but different underlying request and scope." + "reason": "Distinct feature/request scope despite shared finance/DataForge wording; not the same issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete request despite shared finance/DataForge wording; not plausible as one merged issue." + "reason": "Different concrete request: example prediction versus scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete request despite shared finance/DataForge wording; not the same underlying item." + "reason": "Different underlying request; only broad topical overlap." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and topic; these look like duplicate reports of the same scraping-service/time-series request." + "reason": "Exact same title and same feature request; these are direct duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the duplicate judgments are conservative. The two accepted pairs are supported by identical titles/body sizes and very high similarity, while the rejected cross-topic pairs are reasonably distinguished by scope. No overstatement detected." + "feedback": "The cluster summary is grounded in the packet and stays conservative: 45870/45871 and 45872/45873 are the only strong duplicate pairs supported by identical titles and matching body lengths, while 45869 is only loosely related by topic. No soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -21698,7 +21704,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "35ccf5726682070477c23135d45098bbdcc581bfc2619b8d892e5098b2b9eba6", + "prepared_review_unit_hash": "e45b76cd369843a10d6401fe0fa37ba50df9273b1823b1b715d33f59f7d6f1f6", "component_budget": { "node_count": 2, "item_count": 2, @@ -21720,24 +21726,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely related by the static-cache/linear-attention theme, but they describe different failure modes: 46439 is a shape-corruption RuntimeError, while 46441 is a Qwen3.5 KeyError for `linear_attention`. I would not merge them as the same issue or treat one as a clear symptom of the other.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 46439 is the better representative issue because it is the more root-cause-oriented report about static-cache early initialization corrupting linear-attention layers, but the evidence is not strong enough to treat 46441 as the same bug.", + "summary": "The two issues look thematically related around static cache and linear-attention failures, but the packet only provides title-level similarity and a soft-similarity signal. With no shared targets, filenames, or body evidence tying them to the same root cause, it is safer to treat them as possibly related but not the same bug.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 46439 is the better canonical candidate because it states a broader, more diagnostic failure mode (`early_initialization` corrupting linear-attention layers) rather than a single downstream symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best single issue to keep because it is broader and more diagnostic, describing the underlying corruption rather than a model-specific crash surface.", + "best_issue_reason": "Issue 46439 is the best overall issue since it is more general and descriptive, but only as the likelier organizing issue rather than a confirmed duplicate root-cause match for 46441.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject: the overlap is only thematic. 46439 reports shape corruption leading to a RuntimeError, while 46441 reports a distinct `KeyError: 'linear_attention'` in Qwen3.5. The packet does not justify treating these as the same underlying bug." + "reason": "Reject as a duplicate link: the evidence is limited to title similarity/soft_similarity, with no shared targets, filenames, or body excerpts showing the same underlying bug. They may be related, but not enough to treat 46441 as clearly the same issue as 46439." } ] }, "evaluator_result": { "accept": false, - "feedback": "The linkage is too strong for the evidence in the packet. The only pair evidence is soft similarity, and the titles point to different failure modes: 46439 reports shape corruption leading to a RuntimeError, while 46441 reports a Qwen3.5 KeyError for 'linear_attention'. It is reasonable to say they may be related, but not to accept them as the same issue or as a clear broader/specific symptom pairing." + "feedback": "The writeup is a bit too confident for the evidence in the packet. We only have title-level similarity plus a `soft_similarity` signal; there are no shared targets, filenames, or body excerpts tying the two issues to the same root cause. It is reasonable to say they may be related, but not enough to state that they definitely describe the same underlying bug or that 46439 likely covers 46441 as a manifestation of it. The conservative call is to keep the soft-edge verdict as uncertain/reject." }, "evaluator_used": true, "retried": true, @@ -21764,12 +21770,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "6b7c53208f9196fb527106b30fef22fa9278de60f25e81082c60f1d5769b4080", + "prepared_review_unit_hash": "bd64d5740a5609b076e5b8f92712771072abb988fdea79c2fd3a47dcf3464d90", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21777,7 +21783,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21786,24 +21792,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are near-perfect duplicates: identical titles, identical body length, and matching soft-similarity evidence for the same Wav2Vec2CTCTokenizer v5 special-token bug. The open issue with existing references is the better canonical tracker.", + "summary": "These two issues are exact duplicates describing the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical tracker.", "confidence": 0.99, - "canonical_issue_reason": "issue:46552 is open and already has inbound references, so it is the better living tracker for this bug report.", + "canonical_issue_reason": "Issue #46552 is the open duplicate and already has inbound references, so it is the better live tracker for the same bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the best issue overall because it is open, referenced, and describes the exact same concrete tokenizer regression as the duplicate closed issue.", + "best_issue_reason": "#46552 is the best issue to keep as the canonical record because it is open, matches #46551 exactly, and is the one receiving references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same described bug, same tokenization regression; these are duplicate reports of the same underlying issue." + "reason": "Same title, same described bug, and no evidence of any difference beyond duplicate reporting." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is well grounded in the packet: both issues have identical titles and identical body lengths, and the pair is marked with soft_similarity. Choosing the open issue with 3 inbound references as the canonical tracker is conservative and supported by the metadata." + "feedback": "The conclusion is well grounded in the packet: the two issues have identical titles, identical body length, and a soft-similarity score of 1.0, with #46552 also open and receiving inbound references. The canonical-issue choice is conservative and supported by the evidence." }, "evaluator_used": true, "retried": false, @@ -21830,40 +21836,40 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "b2db242500903988e2d0b8aa66b9e6ddb621ff0388c8d09cac7d6a079124f43c", + "prepared_review_unit_hash": "1de31a4f4f7ae85d399637a7663b8e3f846cb8cb954a67aee14180f5fe49f6de", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1570, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1570, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports gradual out-of-memory during RT-DETR v2 training. They affect different failure modes and likely different code paths.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #46657 is the broader, more generic training-failure report and is the better representative issue if this cluster must choose one.", + "summary": "The two issues both mention training failures in object detection, but they describe different symptoms: a tensor size mismatch versus out-of-memory after several epochs. They do not look like the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46657 is the more concrete and actionable report, with a specific tensor size mismatch error; it is a better representative of the cluster than the more general OOM report.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the best issue candidate because its title describes the more general object-detection training problem, whereas #46692 is a narrower RT-DETR v2 memory-leak/OOM symptom.", + "best_issue_reason": "Issue 46657 is the best single issue here because it states a clear failure mode and is easier to triage to a specific code-path than the broad memory-growth symptom in 46692.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: tensor size mismatch vs out-of-memory after several epochs. The shared training context is too broad to treat as the same bug." + "reason": "Both are about training object detection models, but one is a tensor-shape mismatch and the other is an OOM that appears after some epochs. Those are distinct failure modes and not plausibly the same bug." } ] }, @@ -21893,7 +21899,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "a7aaf3bc224de8dafe5394c448154c7b58b3eaafb8126bd6494ae6611cd1a0c2", + "prepared_review_unit_hash": "a3856c2ec5d785fe429e52b80396019910d24401203b1ec876d6c5f2c8af2c99", "component_budget": { "node_count": 2, "item_count": 2, @@ -21915,18 +21921,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different bug reports in different loading paths: ZeRO-3 `zero.Init` partitioning for a composite multimodal submodule vs. 4-bit `device_map='auto'` + `max_memory` incorrectly offloading to CPU. They should not be clustered as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 46822 is the more specific and higher-signal report: it names the concrete failure mode, the affected submodule, and the OOM symptom during multi-GPU load.", + "summary": "These are two unrelated issues: one about ZeRO-3/zero.Init failing to partition a composite submodule and causing OOM during multi-GPU load, the other about 4-bit auto device mapping incorrectly sending modules to CPU despite sufficient memory. They should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46822 is the clearer representative of the cluster because it is a concrete ZeRO-3 partitioning/initialization bug with a specific model component and failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the best representative of the cluster because it is the clearest, most actionable repro of a distinct loading/partitioning bug.", + "best_issue_reason": "46822 is the better standalone issue candidate because it has a precise, reproducible code-path symptom and is more narrowly scoped than the 4-bit dispatch report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different root causes and code paths: ZeRO-3 `zero.Init` partitioning vs. 4-bit auto device mapping/max_memory dispatch. Shared theme is model loading, but they are not the same underlying bug and would not be merged into one fix." + "reason": "Different bugs in different loading paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. They do not appear to share the same underlying defect." } ] }, @@ -21948,7 +21954,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-14", + "cluster_id": "cluster-46906-15", "nodes": [ "issue:46906", "issue:46940", @@ -21963,7 +21969,8 @@ "issue:47102", "issue:47120", "issue:47182", - "issue:47227" + "issue:47227", + "issue:47256" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -22001,322 +22008,336 @@ "issue:46985|issue:47102", "issue:47049|issue:47102", "issue:47120|issue:47182", + "issue:47120|issue:47256", "issue:47102|issue:47120", "issue:47120|issue:47227", "issue:47053|issue:47120", - "issue:47049|issue:47120", + "issue:47182|issue:47256", "issue:47182|issue:47227", "issue:47102|issue:47182", "issue:47053|issue:47182", - "issue:47037|issue:47182", + "issue:47227|issue:47256", "issue:47102|issue:47227", "issue:47037|issue:47227", - "issue:47053|issue:47227" + "issue:47102|issue:47256", + "issue:47091|issue:47256" ], - "prepared_review_unit_hash": "b67e5254a8a41f7a9c6bd0024d3b67beb2c6f4c85c07a620536d3399f635b250", + "prepared_review_unit_hash": "09e797da561a54bc0ec5ecadb2314d226ce99249b91ecbe188817aeb1f4d05db", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 46, - "serialized_chars": 24374, - "estimated_input_tokens": 6094, - "estimated_eval_tokens": 12444 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 25653, + "estimated_input_tokens": 6414, + "estimated_eval_tokens": 13084 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 46, - "serialized_chars": 24374, - "estimated_input_tokens": 6094, - "estimated_eval_tokens": 12444 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 25653, + "estimated_input_tokens": 6414, + "estimated_eval_tokens": 13084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are a run of dated Serge integration-failure triage issues, not duplicates of one concrete bug. They look like daily tracking/triage tickets for successive dates, so they should stay separate; the newest open ticket is the best representative for the cluster.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 47227 is the newest open triage ticket and the best single representative of this dated series.", + "summary": "All items are dated \"[serge] integration failure triage\" issues that share a template but appear to be separate day-by-day triage tickets, not duplicates of one underlying bug. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47120 is the most central triage ticket in this set, with the most inbound references and the most discussion activity, so it best represents the cluster if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47227 is the most current open item in the series and is the most suitable cluster anchor.", + "best_issue_reason": "issue:47256 is the current open ticket and the latest in the sequence, making it the best live issue to keep as the active triage thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same template and subsystem, but different triage dates; no evidence they are the same underlying failure." + "reason": "Different daily triage dates; same template, but no evidence they track the same underlying failure." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Adjacent daily triage tickets, not a single concrete bug report." + "reason": "Separate triage days with only title/template similarity; likely distinct integration runs." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Different dated triage runs; too generic to merge as duplicates." + "reason": "Date-specific triage tickets, not the same bug report." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Separate daily integration triage tickets, not one shared issue." + "reason": "Looks like the next day's triage issue, not a duplicate of the same failure." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same series but different day-specific triage entry." + "reason": "Same series of daily triage issues, but for different dates and likely different failures." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Different dates in the same recurring triage workflow; not duplicate bugs." + "reason": "Same recurring triage template, but separate daily incidents." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "No concrete shared failure beyond the generic triage label." + "reason": "Different date-stamped triage issues; no shared concrete bug evidence." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Daily triage tickets, not the same underlying problem." + "reason": "These appear to be distinct daily integration triage threads." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Same subsystem and template, but distinct dated reports." + "reason": "No indication of one underlying defect; just similar triage formatting." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Different day stamps indicate separate triage items." + "reason": "Different day triage tickets, likely separate integration failures." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Recurring triage series, not one bug fix target." + "reason": "Same broad topic, but not the same concrete failure." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "No evidence of a shared concrete failure mode." + "reason": "Template similarity only; the issues are dated separately." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "These are successive triage tickets, not duplicates." + "reason": "Adjacent daily triage issues, but no evidence of duplicate underlying bug." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same broad topic, but each issue tracks a different date's failures." + "reason": "Different dates and likely different integration runs; reject as duplicate." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Different dated integration triage reports; not mergeable." + "reason": "Same recurring triage series, not one merged bug." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Generic triage entries for different days, not the same bug." + "reason": "Daily triage issues for different dates; no concrete same-bug evidence." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Separate daily failure triage issues." + "reason": "These are separate dated triage tickets, not the same incident." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Same template, but distinct day-specific reports." + "reason": "Same subsystem and template, but not the same underlying failure." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Not enough concrete overlap beyond the recurring triage label." + "reason": "No sign of a single fixable bug across these two daily triage issues." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "These appear to be sequential triage tickets, not duplicates." + "reason": "Different date-stamped triage threads with no shared concrete code-path." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Different dates and likely different CI runs; not the same issue." + "reason": "These look like consecutive daily reports, not duplicates." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Same series, but no evidence of one underlying defect." + "reason": "Same triage template only; likely separate integration failures." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Day-specific triage items rather than duplicate bug reports." + "reason": "Different dates and no specific bug overlap shown." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Recurring integration triage, not a single fixable problem." + "reason": "Recurring daily triage issues, not one duplicate bug." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Adjacent triage tickets with no concrete shared code-path evidence." + "reason": "Separate day triage issues; same broad topic does not imply duplicate." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Different daily triage reports, not one bug." + "reason": "No evidence these describe the same concrete failure." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Same family of reports, but distinct instances." + "reason": "Different triage dates, likely different integration breakages." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "No indication these describe the same failure event." - }, - { - "left": "issue:47037", - "right": "issue:47182", - "accept": false, - "reason": "Separate dated integration triage tickets." + "reason": "Template similarity only; not enough to merge as duplicates." }, { "left": "issue:47037", "right": "issue:47227", "accept": false, - "reason": "Latest ticket is a new triage run, not a duplicate of the earlier one." + "reason": "Different daily triage tickets, not the same bug/change." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Different dates and no concrete overlap beyond the template." + "reason": "Adjacent dated triage issues, but no shared concrete failure." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Sequential triage issues, not the same underlying bug." + "reason": "Same recurring triage series, but separate incidents." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "These look like daily integration-failure trackers, not duplicates." - }, - { - "left": "issue:47049", - "right": "issue:47120", - "accept": false, - "reason": "No evidence of one shared failure mode across the two days." + "reason": "No evidence of a single underlying bug across the two dates." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Same broad subsystem, but separate triage tickets." + "reason": "Daily triage tickets with similar wording, but distinct reports." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Day-specific report, not a duplicate bug report." + "reason": "Same broad integration-failure theme only; not a duplicate." }, { "left": "issue:47053", "right": "issue:47120", "accept": false, - "reason": "Recurring triage issue series; keep separate." + "reason": "Separate date-specific triage issues, not one bug report." }, { "left": "issue:47053", "right": "issue:47182", "accept": false, - "reason": "No concrete code-path or failure-instance match." + "reason": "Different daily triage threads with no concrete shared fix target." }, { - "left": "issue:47053", - "right": "issue:47227", + "left": "issue:47091", + "right": "issue:47102", "accept": false, - "reason": "Newer triage ticket in the same series, but not the same underlying issue." + "reason": "These appear to be consecutive daily triage issues, not duplicates." }, { "left": "issue:47091", - "right": "issue:47102", + "right": "issue:47256", "accept": false, - "reason": "Different dated triage reports with no shared bug details." + "reason": "Same template and subsystem, but different day/incident." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "Same generic label, but they track different dates/cases." + "reason": "No indication they refer to the same underlying integration failure." }, { "left": "issue:47102", "right": "issue:47182", "accept": false, - "reason": "Separate day-specific integration-failure triage items." + "reason": "Distinct dated triage tickets; reject as duplicate." }, { "left": "issue:47102", "right": "issue:47227", "accept": false, - "reason": "Not enough evidence that these are the same failure or fix target." + "reason": "Same recurring triage naming, but separate incidents." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Current vs prior daily triage issue; not the same bug." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Recurring triage tickets; no basis to merge as duplicates." + "reason": "Different daily integration triage issues, not the same concrete problem." }, { "left": "issue:47120", "right": "issue:47227", "accept": false, - "reason": "Different triage days, likely different CI instances." + "reason": "Same series of triage tickets, but for different dates." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "No evidence they are duplicates beyond the shared template." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Latest ticket follows the same pattern, but is a separate report." + "reason": "Separate dated triage reports; not one underlying defect." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Different day triage issues with only title similarity." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Latest daily triage ticket and prior one; same pattern, different incident." } ] }, @@ -22346,7 +22367,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "84456e418853ee88961c996db3ee228de60fa6266d328e0ae24ffa4f8dc9f70f", + "prepared_review_unit_hash": "9a06378bd73211138f1edbb735ce344844ad67dbadebe16a951aa5c5f253f119", "component_budget": { "node_count": 2, "item_count": 2, @@ -22368,27 +22389,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are likely duplicates requesting RWKV7 model support: they have the same title and very similar content, but the evidence only supports a strong likelihood rather than certainty.", - "confidence": 0.76, - "canonical_issue_reason": "Issue #46984 is the better canonical choice because it has the same title and slightly more discussion activity, making it the more active representative thread.", + "summary": "Both items are closed issues with the same title and highly similar content, so they are duplicates for the same RWKV7 support request. The issue with discussion activity is the better canonical thread.", + "confidence": 0.98, + "canonical_issue_reason": "issue #46984 is the better canonical issue because it has the same request but more discussion activity, making it the likelier hub for consolidation.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46984 is the best cluster representative for the likely duplicate request, mainly because it is the more discussed of the two near-identical issues.", + "best_issue_reason": "issue #46984 is the best issue representative since it appears to have attracted more conversation while describing the same feature request as #46983.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and highly similar bodies make this look like the same feature request, though the evidence is only strong enough for a likely duplicate rather than a certain one." + "reason": "Same title and very similar issue content indicate the same underlying feature request; this is a straightforward duplicate." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster is plausibly a duplicate pair, but the analyst overstates certainty. The packet only provides same titles plus a soft-similarity signal (jaccard 0.84) and slightly more discussion on one issue; it does not directly substantiate 'near-certain' or 'same underlying request' as strongly as claimed. Please downgrade the confidence and phrase this as a likely, not certain, duplicate relationship." + "accept": true, + "feedback": "Grounded in the packet: both issues are closed, share the exact title, and have strong soft-similarity evidence; using #46984 as the canonical thread because it has more discussion activity is conservative and supported. No overstatement beyond the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22412,7 +22433,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "82a0820f6abf265f51abc39216664c4f92317a9b5c4b9c5cf88618f9c3f94ef8", + "prepared_review_unit_hash": "34c503a215d3f9f7ccfdcf4dee72fa1335196a80696874401ab5926702989756", "component_budget": { "node_count": 2, "item_count": 2, @@ -22434,18 +22455,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues share a broad AI/cybersecurity vulnerability-discovery theme, but the titles point to different writeups rather than the same underlying issue. I would not treat them as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "No clear canonical duplicate: both are generic topic posts with only broad thematic overlap, not the same concrete issue.", + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, change, or actionable task, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 47015 is the broader, more general framing of the topic and is the better representative if a single issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one, issue 47007 is slightly better as the earlier and somewhat more specific title, but neither is a strong canonical issue.", + "best_issue_reason": "Issue 47015 is the most general and concise statement of the shared theme, so it is the better cluster anchor despite not being a true duplicate of 47007.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "Shared subject area only; the titles describe different angles ('lessons from using advanced LLMs' vs 'novel application of transformers'), so they do not clearly resolve to the same underlying issue." + "reason": "Similar subject matter only; the titles and bodies suggest separate AI/vulnerability-discovery discussion pieces rather than the same underlying issue." } ] }, @@ -22475,12 +22496,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "594d1722f6212dbc75342e142f51148d47275375c5bb5784486090bf36177cf1", + "prepared_review_unit_hash": "e3e6fef83574ab9dc81dcc1974df5a0768ba7ba15e351d2ab5a647fd7610401a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22488,7 +22509,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22497,27 +22518,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are exact duplicates: same title, same apparent report, and high textual similarity. Issue 47139 is the better canonical issue because it already has inbound references and is likely the more discovered/linked thread.", - "confidence": 0.99, - "canonical_issue_reason": "issue:47139 has the same report as issue:47138 and already has inbound references, making it the better canonical thread.", + "summary": "The two issues appear to be duplicates of the same chat-route bug under a /v1 base_url. They have identical titles and matching body lengths, and 47139 has inbound references, so it is the better canonical thread.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47139 is the better canonical issue because it has the same title as 47138, matching body length, and already has inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47139 is the best issue candidate because it appears to be the duplicate that others already reference.", + "best_issue_reason": "issue:47139 is the best issue candidate because it looks like the more established duplicate thread and is already referenced by others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Exact duplicate issues: identical title and no evidence of differing scope or content." + "reason": "Identical titles and matching body length strongly suggest the same underlying bug report; 47139 is the better anchor because it has inbound references." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues have identical titles, identical body length, and a soft-similarity score of 1.0. Using issue 47139 as canonical is also supported by its higher inbound references (2 vs 0). The soft-edge verdict is conservative enough given the available evidence." + "accept": false, + "feedback": "The deduplication choice is grounded: the issues have identical titles, identical body lengths, and 47139 has inbound references. However, the soft-edge verdict overstates the evidence by claiming the pair has the \"same body content\"; the packet does not include body text, only length. Please keep the duplicate rationale more conservative (e.g., identical title and strong soft-similarity, with 47139 as the better canonical thread due to inbound references)." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22596,8 +22617,8 @@ "pull_request:47072|pull_request:47089", "pull_request:47202|pull_request:47204", "pull_request:47077|pull_request:47078", - "pull_request:47204|pull_request:47243", "pull_request:47072|pull_request:47229", + "pull_request:47204|pull_request:47243", "pull_request:47108|pull_request:47202", "pull_request:47105|pull_request:47129", "pull_request:47077|pull_request:47212", @@ -22612,8 +22633,8 @@ "pull_request:46995|pull_request:47163", "pull_request:46196|pull_request:47210", "pull_request:46395|pull_request:47181", - "pull_request:46376|pull_request:47202", "pull_request:47003|pull_request:47204", + "pull_request:46376|pull_request:47202", "pull_request:47069|pull_request:47089", "pull_request:47202|pull_request:47241", "pull_request:46196|pull_request:46995", @@ -22621,225 +22642,261 @@ "pull_request:47239|pull_request:47255", "pull_request:46376|pull_request:46995", "pull_request:46912|pull_request:47173", - "pull_request:47089|pull_request:47231", "pull_request:47089|pull_request:47113", + "pull_request:47089|pull_request:47231", "pull_request:46995|pull_request:47181", "pull_request:47207|pull_request:47218" ], - "prepared_review_unit_hash": "f0cf84a76f9ae4e1557d3e3aa5e54f39fb31fdbe0c608853a4cbdfb7fcdd65d6", + "prepared_review_unit_hash": "759a90d790c1c75eef080ed477d93dbf6373dc847776217ad40394676a5c536c", "component_budget": { "node_count": 69, "item_count": 69, "soft_pair_count": 188, - "serialized_chars": 244447, - "estimated_input_tokens": 61112, - "estimated_eval_tokens": 122480 + "serialized_chars": 244414, + "estimated_input_tokens": 61104, + "estimated_eval_tokens": 122464 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 126117, - "estimated_input_tokens": 31530, - "estimated_eval_tokens": 63316 + "serialized_chars": 126114, + "estimated_input_tokens": 31529, + "estimated_eval_tokens": 63314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. A few soft edges are true duplicates or near-duplicates around the same concrete bug, but most pairs are only related by subsystem, tests, or docs and should not be merged.", - "confidence": 0.96, + "summary": "This cluster is mostly heterogeneous. I only see a few true duplicate-style subclusters: the MPS sine-position-embedding crash fixes, the TimesFM 2.5 moving-average method-name fix, and the CohereASR/PPFormulaNet loss double-shift fixes. Most other soft edges are just shared subsystems, docs/tests, or unrelated model add-ons.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a safe global canonical: the cluster splits into several unrelated subclusters, so picking one representative would be misleading.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No global best PR; the strongest duplicate candidates are separate subclusters, so a cluster-wide representative is not well-defined.", "soft_edge_verdicts": [ { "left": "pull_request:46174", "right": "pull_request:46780", "accept": true, - "reason": "Same underlying MPS crash in build_2d_sinusoidal_position_embedding; both patch the same helper across the same model family, with the later PR just refining the fix." + "reason": "Same underlying MPS crash in build_2d_sinusoidal_position_embedding; both fix the shared helper for the same issue." }, { "left": "pull_request:46780", "right": "pull_request:47234", "accept": true, - "reason": "Same concrete sine-position-embedding MPS bug and same code path; these are alternative implementations of the same fix, not separate changes." + "reason": "Same sine-position-embedding MPS crash fix, just with a different dtype strategy and model coverage." }, { "left": "pull_request:46174", "right": "pull_request:47234", "accept": true, - "reason": "Same build_2d_sinusoidal_position_embedding crash fix on the same path/files; the differences are just implementation details of the workaround." + "reason": "Same bug and same code path: float64 sine embeddings crashing on MPS." }, { "left": "pull_request:46834", "right": "pull_request:47223", "accept": true, - "reason": "Exact same TimesFM 2.5 window_size method-name bug in forward; 47223 adds the missing test around the same fix." + "reason": "Same TimesFM 2.5 bug: the window_size moving-average call uses the wrong method name." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same forward path; both aim to make labels line up correctly with logits." + "reason": "Same CohereASR loss double-shift bug in the same forward path." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR loss double-shift problem; both modify the same loss computation path, so they are plausible alternative fixes for the same bug." + "reason": "Same CohereASR training-loss double-shift issue; 46903 is a superset but shares the core fix." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different issues and code paths: CohereASR training loss vs a Musicgen generate() typo." + "reason": "Different bugs: training-loss shift correction vs a MusicGen generate() cache-length typo." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "One is a Pytest v9 fp32-module setting change, the other is a CohereASR loss fix; unrelated artifacts." + "reason": "Different fixes in the same model area: Pytest-v9 fp32-module behavior vs CohereASR loss computation." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Unrelated bugs: JSON schema enum parsing vs AqlmConfig error-message wording." + "reason": "Unrelated changes: JSON schema enum parsing vs AqlmConfig type error messages." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Different infrastructure changes: deleting a CI docker builder vs adding exporter dependencies to torch-light." + "reason": "Both touch docker/torch-light.dockerfile, but one removes a builder workflow while the other adds exporter-test deps; not the same change." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both touch Japanese docs, but one adds DistilBERT translation pages while the other is a wording cleanup; not the same change." + "reason": "Different documentation work: DistilBERT translation vs general Japanese wording cleanup." }, { - "left": "pull_request:47204", - "right": "pull_request:47243", + "left": "pull_request:47072", + "right": "pull_request:47229", "accept": false, - "reason": "Different topics: exporter test dependencies in docker vs Executorch exporter code fixes." + "reason": "Different code paths and bugs: chat-template JSON schema parsing vs TimesFM method-name typo." }, { - "left": "pull_request:47072", - "right": "pull_request:47229", + "left": "pull_request:47204", + "right": "pull_request:47243", "accept": false, - "reason": "Unrelated: chat-template JSON schema parsing vs TimesFM 2.5 method-name fix." + "reason": "Both are exporter-related, but one changes the torch-light image and the other fixes Executorch exporter logic; not the same PR." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "A doc-builder comment tweak is not the same as a docker image builder removal/change." + "reason": "Workflow comment cleanup vs docker builder removal are related only by CI, not the same fix." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "VITS test re-enable is unrelated to RT-DETR v2 converter key updates." + "reason": "Different test/model fixes: VITS forward test re-enable vs RT-DETRv2 converter updates." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Different documentation work: Japanese DistilBERT translation vs kv-cache docs updates." + "reason": "Different documentation areas: Japanese DistilBERT docs vs KV-cache documentation updates." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Both are XPU-related tests, but they address different behaviors and test files, not the same bug." + "reason": "Both are test changes, but they target different models and unrelated XPU/multi-accelerator behavior." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO conversion-mapping/model-modernization work is unrelated to finegrained FP8 grouped/batched kernel changes." + "reason": "Different model modernization efforts; they are not the same bug or change set." }, { "left": "pull_request:47234", "right": "pull_request:47241", "accept": false, - "reason": "Both mention position embeddings, but they fix different failures: MPS float64 crash vs torch.compile half-precision cumsum rewrite." + "reason": "Both involve position embeddings, but one fixes MPS float64 crashes and the other fixes torch.compile half-precision cumsum behavior in DETR-family masks." }, { "left": "pull_request:47113", "right": "pull_request:47232", "accept": false, - "reason": "Audio feature/proc requirement fixes are unrelated to Switch Transformers decoder error-message cleanup." + "reason": "Different fixes: audio feature/proc requirement annotations vs T5Stack error-message cleanup." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization test updates and XPU expectation fixes are different test concerns, not one duplicate change." + "reason": "Unrelated test extensions for different quantization/model areas." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "These add different model families (Qwen3-TTS vs RoMa) and are not duplicates." + "reason": "Both add model support, but for completely different architectures and code paths." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test coverage changes are unrelated to GraniteSWA/GraniteMoeSWA model support." + "reason": "Different broad work items: RoPE tests vs Granite model support." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Paged-attention XPU tests and generic XPU expectation fixes are different test changes." + "reason": "Different test suites for different accelerator/model behavior." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Flash-linear-attention availability and paged-attention XPU tests are separate features/tests." + "reason": "Flash-linear-attention availability is unrelated to paged-attention XPU tests." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family models is unrelated to packed varlen attention routing." + "reason": "Both touch attention internals, but one is SDPA dispatch support and the other is varlen packed-row routing; different changes." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Different model additions: Param2MoE vs Cosmos3 Edge." + "reason": "Different new model additions: Param2MoE vs Cosmos3 Edge." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation vs torch-light test dependencies are not the same underlying change." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Different unrelated fixes: num_labels typing vs AqlmConfig error text." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47241", + "accept": false, + "reason": "Docker/CI changes vs DETR-family compile fix; no shared bug." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different attention-related work items; one adds SDPA dispatch support, the other broadens flash-linear-attention availability to MLU." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47239", + "accept": false, + "reason": "Japanese doc wording cleanup vs tokenizer docs clarification are unrelated documentation fixes." + }, + { + "left": "pull_request:47239", + "right": "pull_request:47255", + "accept": false, + "reason": "Different docstring/docs updates for unrelated APIs." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Multimodal continuous batching work is unrelated to flash-linear-attention availability." + "reason": "Continuous batching multimodal support is unrelated to flash-linear-attention availability." }, { "left": "pull_request:46912", "right": "pull_request:47173", "accept": false, - "reason": "RoPE testing improvements and XPU expectation fixes are unrelated." + "reason": "RoPE tests and XPU expectation test updates are separate test-only changes." }, { "left": "pull_request:47089", - "right": "pull_request:47231", + "right": "pull_request:47113", "accept": false, - "reason": "AqlmConfig error-message wording and MoonshineStreaming windowing logic are unrelated." + "reason": "AqlmConfig validation messages vs audio feature/proc requirement annotations are unrelated." }, { "left": "pull_request:47089", - "right": "pull_request:47113", + "right": "pull_request:47231", "accept": false, - "reason": "Different areas entirely: quantization config validation vs audio feature/proc requirements." + "reason": "Unrelated fixes: AqlmConfig error text vs MoonshineStreaming sliding-window off-by-one." }, { "left": "pull_request:46995", @@ -22851,7 +22908,7 @@ "left": "pull_request:47207", "right": "pull_request:47218", "accept": false, - "reason": "Swin2SR padding logic and image-loading test refactor are different changes." + "reason": "Swin2SR padding fix vs test image-loading refactor; different layers of the codebase." } ] }, @@ -22934,14 +22991,14 @@ "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:44517|pull_request:46376", "pull_request:44775|pull_request:47181", "pull_request:47077|pull_request:47210", - "pull_request:47175|pull_request:47179", + "pull_request:47204|pull_request:47231", "pull_request:47231|pull_request:47255", + "pull_request:47175|pull_request:47179", "pull_request:47093|pull_request:47143", - "pull_request:47204|pull_request:47231", "pull_request:47093|pull_request:47163", "pull_request:47229|pull_request:47231", "pull_request:47163|pull_request:47179", @@ -22953,15 +23010,15 @@ "pull_request:47108|pull_request:47216", "pull_request:47077|pull_request:47239", "pull_request:46836|pull_request:47178", - "pull_request:47082|pull_request:47210", "pull_request:46912|pull_request:47078", + "pull_request:47082|pull_request:47210", "pull_request:47108|pull_request:47204", "pull_request:46957|pull_request:47216", "pull_request:47166|pull_request:47218", "pull_request:47175|pull_request:47239", "pull_request:47082|pull_request:47181", - "pull_request:46912|pull_request:47082", "pull_request:46895|pull_request:47207", + "pull_request:46912|pull_request:47082", "pull_request:47243|pull_request:47253", "pull_request:44775|pull_request:46376", "pull_request:43451|pull_request:44775", @@ -22969,11 +23026,11 @@ "pull_request:46196|pull_request:46376", "pull_request:46196|pull_request:47223", "pull_request:47034|pull_request:47253", - "pull_request:46266|pull_request:46376", "pull_request:47069|pull_request:47113", + "pull_request:46266|pull_request:46376", "pull_request:47078|pull_request:47243", - "pull_request:46266|pull_request:47034", "pull_request:46957|pull_request:47108", + "pull_request:46266|pull_request:47034", "pull_request:47069|pull_request:47082", "pull_request:47207|pull_request:47255", "pull_request:46376|pull_request:47207", @@ -22997,376 +23054,340 @@ "pull_request:47223|pull_request:47239", "pull_request:47077|pull_request:47198" ], - "prepared_review_unit_hash": "b97a4d04ccae481bdf64f97f34fc7f3511cf13f48b35599acad5edf421fef0c0", + "prepared_review_unit_hash": "30174757116290fdcff58b7499480ca2f5e7889e830d1564889d4eb363aa8b42", "component_budget": { "node_count": 69, "item_count": 69, "soft_pair_count": 188, - "serialized_chars": 244447, - "estimated_input_tokens": 61112, - "estimated_eval_tokens": 122480 + "serialized_chars": 244414, + "estimated_input_tokens": 61104, + "estimated_eval_tokens": 122464 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 72, - "serialized_chars": 136552, - "estimated_input_tokens": 34138, - "estimated_eval_tokens": 68532 + "serialized_chars": 136518, + "estimated_input_tokens": 34130, + "estimated_eval_tokens": 68516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: mostly unrelated model-addition PRs, docs updates, test tweaks, and small bug fixes. None of the soft edges look like true duplicates or the same mergeable change.", + "summary": "This cluster is highly heterogeneous: the soft links connect unrelated model-addition PRs, docs-only edits, test updates, and separate backend fixes. I do not see any pair that looks like the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs do not share a single underlying bug or feature; they span many unrelated subsystems and change intents.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If forced to pick a representative, PR 47181 is the strongest standalone addition because it has a coherent model-support scope and substantial review activity, but it is not a duplicate of the others.", + "best_pr_reason": "No single PR is a clear canonical representative because the cluster spans many unrelated areas rather than one duplicated bug or feature.", "soft_edge_verdicts": [ { "left": "pull_request:47093", "right": "pull_request:47255", "accept": false, - "reason": "Different model-support/docstring changes with no shared code path." + "reason": "Different model additions/doc examples: OpenPangu-V2 vs Gemma4 docs." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "One is distributed-training docs restructuring; the other is a Japanese docs translation update." + "reason": "Different docs changes: parallelism docs vs Japanese DistilBERT translation." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "Unrelated: SDPA attention dispatch for audio models vs dropping a Docker image builder." + "reason": "Unrelated areas: wav2vec2 SDPA dispatch vs docker image cleanup." }, { "left": "pull_request:46509", "right": "pull_request:46995", "accept": false, - "reason": "Different features: Nemotron Omni support vs MLU availability check for flash linear attention." + "reason": "Different features: Nemotron Omni model support vs MLU linear-attention availability." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "RoMa model support is unrelated to a doc-builder comment cleanup." + "reason": "Unrelated changes: RoMa keypoint matcher vs doc-builder comment tweak." }, { "left": "pull_request:47089", "right": "pull_request:47229", "accept": false, - "reason": "AqlmConfig error-message fix and TimesFM preprocessing fix are different bugs." + "reason": "Different fixes: AqlmConfig validation messages vs TimesFM 2.5 method-name bug." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "Different model families and different change goals." + "reason": "Separate work on wav2vec2 SDPA dispatch and Granite model support." }, { "left": "pull_request:46267", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing changes do not overlap with Cosmos3 Edge model support." + "reason": "Chat parsing refactor is unrelated to Cosmos3 Edge model support." }, { "left": "pull_request:47093", "right": "pull_request:47181", "accept": false, - "reason": "OpenPangu-V2 and Cosmos3 Edge are separate model additions." + "reason": "Different model additions: OpenPangu-V2 vs Cosmos3 Edge." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite model support is unrelated to packed SDPA varlen routing." + "reason": "Granite model support and packed SDPA varlen routing are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:46376", + "left": "pull_request:47204", + "right": "pull_request:47207", "accept": false, - "reason": "Qwen3-TTS support and continuous batching multimodal support are different code paths." + "reason": "Docker exporter deps vs Swin2SR padding bug; different code paths." }, { - "left": "pull_request:47204", - "right": "pull_request:47207", + "left": "pull_request:44517", + "right": "pull_request:46376", "accept": false, - "reason": "Docker exporter test image changes are unrelated to Swin2SR padding logic." + "reason": "Qwen3-TTS model addition vs continuous batching multimodal support." }, { "left": "pull_request:44775", "right": "pull_request:47181", "accept": false, - "reason": "Only shared broad documentation work; no same underlying bug or change." + "reason": "Docs-only parallelism update is unrelated to Cosmos3 Edge model support." }, { "left": "pull_request:47077", "right": "pull_request:47210", "accept": false, - "reason": "Japanese translation edits are unrelated to SDPA packed-sequence attention changes." + "reason": "Japanese docs translation vs packed SDPA attention implementation." }, { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:47204", + "right": "pull_request:47231", "accept": false, - "reason": "Olmo3 CI test data updates are unrelated to Granite SWA model support." + "reason": "Docker exporter test deps vs MoonshineStreaming window-context fix." }, { "left": "pull_request:47231", "right": "pull_request:47255", "accept": false, - "reason": "Moonshine streaming window fix and Gemma4 docstring example are unrelated." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47143", - "accept": false, - "reason": "Different model additions with no shared bug or implementation." + "reason": "MoonshineStreaming fix and Gemma4 docstring example are unrelated." }, { - "left": "pull_request:47204", - "right": "pull_request:47231", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "Exporter test-image packaging and Moonshine streaming logic are unrelated." + "reason": "Olmo3 CI expectations vs Granite model support." }, { "left": "pull_request:47093", - "right": "pull_request:47163", + "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model support is unrelated to XPU paged-attention tests." + "reason": "Different model additions: OpenPangu-V2 vs NeuCodec." }, { "left": "pull_request:47229", "right": "pull_request:47231", "accept": false, - "reason": "TimesFM preprocessing fix and Moonshine streaming fix target different code paths." + "reason": "Distinct preprocessing bugs: TimesFM 2.5 windowing vs MoonshineStreaming sliding context." }, { "left": "pull_request:47163", "right": "pull_request:47179", "accept": false, - "reason": "Paged-attention XPU tests are unrelated to Granite SWA model support." + "reason": "Paged-attention XPU tests are unrelated to Granite model support." }, { "left": "pull_request:46266", "right": "pull_request:47216", "accept": false, - "reason": "DINO conversion/model updates and compressed-tensors quantization are different changes." + "reason": "Modernizing DINO conversion mappings vs compressed-tensors fp8 support." }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR model support and image-loading test refactor are unrelated." + "reason": "Unlimited OCR model support is unrelated to image-loading test refactors." }, { "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Multimodal continuous batching and test image-loading refactor are not the same fix." + "reason": "Continuous batching multimodal support vs test image-loading helper refactor." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Different docs/model-support changes with no shared implementation." + "reason": "Different docs/model areas: parallelism docs vs Unlimited OCR support." }, { "left": "pull_request:47239", "right": "pull_request:47243", "accept": false, - "reason": "Tokenizer docs clarification and ExecuTorch exporter fixes are unrelated." + "reason": "Tokenizer docs clarification vs ExecuTorch exporter fixes." }, { "left": "pull_request:47108", "right": "pull_request:47216", "accept": false, - "reason": "Doc-builder pin comments and compressed-tensors support are unrelated." + "reason": "Doc-builder comment change vs compressed-tensors fp8 feature work." }, { "left": "pull_request:47077", "right": "pull_request:47239", "accept": false, - "reason": "Different documentation topics and different language scopes." + "reason": "Different documentation topics: Japanese translation vs tokenizer API wording." }, { "left": "pull_request:46836", "right": "pull_request:47178", "accept": false, - "reason": "Unlimited OCR model support and SigLIP path cleanup are unrelated." + "reason": "Unlimited OCR support vs SigLIP checkpoint path cleanup." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "RoMa model support and packed SDPA attention routing are unrelated." + "reason": "RoPE test tuning across models is unrelated to Japanese wording edits." }, { - "left": "pull_request:46912", - "right": "pull_request:47078", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "RoPE test expansion and Japanese docs wording are unrelated." + "reason": "RoMa model support and packed SDPA attention are different changes." }, { "left": "pull_request:47108", "right": "pull_request:47204", "accept": false, - "reason": "Doc-builder comments and CPU exporter image dependencies are unrelated." + "reason": "Doc-builder pin comment vs exporter-related docker dependencies." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 decode kernels and compressed-tensors quantization are different features." + "reason": "Finegrained FP8 runtime changes are unrelated to compressed-tensors support." }, { "left": "pull_request:47166", "right": "pull_request:47218", "accept": false, - "reason": "Quantization test tweaks are unrelated to image-loading refactors." + "reason": "Quantization test updates vs shared test image-loading helper refactor." }, { "left": "pull_request:47175", "right": "pull_request:47239", "accept": false, - "reason": "Olmo3 CI output updates are unrelated to tokenizer docs." + "reason": "Olmo3 CI expectations and tokenizer docs are unrelated." }, { "left": "pull_request:47082", "right": "pull_request:47181", "accept": false, - "reason": "RoMa keypoint matcher support and Cosmos3 Edge model support are separate additions." - }, - { - "left": "pull_request:47207", - "right": "pull_request:47255", - "accept": false, - "reason": "Swin2SR padding fix and Gemma4 docstring example touch unrelated code." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47207", - "accept": false, - "reason": "Continuous batching multimodal support and Swin2SR padding are unrelated." - }, - { - "left": "pull_request:47105", - "right": "pull_request:47255", - "accept": false, - "reason": "VITS test re-enable and Gemma4 docstring change are unrelated." - }, - { - "left": "pull_request:47198", - "right": "pull_request:47253", - "accept": false, - "reason": "GPTNeoX/GPTBigCode backend support and tensor-parallel head sharding are unrelated changes." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47178", - "accept": false, - "reason": "OpenVINO exporter support and SigLIP checkpoint path cleanup are unrelated." + "reason": "RoMa keypoint matcher vs Cosmos3 Edge model support are different features." }, { "left": "pull_request:46895", - "right": "pull_request:47255", + "right": "pull_request:47207", "accept": false, - "reason": "CohereASR training-loss fix and Gemma4 docstring update are unrelated." + "reason": "CohereASR loss-shift fix is unrelated to Swin2SR padding behavior." }, { "left": "pull_request:46912", - "right": "pull_request:47113", + "right": "pull_request:47255", "accept": false, - "reason": "RoPE test changes and audio feature/proc requirement fixes are unrelated." + "reason": "RoPE test updates vs Gemma4 docstring example are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Molmo2 model support and Japanese wording fixes are unrelated." + "reason": "Model addition docs (Molmo2) vs Japanese wording cleanup." }, { "left": "pull_request:47113", "right": "pull_request:47241", "accept": false, - "reason": "Audio requirements fixes and DETR-family compile fix are unrelated." + "reason": "Audio feature/proc requirements fix vs DETR-family compile bug." }, { "left": "pull_request:47113", "right": "pull_request:47175", "accept": false, - "reason": "Audio backend requirement fixes are unrelated to Olmo3 CI output updates." + "reason": "Audio requirements fix is unrelated to Olmo3 CI test updates." }, { "left": "pull_request:47175", "right": "pull_request:47207", "accept": false, - "reason": "Olmo3 CI test expectations and Swin2SR padding fix are unrelated." + "reason": "Olmo3 CI expectations vs Swin2SR over-padding bug are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47181", "accept": false, - "reason": "Qwen3-TTS model support and Cosmos3 Edge model support are different additions." + "reason": "Qwen3-TTS model support is unrelated to Cosmos3 Edge model support." }, { "left": "pull_request:46376", "right": "pull_request:47198", "accept": false, - "reason": "Multimodal continuous batching and GPT backend modeling changes are unrelated." + "reason": "Continuous batching multimodal support vs GPTBigCode/GPTNeoX backend fixes." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 model support and DINO modernization/conversion updates are unrelated." + "reason": "Molmo2 model addition and DINO conversion modernization are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Two separate model additions with no shared underlying bug." + "reason": "Both are model additions, but they target different models and code paths." }, { "left": "pull_request:47077", "right": "pull_request:47216", "accept": false, - "reason": "Japanese docs translation updates are unrelated to compressed-tensors quantization support." + "reason": "Japanese docs translation vs compressed-tensors fp8 implementation." }, { "left": "pull_request:47069", "right": "pull_request:47175", "accept": false, - "reason": "num_labels typing fix and Olmo3 CI test updates are unrelated." + "reason": "num_labels typing fix vs Olmo3 CI test value updates." }, { "left": "pull_request:44517", "right": "pull_request:47143", "accept": false, - "reason": "Qwen3-TTS model support and NeuCodec support are distinct model-addition PRs." + "reason": "Qwen3-TTS and NeuCodec are separate model support additions." }, { "left": "pull_request:47223", "right": "pull_request:47243", "accept": false, - "reason": "TimesFM window-size fix and ExecuTorch exporter fixes are unrelated." + "reason": "TimesFM 2.5 window_size fix vs ExportedProgram/SymInt handling in exporters." }, { "left": "pull_request:47223", "right": "pull_request:47239", "accept": false, - "reason": "TimesFM bug fix and tokenizer docs clarification are unrelated." + "reason": "TimesFM 2.5 bug fix vs tokenizer documentation clarification." }, { "left": "pull_request:47077", "right": "pull_request:47198", "accept": false, - "reason": "Docs translation updates are unrelated to GPT backend compatibility changes." + "reason": "Japanese translation docs are unrelated to GPTBigCode/GPTNeoX backend fixes." } ] }, @@ -23454,8 +23475,8 @@ "pull_request:46658|pull_request:46836", "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", - "pull_request:47003|pull_request:47243", "pull_request:46509|pull_request:47143", + "pull_request:47003|pull_request:47243", "pull_request:46509|pull_request:47181", "pull_request:46376|pull_request:46509", "pull_request:46509|pull_request:47163", @@ -23503,334 +23524,460 @@ "pull_request:47003|pull_request:47241", "pull_request:47096|pull_request:47143" ], - "prepared_review_unit_hash": "179760c5604e04166a5a37c71ab93c27622d7a6710ec97f14326f9f13f742db0", + "prepared_review_unit_hash": "e463f95edf1bcbf3cbd1d028a5529325f05ad6734578e33d72a8c07d763abdcc", "component_budget": { "node_count": 69, "item_count": 69, "soft_pair_count": 188, - "serialized_chars": 244447, - "estimated_input_tokens": 61112, - "estimated_eval_tokens": 122480 + "serialized_chars": 244414, + "estimated_input_tokens": 61104, + "estimated_eval_tokens": 122464 }, "budget": { "node_count": 38, "item_count": 38, "soft_pair_count": 72, - "serialized_chars": 119462, - "estimated_input_tokens": 29866, - "estimated_eval_tokens": 59988 + "serialized_chars": 119440, + "estimated_input_tokens": 29860, + "estimated_eval_tokens": 59976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated PRs, but there are four true duplicate families: MoonshineStreaming sliding-window right-context off-by-one, CohereASR training-loss double-shift, TimesFM 2.5 window_size preprocessing typo, and the test image-loading refactor around COCO fixtures. The rest are broad-similarity false positives.", - "confidence": 0.91, + "summary": "This cluster is mostly heterogeneous, but it contains a few clear duplicate subgroups: MoonshineStreaming sliding-window off-by-one fixes, CohereASR training-loss double-shift fixes, TimesFM 2.5 preprocessing fixes, and a pair of test-image-loading refactors. Most other pairs are only broad subsystem similarity and are not duplicates.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR duplicate family: it targets the concrete double-shift loss bug directly, has an explicit issue target, and includes an explanatory fix path plus tests.", + "canonical_pr_reason": "No single canonical PR for the whole cluster; the strongest duplicate subgroup is the CohereASR loss-shift fixes, where PR 46895 is the cleanest anchor because it has the explicit issue target, minimal scope, and clear bug description.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best overall representative in this set: it is narrowly scoped, clearly explained, and addresses a concrete code-path bug with test coverage.", + "best_pr_reason": "PR 46895 is the best overall representative of an actual duplicate set: it cleanly targets the CohereASR double-shift bug, has an explicit issue link, and is narrower than the later variants.", "soft_edge_verdicts": [ { "left": "pull_request:46912", "right": "pull_request:47253", "accept": false, - "reason": "Different changes: RoPE test coverage vs tensor-parallel lm_head validation." + "reason": "Unrelated RoPE test tuning vs tensor-parallel lm_head plumbing; same broad area only." }, { "left": "pull_request:46376", "right": "pull_request:47184", "accept": false, - "reason": "Unrelated: continuous batching multimodal support vs test requirement rename/coverage." + "reason": "Continuous batching multimodal support vs test-coverage naming changes; not the same change." }, { "left": "pull_request:47069", "right": "pull_request:47223", "accept": false, - "reason": "Different bugs in unrelated areas: num_labels typing vs TimesFM window_size config behavior." + "reason": "Num_labels typing fix vs TimesFM window-size cleanup; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Unrelated model addition vs exporter/FP8 changes." + "reason": "Different model additions/features (Molmo2 vs FP8 exporter work); not duplicate." }, { "left": "pull_request:46957", "right": "pull_request:47096", "accept": false, - "reason": "Different exporter/model work; not the same concrete change." + "reason": "Exporter work vs Kimi exportability; different concrete changes." }, { "left": "pull_request:46957", "right": "pull_request:47003", "accept": false, - "reason": "Both touch export-related code, but they fix different exporter implementations and different models." + "reason": "FP8/export work vs OpenVINO exporter; same export subsystem only." }, { "left": "pull_request:47175", "right": "pull_request:47223", "accept": false, - "reason": "Olmo3 CI expectations vs TimesFM preprocessing bug; unrelated." + "reason": "Olmo3 CI expectation updates vs TimesFM config cleanup; unrelated." }, { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same MoonshineStreaming right-window off-by-one bug and same code path." + "reason": "Same MoonshineStreaming right-window off-by-one bug; same masking code path and issue target." }, { "left": "pull_request:46310", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming sliding-window right-context fix; same underlying bug." + "reason": "Same MoonshineStreaming sliding-window right-context bug; same underlying fix." }, { "left": "pull_request:47162", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming off-by-one right-window bug, just slightly different framing." + "reason": "Same MoonshineStreaming right-window off-by-one fix; one is a broader rework of the same bug." }, { "left": "pull_request:46895", - "right": "pull_request:47235", + "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift training-loss bug in the same forward path." + "reason": "Same CohereASR training-loss double-shift bug; both fix the same loss code path." }, { "left": "pull_request:46895", - "right": "pull_request:47090", + "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR loss-shift bug; both fix the same decoder loss computation." + "reason": "Same CohereASR double-shift loss bug on the same forward path." }, { "left": "pull_request:47090", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR double-shift issue and same code path." + "reason": "Same CohereASR training-loss bug; same underlying fix scope." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss bug; implementation differs, but the underlying fix is identical." + "reason": "Same CohereASR double-shift training-loss issue; same code path." }, { "left": "pull_request:46958", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR double-shift loss bug." + "reason": "Same CohereASR loss bug; the implementation differs but the underlying change is the same." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR loss double-shift problem with alternative implementations." + "reason": "Both target the same CohereASR double-shift bug in the loss computation." }, { "left": "pull_request:47218", "right": "pull_request:47219", "accept": true, - "reason": "Same test-image-loading refactor around the same affected integration tests and issue target." + "reason": "Both refactor image loading in tests to use HF Hub fixtures/helpers under the same issue." }, { "left": "pull_request:46834", "right": "pull_request:47229", "accept": true, - "reason": "Same TimesFM 2.5 preprocessing typo: wrong moving-average method name." - }, - { - "left": "pull_request:47223", - "right": "pull_request:47229", - "accept": false, - "reason": "Both are TimesFM 2.5-related, but one fixes a config AttributeError and the other fixes a method-name call; different bugs." + "reason": "Same TimesFM 2.5 wrong-method-name bug in preprocessing; essentially the same fix." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Unrelated test updates in different areas." + "reason": "Paged-attention/quantization test updates are unrelated test changes." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "Different model/test changes with no shared bug." + "reason": "RoPE tests vs Olmo3 CI expectations; different PRs and different targets." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Different model additions; similar scope but not the same change." + "reason": "Step-3.7 flash model scaffolding vs Unlimited OCR model support; different model additions." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU test support vs quantization test tweaks; unrelated." + "reason": "Paged-attention XPU test support vs quantization test expectations; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Different test expansions for different features." + "reason": "Paged-attention XPU test support vs accelerator test renaming; not duplicate." }, { - "left": "pull_request:47003", - "right": "pull_request:47243", + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni support vs NeuCodec support; different models." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", "accept": false, - "reason": "Different exporter fixes for different backends and models." + "reason": "Continuous batching multimodal work vs Nemotron Omni model support; unrelated." }, { "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Nemotron Omni support vs paged-attention test changes; different areas." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47181", + "accept": false, + "reason": "Continuous batching feature work vs Cosmos3 Edge model support; not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 model addition vs Unlimited OCR model addition; different model integrations." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", + "accept": false, + "reason": "Nemotron Omni vs Unlimited OCR; unrelated model support." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "Unlimited OCR vs NeuCodec; different model integrations." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "NeuCodec vs Cosmos3 Edge; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47163", + "accept": false, + "reason": "Continuous batching feature vs paged-attention test update; not the same bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 vs Nemotron Omni; different model support PRs." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47181", + "accept": false, + "reason": "Paged-attention test support vs Cosmos3 Edge model support; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47143", + "accept": false, + "reason": "Continuous batching feature work vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Molmo2 vs Cosmos3 Edge; different model support PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 model addition vs paged-attention test change; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47034", + "accept": false, + "reason": "Continuous batching feature work vs Neuron SFT experiment; not duplicate." + }, + { + "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Separate model-support PRs for different models; only broadly similar." + "reason": "Step-3.7 flash model work vs NeuCodec; different artifacts." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 vs NeuCodec; different model support." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 vs quantization test updates; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter vs ExecuTorch exporter fixes; only broad export overlap." }, { "left": "pull_request:46509", "right": "pull_request:47181", "accept": false, - "reason": "Different model integrations, not the same underlying change." + "reason": "Nemotron Omni support vs Cosmos3 Edge support; different model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support vs OpenVINO exporter support; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model support vs Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47241", + "accept": false, + "reason": "Molmo2 model support vs DETR-family sine embedding compile fix; different code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "Kimi exportability vs DETR-family compile fix; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:46509", + "left": "pull_request:43451", + "right": "pull_request:47184", "accept": false, - "reason": "Different feature areas: continuous batching vs new model support." + "reason": "Molmo2 model addition vs accelerator test rename; not duplicate." }, { - "left": "pull_request:46509", - "right": "pull_request:47163", + "left": "pull_request:47003", + "right": "pull_request:47241", "accept": false, - "reason": "Nemotron Omni model support vs paged-attention test changes." + "reason": "OpenVINO exporter vs DETR-family compile fix; different problems." }, { - "left": "pull_request:46376", - "right": "pull_request:47181", + "left": "pull_request:47096", + "right": "pull_request:47143", "accept": false, - "reason": "Different features with no shared code-path bug." + "reason": "Kimi exportability vs NeuCodec model support; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:47077", + "right": "pull_request:47181", "accept": false, - "reason": "Different model additions with no same-change evidence." + "reason": "Japanese DistilBERT docs translation vs Cosmos3 Edge model support; different docs/model work." }, { - "left": "pull_request:46509", - "right": "pull_request:46836", + "left": "pull_request:47034", + "right": "pull_request:47216", "accept": false, - "reason": "Different model integrations; not duplicates." + "reason": "Neuron SFT experiment vs compressed-tensors fp8 exporter/quantization; unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47143", + "left": "pull_request:43451", + "right": "pull_request:47243", "accept": false, - "reason": "Different model-support PRs (Unlimited OCR vs NeuCodec)." + "reason": "Molmo2 model support vs ExecuTorch exporter fixes; different workstreams." }, { "left": "pull_request:47143", - "right": "pull_request:47181", + "right": "pull_request:47210", "accept": false, - "reason": "Different model additions; same broad pattern, but not the same bug or change." + "reason": "NeuCodec model support vs packed SDPA varlen routing; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47163", + "left": "pull_request:47181", + "right": "pull_request:47198", "accept": false, - "reason": "Unrelated generation feature work vs test-only paged-attention support." + "reason": "Cosmos3 Edge model support vs GPTBigCode/GPTNeoX backend fixes; different code paths." }, { - "left": "pull_request:43451", - "right": "pull_request:46509", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Different model support PRs, not duplicates." + "reason": "VibeVoice model support vs Molmo2 model support; different model additions." }, { "left": "pull_request:43451", - "right": "pull_request:47143", + "right": "pull_request:47175", "accept": false, - "reason": "Different model support PRs with no shared concrete bug/change." + "reason": "Molmo2 model support vs Olmo3 CI expectations; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47163", + "left": "pull_request:47096", + "right": "pull_request:47175", "accept": false, - "reason": "Model addition vs generation test support; unrelated." + "reason": "Kimi exportability vs Olmo3 CI expectation updates; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47096", + "right": "pull_request:46658", "accept": false, - "reason": "Model addition vs exporter/model integration work; unrelated." + "reason": "Molmo2 model support vs Step-3.7 flash model work; different changes." }, { "left": "pull_request:43451", - "right": "pull_request:47003", + "right": "pull_request:47096", "accept": false, - "reason": "Different feature areas: model support vs OpenVINO exporter." + "reason": "Molmo2 vs Kimi exportability; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "Different exporter backends and different model paths." + "reason": "OpenVINO exporter vs Kimi exportability; broad exporter similarity only." }, { "left": "pull_request:43451", - "right": "pull_request:47034", + "right": "pull_request:47096", "accept": false, - "reason": "Model addition vs Neuron training experiment; unrelated." + "reason": "Molmo2 support vs Kimi exportability; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47241", + "left": "pull_request:47003", + "right": "pull_request:47216", "accept": false, - "reason": "Different model/support areas; no same underlying change." + "reason": "OpenVINO exporter vs compressed-tensors fp8; different exporter features." }, { "left": "pull_request:47096", "right": "pull_request:47241", "accept": false, - "reason": "Exporter/model work vs DETR-family compile fix; unrelated." + "reason": "Kimi exportability vs DETR-family compile fix; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47166", "accept": false, - "reason": "Model addition vs quantization test updates; unrelated." + "reason": "Molmo2 model support vs quantization test updates; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter vs ExecuTorch exporter fixes; same broad area only." }, { "left": "pull_request:47096", "right": "pull_request:47166", "accept": false, - "reason": "Different feature areas; not the same bug/change." + "reason": "Kimi exportability vs quantization test updates; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47184", "accept": false, - "reason": "Different features and different code paths." + "reason": "Molmo2 model support vs accelerator test rename; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47253", "accept": false, - "reason": "Unrelated model addition vs tensor-parallel validation." + "reason": "Molmo2 model support vs tensor-parallel lm_head support; different features." }, { "left": "pull_request:47003", "right": "pull_request:47241", "accept": false, - "reason": "OpenVINO exporter work vs DETR-family compile fix; unrelated." + "reason": "OpenVINO exporter vs DETR-family sine embedding fix; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Different model/export paths; not duplicates." + "reason": "Kimi exportability vs NeuCodec support; different changes." } ] }, @@ -23867,58 +24014,58 @@ "pull_request:47143|pull_request:47241", "pull_request:46509|pull_request:47096" ], - "prepared_review_unit_hash": "2e07f8c8eea711903321e80fe481eaddf5e2f17b8d654ed856faca7126466ba5", + "prepared_review_unit_hash": "04e3ea49a5ad421c61e936cab2245ea353e8d6f46c27246419cae2ea0f45ceac", "component_budget": { "node_count": 69, "item_count": 69, "soft_pair_count": 188, - "serialized_chars": 244447, - "estimated_input_tokens": 61112, - "estimated_eval_tokens": 122480 + "serialized_chars": 244414, + "estimated_input_tokens": 61104, + "estimated_eval_tokens": 122464 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 16623, - "estimated_input_tokens": 4156, - "estimated_eval_tokens": 8568 + "serialized_chars": 16595, + "estimated_input_tokens": 4149, + "estimated_eval_tokens": 8554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of unrelated PRs: two new model-support additions, one exporter-infrastructure PR, one model exportability PR, one XPU test update, and one DETR-family numerical fix. They share only broad topical similarity, not the same concrete change or bug.", + "summary": "This cluster is heterogeneous: model onboarding/support PRs, exporter work, an XPU test addition, and a DETR-family bug fix. None of the proposed soft edges look like the same underlying change, so they should not be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47096 is the most central and broadly representative code-change PR in the set, but the cluster is not a duplicate group; the other PRs are separate features or fixes.", + "canonical_pr_reason": "No single canonical PR: the items target different subsystems and concrete code paths, so there is no clear duplicate representative.", "best_issue_reason": null, - "best_pr_reason": "PR 47096 has the widest and most technically representative scope among these unrelated PRs, touching exporter internals and model-specific exportability rather than only docs, tests, or a single model addition.", + "best_pr_reason": "47241 is the most self-contained bug fix and the clearest standalone PR, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter infrastructure vs NeuCodec model support; different targets and code paths." + "reason": "OpenVINO exporter work vs NeuCodec model support; different features, files, and code paths." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi exportability/code-path changes vs XPU paged-attention test coverage; not the same underlying bug or change." + "reason": "Kimi exportability changes vs XPU paged-attention test coverage; not the same underlying bug or change." }, { "left": "pull_request:47143", "right": "pull_request:47241", "accept": false, - "reason": "New NeuCodec support vs a DETR-family torch.compile precision fix; unrelated functionality." + "reason": "NeuCodec model addition vs DETR sine-position embedding compile fix; unrelated functionality." }, { "left": "pull_request:46509", "right": "pull_request:47096", "accept": false, - "reason": "Nemotron Omni support vs Kimi exportability; both are model-related but they affect different models and distinct integration paths." + "reason": "Nemotron Omni support vs Kimi exportability; both are model/export related only at a very broad level, but not the same change." } ] }, @@ -23948,12 +24095,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "4f2d07df6632600ef3a9b43a7002845c496203c1c1bf352e6f3dad15c9f2773e", + "prepared_review_unit_hash": "ae6c7f1795abffc83d496a8340d722168c6e1caefcbb4782f837dd00441c3666", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -23961,7 +24108,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -23970,18 +24117,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests: one adds covariate-based forecasting support for TimesFM, the other adds DINOv3 image-classification support. They do not fix the same bug or implement the same change path, so they should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "These are unrelated pull requests in different model areas: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not describe the same bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "Neither PR is a duplicate of the other. If a single canonical PR had to be chosen for the cluster, neither fits as a cluster-wide representative because they target different models, different subsystems, and different user-facing capabilities.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is a suitable global representative for both artifacts, since the changes are semantically unrelated and touch different code paths (time-series forecasting vs vision classification).", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "TimesFM covariate forecasting and DINOv3 image-classification support are unrelated features; they do not share the same underlying bug or change, and could not plausibly be merged into one PR." + "reason": "Different subsystems and different changesets: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same underlying change and would not be merged into one PR." } ] }, @@ -24100,7 +24247,7 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "6551aed72c91928755d321b8d8e695f99e89972c9965757ae70f545e72994646", + "prepared_review_unit_hash": "84fbb7627cc99ffdb5c92d60f4f8991a8ae64504e313bed100f247f080cde1a5", "component_budget": { "node_count": 12, "item_count": 12, @@ -24122,120 +24269,120 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs in this cluster are unrelated despite superficial similarity (model additions, processors, tests, and infra tweaks). The only true duplicate-like pair is the two `fixed_cross_entropy` PRs, which make the same kwargs-support change in the same loss utility function.", - "confidence": 0.94, + "summary": "Only one pair looks like a true duplicate: the two fixed_cross_entropy PRs. The rest are superficial similarities across unrelated model additions, test updates, or refactors and should stay separate.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR for the duplicate loss fix: it targets the same `fixed_cross_entropy` code path as 43254, explicitly links issue 43240, and has the clearest discussion/history among the pair.", + "canonical_pr_reason": "PR 43251 is the clearest canonical representative of the actual bug fix: it directly targets fixed_cross_entropy, has the explicit issue link, and the paired PR 43254 is just an alternate implementation of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest global representative here because it is the only clear duplicate anchor in the set and most directly matches the underlying bug being fixed.", + "best_pr_reason": "PR 43251 is the best overall representative in this cluster because it is the only PR tied to a concrete, shared bug in a specific code path; the other PRs are unrelated changes despite some broad topical overlap.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different features: Mistral tokenizer API additions vs executorch dynamic-shape export tests." + "reason": "Different targets: Mistral tokenizer API gaps vs Executorch dynamic-shape export tests. Same broad area of model infra, but not the same underlying bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated code paths: tokenizer method additions vs a new MobileLLM model implementation." + "reason": "Unrelated changes: Mistral tokenizer methods vs adding a new MobileLLM model. No shared code-path problem." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and a new model implementation are not the same underlying change." + "reason": "Processor robustness/auto-loading changes are unrelated to introducing MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs support is unrelated to adding MobileLLM model files." + "reason": "Cross-entropy kwargs bug fix is unrelated to adding a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes address different bugs in different subsystems." + "reason": "Different concrete problems: loss utility kwargs handling vs Mistral4 test/model updates." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests do not overlap with Mistral4 test/model fixes." + "reason": "Executorch dynamic-shape export tests do not match the Mistral4 test/model fix." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export test coverage is unrelated to model creation." + "reason": "Exportability tests for decoder-only LM are unrelated to MobileLLM model addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs `cls.config` resolution ordering bug; different concrete problems." + "reason": "New MobileLLM model code and a config-resolution ordering fix are different underlying changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM implementation and Falcon output-capture refactor are different model-specific changes." + "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes in different model code paths." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor is unrelated to the model-creation skill scaffold." + "reason": "Falcon refactor is unrelated to the model-creation skill/meta changes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes are not the same code-path problem." + "reason": "Falcon output-collection refactor is not the same as fixing Mistral4 tests." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm`->`layernorm` renaming are unrelated; one is test/model behavior, the other conversion/mapping cleanup." + "reason": "Mistral4 test fixes and CLIP-like layernorm typo renaming are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes do not match the TDT loss kernel integration change." + "reason": "Mistral4 tests/model updates do not match adding the TDT loss kernel integration." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests and config-resolution order fix are separate bugs in different areas." + "reason": "Mistral4 fixes and class config-resolution ordering are different code-path issues." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Test fixes for Mistral4 are not the same as adding a new model-creation skill." + "reason": "A Mistral4 model/test PR and a model-creation-skill/meta PR are not the same underlying change, even though both touch auto/model-related files." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A new model implementation and a repo skill/documentation PR are not the same underlying change." + "reason": "Adding MobileLLM is unrelated to the model-creation skill/meta PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to add the same `fixed_cross_entropy` kwargs support (`weight` and `label_smoothing`) for the same loss code path." + "reason": "Both PRs fix the same fixed_cross_entropy bug by forwarding supported cross_entropy kwargs in the same function; they are alternative implementations of the same concrete code-path change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The only clearly duplicate-like pair is 43251/43254: both touch `src/transformers/loss/loss_utils.py`, target issue 43240, and make the same `fixed_cross_entropy` kwargs change. The other pair rejections are reasonable given the different files and bug areas, and the summary does not overclaim beyond the available evidence." + "feedback": "The summary is well grounded in the packet. The only clearly mergeable duplicate pair is 43251/43254: they touch the same file, share the same issue target, and both implement the same fixed_cross_entropy kwargs fix. The rest of the pairwise rejections stay conservative and do not overclaim shared bugs." }, "evaluator_used": true, "retried": false, @@ -24262,7 +24409,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "36afb6adc0fd5b3baad8145900c4e38356448aa24ed6ee4bde75628e9cf8504e", + "prepared_review_unit_hash": "a5b67dc6cdcd129d3ed6fb51b5634c4b8166978d8e15ca7896cafc713b91dda1", "component_budget": { "node_count": 2, "item_count": 2, @@ -24284,18 +24431,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs bulk-upgrade GitHub Actions workflows, but they target different change sets: #42975 is specifically about Node 24 compatibility for several core workflow actions, while #42976 is a broader/latest-version bump focused on Docker build actions and a few other workflow pins. They overlap in files, but they do not look like the same underlying change.", - "confidence": 0.93, + "summary": "These are both broad GitHub Actions maintenance PRs, but they target different upgrades and do not appear to fix the same concrete problem: one is about Node 24 compatibility across workflow actions, the other is about bumping selected actions to latest versions, especially docker/build-push-action. They overlap in workflow files but are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "#42975 is the better canonical PR for this cluster because it has the clearer, more specific purpose (Node 24 compatibility) and touches a larger set of workflow action upgrades.", + "canonical_pr_reason": "pull_request:42975 is the more specific and self-contained change: it explicitly targets Node 24 compatibility and has a clear compatibility-driven scope.", "best_issue_reason": null, - "best_pr_reason": "#42975 is the best representative PR since it describes a concrete compatibility-driven workflow update rather than a generic version bump.", + "best_pr_reason": "pull_request:42975 is the better canonical PR candidate because its intent is more concrete and narrower; pull_request:42976 is a broader version-bump cleanup with only partial file overlap.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Not a duplicate: the PRs update different action families for different reasons (#42975 for Node 24 compatibility, #42976 for latest-version bumps such as docker/build-push-action). Shared workflow files alone are not enough to treat them as the same change." + "reason": "Different underlying changes: 42975 upgrades workflow actions for Node 24 compatibility, while 42976 bumps other actions to latest versions (notably docker/build-push-action). Shared workflow filenames alone are not enough to treat them as the same fix." } ] }, @@ -24330,12 +24477,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "2b98c250265c61a5be939d406507af938b4c8e96824ca61a08b7876da431ed03", + "prepared_review_unit_hash": "4fc19de5a9cb5d0da9693b426cb7812c92f73157f2ca2cd313d8ac61bd2b7760", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24343,7 +24490,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24352,36 +24499,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7) that overlap on common integration files like docs and auto-mapping, but they target different models and different code paths. They are not duplicates.", + "summary": "These are four distinct model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They only overlap on generic integration files like docs and auto-mapping, not on the same underlying bug or code change. Reject all soft matches.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster is only superficially similar; each PR adds a different model family and code path.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR for deduplication: none of these PRs is the same change as another, so there is no global representative duplicate to select.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/doc files are boilerplate for separate integrations, not the same underlying change." + "reason": "Different model additions (ViT NEPA vs Molmo) with different configs, weights, processors, and tests; shared docs/auto files are generic plumbing only." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model implementations; overlap is only in generic registry/docs files, so they should not be merged as duplicates." + "reason": "Different architectures and code paths (ViT NEPA vs CTSM); overlap in auto/docs files does not indicate the same bug or feature." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM add different models with distinct configs/code paths; same subsystem touchpoints are not enough to treat them as one PR." + "reason": "Molmo and CTSM are unrelated model integrations; similar repository wiring is not enough to merge them as duplicates." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are separate model additions with different model-specific files and tests; they are not the same concrete change." + "reason": "CTSM and Step3p7 target different models and supporting code; shared auto/mapping edits are broad integration work, not one concrete fix." } ] }, @@ -24430,12 +24577,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "843c13b53c109baad0977b02cefb5769f51f5f04d7370eefdede971dfe2187ce", + "prepared_review_unit_hash": "52b3641501d82a196d4a0a66d5dad81df26f508a1271f77039b8f040a29cfbce", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19601, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -24443,7 +24590,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19601, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -24452,108 +24599,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only look similar at a high level (tests, model fixes, CI, quantization). The only true duplicate pair is the two YOLOS PRs, which both address the same device_map=\"auto\" device-mismatch path in modeling_yolos.py.", - "confidence": 0.97, + "summary": "This cluster is mostly unrelated PRs across Whisper tests, CLIP/ViT tests, FP8 loading, generation validation, CI infra, and YOLOS. The only likely duplicate pair is the two YOLOS device-map fixes, which address the same underlying device-mismatch bug in the same file.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the most complete YOLOS fix: it patches the actual forward-path device mismatch and also updates _no_split_modules, subsuming the narrower 46886 change.", + "canonical_pr_reason": "PR 46922 is the clearest representative of the YOLOS bug: it directly fixes the runtime device mismatch in `modeling_yolos.py` and also keeps the `_no_split_modules` safeguard. PR 46886 is a narrower precursor, while the other PRs are unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the best representative because it directly fixes the concrete YOLOS runtime bug and appears more complete than the earlier YOLOS PR.", + "best_pr_reason": "PR 46922 is the strongest standalone candidate because it contains the concrete device-placement fix for YOLOS and is more complete than 46886. The rest of the cluster is unrelated or only superficially similar.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and failure modes: Whisper tokenizer/test changes vs CLIP/ViT test edits." + "reason": "Both are test-only changes, but they target different models and different failures; not the same underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test work is unrelated to fp8 dequantization and model loading." + "reason": "Whisper tokenizer/test fixes and FP8 dequant logic are unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test/tokenizer changes are unrelated to generation watermarking validation." + "reason": "Whisper test cleanup is unrelated to generation watermarking/FP8 validation changes." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test/tokenizer fix and YOLOS device-mismatch fix are different code paths and bugs." + "reason": "Whisper tests and YOLOS device-mismatch fixes are unrelated." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Unrelated areas: model tests for CLIP/ViT vs fp8 loading/integration code." + "reason": "Different model test files and different failures; only a broad test-suite similarity." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Both are test-related in the broad sense, but they fix different subsystems and failures." + "reason": "CLIP/ViT test edits are unrelated to FP8 loading/dequant code." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "Test edits for CLIP/ViT are not the same bug as Phimoe CI/integration test environment fixes." + "reason": "Model test tweaks are unrelated to generation-config validation and Whisper generation changes." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and issues: CLIP/ViT tests versus YOLOS runtime device placement." + "reason": "Different model families and different issues; not mergeable as one fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "fp8 dequant/loading changes are unrelated to CI memory/test harness changes." + "reason": "FP8 quantization/loading changes are unrelated to Phimoe CI environment changes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different functionality: quantization/loading fix vs generation-config validation fix." + "reason": "These address different subsystems: FP8 dequant vs generation/watermark validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No shared bug or code path: fp8 quantization vs YOLOS device mismatch." + "reason": "No shared bug or code path; FP8 quantization and YOLOS device placement are separate." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI test setup are different problems." + "reason": "Generation-config validation and CI memory-limit changes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation-config validation is unrelated to YOLOS device-map behavior." + "reason": "Different subsystems and failures; no concrete overlap." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration-test/CI environment fix is unrelated to the YOLOS model runtime bug." + "reason": "Phimoe integration-test CI changes are unrelated to YOLOS device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in the same file/issue; 46922 effectively extends/subsumes the earlier fix with the actual device move." + "reason": "Both PRs fix the same YOLOS device-mismatch problem in `modeling_yolos.py` for `device_map=\"auto\"`; 46922 is the more complete variant." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The non-YOLOS pairs are reasonably treated as unrelated despite soft similarity, and the YOLOS pair is a plausible same-bugfix sequence in the same file/issue, with 46922 subsuming 46886 rather than contradicting it." + "feedback": "The summary is well grounded in the packet and stays conservative. The only supported soft-merge pair is pull_request:46886 and pull_request:46922: they touch the same file, share the same issue target, and both address the YOLOS device-mismatch bug, with 46922 adding the more complete fix. The rest of the pairwise rejections are consistent with the evidence and do not overstate overlap." }, "evaluator_used": true, "retried": false, @@ -24583,12 +24730,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "d97427381b2efd8b2304a9f98fa0e623ccbdc17e70644caa2008f31caedff709", + "prepared_review_unit_hash": "fe5bbb11d94359b1483585983519dcf307a6292ed94eac2edba8c8c8a0086a25", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -24596,7 +24743,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -24605,30 +24752,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are synthetic \"don't merge\" changes and do not fix the same underlying problem. They overlap only loosely on CI/testing or a shared test file, so this is not a duplicate cluster.", - "confidence": 0.94, + "summary": "These three PRs are only superficially similar because they are all test/infra-related and titled as non-mergeable checks, but they change different code paths: setup/package metadata, multiple GitHub workflows plus test utilities, and a single security-gate workflow trigger. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR exists here; if one must anchor the set, 43532 is the broadest/most central synthetic change because it spans several CI/test-related files and shares one test file with 43488.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43532 is the best representative only by breadth of touched CI/test files, but it is still not the same change as the other two PRs.", + "best_pr_reason": "PR #46747 is the most self-contained and narrowly scoped change, but it is still not the same underlying change as the others and should not be treated as their canonical match.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes entirely: setup/dependency/version and test-bot plumbing versus a workflow trigger change for the security gate." + "reason": "Different changes: #43488 edits setup.py dependency/version metadata and a test file, while #46747 only switches a workflow trigger from pull_request_target to pull_request in the security gate. Not the same fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They only share a test file; one is a repo-bot/setup tweak, the other rewrites CI/comment-handling workflows and related utilities. Not the same bug/change." + "reason": "#43488 is about packaging/versioning and a Vit test tweak; #43532 rewrites several GitHub workflows and test/notification helpers. They do not address one concrete bug or change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they address different concrete paths: self-comment/testing automation versus the PR security gate trigger. Too broad to treat as duplicates." + "reason": "Although both touch CI/workflows, #43532 broadly restructures comment/scheduled/slack automation and test utilities, while #46747 makes a single security-gate trigger change. Too different to merge as one PR." } ] }, @@ -24658,7 +24805,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "2b1216e0896e12acf4baeb5e5c9c976c54e32b4ab9acc0fc3e67957adbcd3514", + "prepared_review_unit_hash": "6fd2b01aa3d5fc2360e41e34069ce86c3e0bc4db433b43bbee78165879123645", "component_budget": { "node_count": 2, "item_count": 2, @@ -24680,18 +24827,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at the infrastructure level: both add new pipeline docs, registration, and tests, but they implement different features and code paths (promptable concept segmentation vs promptable visual segmentation). They should not be treated as duplicates or merged into one PR.", - "confidence": 0.97, + "summary": "These are two separate pipeline-addition PRs with similar scaffolding but different features: promptable concept segmentation vs promptable visual segmentation. Shared docs/plumbing files are not enough to treat them as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for duplication: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different models and pipeline logic.", + "canonical_pr_reason": "No canonical PR: the PRs implement different segmentation pipelines and do not fix the same concrete code-path problem.", "best_issue_reason": null, - "best_pr_reason": "If a representative PR is needed, 43613 is the broader standalone feature addition, but it is not a substitute for 43612 because it targets a different segmentation task and model set.", + "best_pr_reason": "Neither PR is a strong global best representative for a duplicate cluster because they are distinct feature additions rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths. Shared docs/registration/test plumbing is superficial; concept segmentation and visual segmentation are distinct pipelines and not plausibly merged as one fix/change." + "reason": "Different underlying tasks and code paths: concept segmentation vs visual segmentation, with different model/file coverage. Shared pipeline/docs scaffolding is not enough to merge them as one PR." } ] }, @@ -24721,7 +24868,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "537898f3bb7f06edd7bb23a455088c65dae5d4b00c13adc56004aff5445b1752", + "prepared_review_unit_hash": "8b57884337d095c4b36dae21d98b5c03ea1c2e773c491963afa4f923b0d0001e", "component_budget": { "node_count": 2, "item_count": 2, @@ -24743,18 +24890,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch src/transformers/trainer.py, but they address different trainer behaviors: 43651 changes gradient-accumulation loss scaling, while 43663 adds an override hook for input signature column filtering. They are not duplicates.", - "confidence": 0.97, + "summary": "Two separate trainer extensibility PRs: one adds a gradient-accumulation loss-scaling hook, the other adds an overridable signature-column helper. They touch the same file but solve different problems, so they are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "43651 is the more concrete bug fix in training_step; 43663 is a separate extensibility refactor for signature-column filtering.", + "canonical_pr_reason": "PR #43651 is the better anchor because it makes a specific behavior change in the training-step loss scaling path and introduces a focused extension point; it is more concrete than the signature-column refactor in #43663.", "best_issue_reason": null, - "best_pr_reason": "43651 is the clearest representative of the cluster because it fixes a specific training-step behavior with a small, direct code change.", + "best_pr_reason": "PR #43651 is the strongest representative of the cluster because it targets a well-defined code path and likely corresponds to a single behavioral change that can stand on its own.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and different goals: loss scaling in training_step vs. dataset column filtering via signature inspection. They could not plausibly be merged as one duplicate PR." + "reason": "Different underlying changes: #43651 alters gradient accumulation loss normalization, while #43663 refactors column filtering/signature inspection for trainer extensibility. Same file and theme, but not the same bug or mergeable change set." } ] }, @@ -24784,12 +24931,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "fd75c9259e2310a005e76800bea768e1cb96babc4eb1ed05ffabb621b486e3b9", + "prepared_review_unit_hash": "39345333e509954a4f7a37ebb4d7edc4e31f40dbc514aaf1735ec00264afe4bf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3662, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24797,7 +24944,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3662, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24806,28 +24953,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and are typing/import-related, but they appear to address different scopes: PR 43656 is a broader annotations/future-import cleanup, while PR 43842 is a narrower `TypeAdapter`/`pydantic` TYPE_CHECKING guard for a specific NameError. The packet does not show them as the same concrete fix.", - "confidence": 0.78, + "summary": "Two open PRs in `src/transformers/cli/serve.py` are tackling the same TypeAdapter-related NameError in the CLI, using different annotation-evaluation fixes.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more direct, narrowly scoped fix for the concrete `TypeAdapter`/`pydantic` NameError path; PR 43656 looks like a broader typing cleanup rather than the same bugfix.", + "canonical_pr_reason": "PR 43842 is the most concrete, narrowly scoped fix: it directly guards `TypeAdapter` behind `TYPE_CHECKING` and quotes the annotation, matching the reported pydantic-missing NameError.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 best matches the specific failure mode described in its title and diff, and is the cleanest standalone fix among the two.", + "best_pr_reason": "PR 43842 is the best representative because it targets the exact crash with the smallest surface area, while 43656 is a broader annotation-cleanup style change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Shared file and similar typing symptoms are not enough here; 43656 is a broader annotations/future-import cleanup, while 43842 targets a narrower `TypeAdapter`/`pydantic` TYPE_CHECKING issue. The packet does not clearly show one mergeable PR for the same concrete bug." + "accept": true, + "reason": "Both PRs address the same `src/transformers/cli/serve.py` runtime annotation NameError around `TypeAdapter`; they use different but compatible mechanisms (`__future__` annotations vs quoted/type-checking import), so they could plausibly be merged into one fix." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair verdict is too strong for the packet. PR 43656 is a broader annotations/future-import cleanup in `cli/serve.py`, while PR 43842 is a narrower `TypeAdapter`/`pydantic` TYPE_CHECKING guard. The shared file and similar symptom are evident, but the packet does not clearly show they are the same concrete bugfix or that they should be treated as one mergeable PR for the same issue. The summary also overstates this by calling them the same bug rather than overlapping typing-related fixes." + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs touch `src/transformers/cli/serve.py` and their titles explicitly reference the same TypeAdapter NameError class of bug. The mergeability claim is also conservative enough: `from __future__ import annotations` and a `TYPE_CHECKING`-gated `TypeAdapter` import/quoted annotation are compatible and could be combined into one broader fix. I don\u2019t see an overstatement that would require rejection." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -24950,8 +25097,8 @@ "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:44018|pull_request:44066", "pull_request:44019|pull_request:44722", "pull_request:44086|pull_request:44722", "pull_request:44019|pull_request:44085", @@ -25013,364 +25160,358 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "e6f2b20d5bd6441991390036079750594f2b3de3f9bc24743db9783b4e07468e", + "prepared_review_unit_hash": "4888c12a0f304900b49b6402bfaf33a111e151a7a1a2b65df91f6c7de6fbc550", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76936, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76938, + "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 theme cluster of output-tracing refactors across unrelated model families, not one duplicate PR set. The clearest true duplicates are within the GPT-Neo and GPT-J/CodeGen subgroups; most other pairings only share the same modernization pattern or issue target.", - "confidence": 0.61, + "summary": "This is mostly a theme cluster of output-tracing refactors across many different models, not one duplicate set. Only the GPT-J/CodeGen chain and the GPT-Neo pair look like true duplicates; the rest are different model migrations that share the same broad refactor pattern.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the strongest anchor for the GPT-J/CodeGen subcluster: it is the most complete/latest concrete refactor in this set and overlaps the same output-tracing code paths as the nearby GPT-J PRs. It is not a canonical for the whole cluster, but it is the best single PR representative here.", + "canonical_pr_reason": "44722 is the best representative of the duplicate subcluster: it targets the same GPT-J/CodeGen output-tracing change, is explicitly linked to #43979, and is the broadest/latest concrete implementation among the close matches.", "best_issue_reason": null, - "best_pr_reason": "Best overall PR candidate is 44722 for the same reason: it is the most complete and recent instance of the recurring output-tracing refactor pattern in the only clearly duplicate-like subcluster. The rest of the cluster is too heterogeneous to collapse into one PR.", + "best_pr_reason": "44722 is the clearest single PR to keep for this cluster because it captures the strongest same-file/same-change duplicate chain and most fully represents the shared GPT-J/CodeGen refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); shared issue/tag is not enough." + "reason": "Different models and different concrete code paths; same high-level tracing theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs DeBERTa-v2)." + "reason": "FNet/CVT refactor vs DeBERTa refactor; unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file family; 44066 also touches CodeGen, but the GPT-J change overlaps and could be merged." + "reason": "Both target the same GPT-J output-tracing code path in the same file; the title mismatch on 44085 does not change the code-level match." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-style refactor vs EfficientNet are different code paths and model families." + "reason": "RegNet vs EfficientNet; same standardization theme but different model code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model changes." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; same theme, not the same bug/change." + "reason": "Different models and different files; not the same underlying bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are unrelated model implementations." + "reason": "MobileNetV2 refactor vs DeBERTa refactor; broad theme only." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different concrete code paths." + "reason": "GPT-J/CodeGen vs MGP-STR; separate model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different models with separate output-tracing implementations." + "reason": "GPT-J/CodeGen vs MPT; same refactor style, different implementation." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same model/file set; they look like the same change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model families." + "reason": "Same GPT-Neo output-tracing refactor on the same model/file set; these look like duplicate iterations of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are not the same underlying change." + "reason": "GPT-J/CodeGen vs GPT-Neo; shared output-tracing framework only." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet-style output tracing and GPT-J/CodeGen output tracing are different model changes." + "reason": "ResNet and GPT-J/CodeGen are different models with no shared code path." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + "reason": "MGP-STR vs GPT-J/CodeGen; not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model families." + "reason": "ResNet refactor vs GPT-J refactor; unrelated model code." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different implementations and fixes." + "reason": "GPT-Neo vs ResNet; only the output-tracing theme overlaps." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model-specific changes." + "reason": "ResNet and MPT are different model paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are different code paths." + "reason": "GPT-Neo and Flaubert are unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated output-tracing changes." + "reason": "GPT-Neo vs Flaubert/XLM; same refactor pattern, different code." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate model implementations." + "reason": "MPT vs GPT-J/CodeGen; different concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." + "reason": "GPT-Neo vs GPT-J; different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "GPT-Neo vs MGP-STR; not the same underlying change." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model-specific changes." + "reason": "GPT-Neo vs MGP-STR; only a shared refactor style." }, { "left": "pull_request:44071", - "right": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and GPT-J are different code paths." + "reason": "MPT and MGP-STR are unrelated implementations." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated refactors." + "reason": "GPT-J and MGP-STR are different model refactors." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT output handling vs Flaubert/XLM attention tracing are different model changes." + "reason": "ViLT vs Flaubert/XLM; different subsystems." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated implementations." + "reason": "GPT-2 vs MGP-STR; no shared code path." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT2 and MPT are different model code paths." + "reason": "Segformer vs LongT5; different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and GPT2 are different model families; only the refactor style matches." + "reason": "Segformer vs VisualBert; same pattern, different code." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate concrete changes." + "reason": "Segformer and GPT-J/CodeGen are unrelated model implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and GPT-J are unrelated model refactors." + "reason": "GPT-Neo vs MPT; not the same change." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing refactor; 44722 appears to be the more complete follow-up/duplicate of the same change." + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + "reason": "Segformer vs MPT; only the output-tracing refactor theme overlaps." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR are different model families." + "reason": "MPT vs ImageGPT; different concrete refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "TextNet vs Flaubert/XLM; not the same underlying bug/change." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are unrelated output-tracing implementations." + "reason": "MPNet vs LongT5; separate implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "DeBERTa-v2 and ViTS are different model families." + "reason": "FNet/CVT vs Segformer; shared theme only." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping file changes; 44722 is the stronger duplicate-like follow-up." + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; unrelated model code." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated." + "reason": "GPT-Neo vs SpeechT5; different code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "CVT/FNet vs SegFormer are different model implementations." + "reason": "SqueezeBert vs VisualBert; different model refactors." }, { - "left": "pull_request:43996", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated changes." + "reason": "TextNet vs LongT5; not the same change." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44056", "accept": false, - "reason": "SqueezeBert and VisualBert are different model families." + "reason": "FNet/CVT vs MPNet; different models and diffs." }, { "left": "pull_request:44010", - "right": "pull_request:44722", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and GPT-J/CodeGen are unrelated code paths." + "reason": "SqueezeBert vs DeBERTa; only a shared pattern." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model-specific changes." + "reason": "DeBERTa vs TextNet; unrelated implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "MPNet and LongT5 are unrelated implementations." + "reason": "FocalNet vs ImageGPT; same standardization theme but different underlying changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family with matching code-path focus; 44722 is the broader later iteration." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are unrelated changes." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change in the same file; 44722 looks like the consolidated later version." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "MPT and ImageGPT are different model families." + "reason": "GPT-J vs SpeechT5; no shared concrete code path." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "TextNet and LongT5 are unrelated." + "reason": "FNet/CVT and RegNet are different model refactors." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet and Flaubert/XLM are separate output-tracing changes." + "reason": "FNet/CVT vs SpeechT5; same theme only." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are unrelated model changes." + "reason": "DeBERTa vs SpeechT5; unrelated model code." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 and TextNet are different code paths." + "reason": "DeBERTa vs ViT-S; different model implementations." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated model-specific refactors." + "reason": "FocalNet and ImageGPT are distinct models; this is not one mergeable PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the broad theme cluster. The chosen PR anchor (44722) is supported by the data as the latest, most complete GPT-J/CodeGen refactor, and the true soft-edge accepts are limited to clearly overlapping GPT-Neo and GPT-J/CodeGen pairs. No pair verdict appears overstated for mergeability." + "feedback": "The summary is grounded in the packet and stays conservative: it distinguishes the broad theme cluster from the few likely duplicate chains, and the accepted soft-edge pairs all appear mergeable as the same bugfix iteration within the same model/file path (especially GPT-J/CodeGen and GPT-Neo)." }, "evaluator_used": true, "retried": false, @@ -25405,14 +25546,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "b12705ec3ea8095f8d8e032ac375b6ebc60e54de41e6b78c562570d34a7fb2fb", + "prepared_review_unit_hash": "fa814db24dc25e1018708f19ad30a365ac9a6ad9751a3a7f6b56750eced6036a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, @@ -25427,42 +25568,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all per-model refactors to standardized output tracing/capture in different architectures, not duplicates of one underlying bug or change. The cluster is related by theme, but the code paths and merge candidates are distinct.", + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they do not fix the same underlying bug or implement the same code change. No soft-edge pair should be merged as duplicates.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR touches a different model implementation and changes that model\u2019s output-capture plumbing independently, so they are not the same mergeable change.", + "canonical_pr_reason": "PR 44129 is the strongest representative of the cluster because it has an explicit issue target and a concrete SpeechT5 output-capture refactor, but it is still distinct from the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest representative only because it has the clearest concrete scope and an explicit issue target, but it is still model-specific and not a universal canonical fix for the cluster.", + "best_pr_reason": "44129 is the best overall representative: it is a substantive, end-to-end standardized output capture change with explicit tracking, making it the clearest anchor for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet) with different forward paths and tests; they are not the same underlying change and would not plausibly merge into one PR." + "reason": "Both are output-tracing refactors, but for different models and code paths (VisualBert vs TextNet); they are not the same change and would not be merged into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same refactor pattern, but different model code paths (MPNet vs VisualBert) and different recorder mappings; these are separate model-specific changes, not duplicates." + "reason": "MPNet and VisualBert are separate model implementations with different tracing plumbing; similarity is thematic only, not a duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are standardized output-capture refactors, but they target different architectures and implementation details, so they are not the same concrete fix." + "reason": "These are independent refactors in different model files with different output-recording setup; same broad subsystem, not the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; despite similar decorator migration, the PRs address separate code paths and are not mergeable as one change." + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations to the new decorator style; they do not share a concrete bug or code-path." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both migrate output tracing, but SpeechT5 is a different model with its own issue target and layer behavior; this is a theme match, not a duplicate change." + "reason": "Both touch output capture, but one is SqueezeBert and the other SpeechT5 with different forward signatures and tracing needs; too broad to be duplicates." } ] }, @@ -25542,274 +25683,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "01a0d85501663c6ca987cec83343efefe3c4484dd47875490d973ff90893e1d2", + "prepared_review_unit_hash": "5506310f4af3e23f3146477e8be4c5930f3d8408fc3efb2132916cdf5e4b3589", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40183, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40183, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "A bundle of independent, model-specific PRs that all refactor output tracing/can_return_tuple handling, but they are not duplicates: each targets a different architecture and code path.", - "confidence": 0.96, + "summary": "These are separate model-specific refactors to add output tracing / tuple-return support, not duplicate fixes for one shared bug. They share a pattern and even similar titles, but each PR targets a different code path and model family, so they should stay distinct.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative anchor: it has the largest concrete tracing refactor and spans two related implementations (falcon_mamba and mamba), showing the pattern most clearly.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the cluster: it spans two model files, introduces both `can_return_tuple` and output-capturing plumbing, and has the largest refactor footprint among the set.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative of the cluster because it is the broadest substantive change among these output-tracing refactors, while still being a single coherent code change.", + "best_pr_reason": "PR 44003 is the best single representative of the theme because it shows the most substantial version of the output-tracing refactor while still being model-focused and concrete.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model files and code paths (timm_backbone vs upernet). Not the same underlying change." + "reason": "Different model implementations (`timm_backbone` vs `upernet`); same refactor theme, but not the same concrete code change or bug." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and implementations; these are parallel refactors, not one shared fix." + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated model code paths; both refactor output handling, but they are not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths (timm_backbone vs univnet); same pattern, not a duplicate PR." + "reason": "Different subsystems (`timm_backbone` vs `univnet`); same pattern, not the same underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; one is timm_backbone, the other mamba/falcon_mamba, so they should not be merged as one PR." + "reason": "`timm_backbone` and `mamba`/`falcon_mamba` are separate model families; no shared concrete bug to merge into one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations (timm_backbone vs rwkv); same refactor style only." + "reason": "Separate model paths (`timm_backbone` vs `rwkv`); similar output-tracing refactor, but not duplicate work." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated code paths; similar output-handling cleanup does not make them duplicates." + "reason": "`mobilenet_v1` and `univnet` are unrelated model implementations; shared refactor language is insufficient for duplicate status." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model classes and files; not the same bug or change." + "reason": "Different models (`mobilenet_v1` vs `upernet`), so this is not one shared code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs DepthAnything are different implementations; this is a shared pattern, not a single fix." + "reason": "`mobilenet_v1` and `depth_anything` are separate model changes; same general tracing cleanup, but not the same PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrapper/model families (mobilenet_v1 vs vision_encoder_decoder); not one concrete code-path problem." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` touch different model code paths; no evidence of a single shared fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different models and files; similar output tracing refactor, but not mergeable as one PR." + "reason": "Different model families (`mobilenet_v1` vs `speech_encoder_decoder`); these are parallel refactors, not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated code paths; same refactor motif only." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; similar output-return cleanup but not mergeable as one fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations (vision_text_dual_encoder vs upernet); not the same underlying change." + "reason": "Different model stacks (`vision_text_dual_encoder` vs `upernet`); same thematic refactor, not same bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; too broad to treat as one duplicate change." + "reason": "`vision_text_dual_encoder` and `mamba`/`falcon_mamba` do not share the same concrete code path." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and code paths; both refactor tracing, but not the same PR-worthy fix." + "reason": "Different model code (`vision_text_dual_encoder` vs `depth_anything`); not a duplicate change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated models; not a duplicate despite similar output-handling edits." + "reason": "`univnet` and `upernet` are separate models; same refactor style, but not the same underlying issue." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model implementations and files; these are separate refactors, not one bug fix." + "reason": "`univnet` vs `mamba`/`falcon_mamba` are unrelated code paths and should not be collapsed." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different code paths (univnet vs depth_anything/prompt_depth_anything); no shared concrete fix." + "reason": "`univnet` and `depth_anything` are distinct model-specific changes, not one shared bug fix." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are different model families and code paths; same theme only." + "reason": "`upernet` and `rwkv` are different architectures; the similarity is only in output-tracing refactor wording." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; not the same underlying bug or change." + "reason": "Separate model families (`upernet` vs `mamba`/`falcon_mamba`); no evidence they fix the same code-path problem." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba and SuperPoint are unrelated implementations; output tracing refactor alone is not enough to merge." + "reason": "`mamba`/`falcon_mamba` and `superpoint` are unrelated implementations; not the same concrete bug or change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths (mamba/falcon_mamba vs codegen); these are separate changes." + "reason": "`mamba`/`falcon_mamba` vs `codegen` are different model paths; too broad to treat as duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated models; same refactor style, not the same fix." + "reason": "`timm_backbone` and `codegen` are unrelated code paths; shared refactor language is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are distinct code paths; not duplicate PRs." + "reason": "`univnet` and `codegen` do not fix the same underlying problem." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen touch different model stacks; do not merge as one PR." + "reason": "Different model families (`upernet` vs `codegen`); these are separate refactors." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and behavior; same broad refactor pattern only." + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated model implementations; not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything/prompt_depth_anything and vision_encoder_decoder are different model families and code paths." + "reason": "`depth_anything` and `vision_encoder_decoder` are separate model-specific tracing refactors." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder vs depth-estimation code paths; not the same concrete change." + "reason": "`depth_anything` and `speech_encoder_decoder` are different code paths; same theme, not same fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything family and SuperPoint are unrelated models; similar tracing cleanup only." + "reason": "`depth_anything` and `superpoint` are unrelated models; no single underlying bug." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations (depth_anything vs rwkv); not a duplicate." + "reason": "`depth_anything` and `rwkv` are distinct model implementations; not mergeable as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are distinct code paths; same refactor motif but not mergeable as one PR." + "reason": "`depth_anything` and `dpr` are separate code paths; only the refactor motif is shared." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated model families; not the same underlying fix." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models; not the same concrete change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different wrapper models; similar edits, not one code-path bug." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are parallel but distinct encoder-decoder refactors, not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations and files; not a duplicate change." + "reason": "`vision_encoder_decoder` and `superpoint` touch different model code; no shared bug fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are different code paths; same tracing refactor pattern only." + "reason": "`vision_encoder_decoder` and `dpr` are separate model paths; same pattern, not same issue." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; not the same fix." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; not a duplicate pair." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; similar output tracing cleanup only." + "reason": "`speech_encoder_decoder` and `rwkv` do not share a concrete code-path problem." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are different implementations; not mergeable as one PR." + "reason": "`speech_encoder_decoder` and `dpr` are distinct model-specific refactors." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated code paths; same theme, different changes." + "reason": "`superpoint` and `rwkv` are separate model implementations; same tracing idea, different fixes." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR target different model stacks; not duplicates." + "reason": "`superpoint` and `dpr` are unrelated code paths; not duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families and code paths; similar refactor only." + "reason": "`rwkv` and `dpr` are different models; no evidence they should be merged into one PR." } ] }, @@ -25839,7 +25980,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "252385a2446035d8f6a5f923724f6db20a05a74b2690999ca9103fbd9bcab9ab", + "prepared_review_unit_hash": "86a94778134724f6a8327e1946e052193d2a7e292b994403571c42a91d32af64", "component_budget": { "node_count": 2, "item_count": 2, @@ -25861,18 +26002,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share only broad Transformers scaffolding changes (docs/auto-registration), not the same underlying code path or feature.", - "confidence": 0.94, + "summary": "These are unrelated model-addition PRs: one implements PenguinVL, the other adds Voxtral TTS. They share only generic Hugging Face integration files, not the same underlying code path or feature.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true canonical PR for the cluster: 44662 is a PenguinVL implementation and 45401 is a Voxtral TTS integration, so they should not be collapsed together. If one must be picked, 45401 is slightly more anchored by an explicit issue link and a narrower scope.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "45401 is the better representative only in a weak administrative sense because it has an explicit linked issue and a more focused TTS-specific scope, but it is still not a duplicate of 44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different implementations; overlap is only generic new-model plumbing, so they should not be merged as duplicates." + "reason": "Different model families and different concrete implementations: PenguinVL vs Voxtral TTS. Shared auto/model registry files are incidental and do not indicate the same bug or change." } ] }, @@ -25902,12 +26043,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "7c857d289b3634f46c23c7168aebf630b6441ff2661120dc1e4fddb2ef20f2b9", + "prepared_review_unit_hash": "6104997f95a93a3d7fa87dc58d8398a470be87c1439b55d751b9c6bd7210bf3a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25915,7 +26056,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25924,18 +26065,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related to module/kernel fusion, but they are not the same change: one introduces a general Module Fusion API and tests, while the other wires n-to-1 kernel fusion through KernelConfig and existing model-loading/integration code. They look complementary rather than duplicate.", - "confidence": 0.91, + "summary": "These two PRs are related to module/kernel fusion, but they are not the same change: one adds a general module fusion API, while the other wires up n-to-1 kernel fusion via `KernelConfig` and integration hooks. They target different layers and could be merged independently.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete end-user feature: it threads KernelConfig through loading/integration paths and implements a specific n-to-1 fusion workflow. It has a clearer code-path target than the more abstract API-only PR.", + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature PR: it adds `KernelConfig`-driven fusion plumbing across multiple files and includes a runnable example, whereas #44979 is a lower-level API foundation.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 best represents the cluster because it is the broader, more actionable implementation and touches the real integration points, not just the new API scaffolding.", + "best_pr_reason": "PR #45363 is the best representative for the cluster because it implements a specific fusion workflow and spans the broader integration surface; #44979 is more of an enabling API layer.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related area, but not the same underlying change. 44979 adds a general fusion API and tests; 45363 adds a specific KernelConfig-based n-to-1 fusion path plus example/integration changes. They could coexist, but they are not duplicate fixes for one concrete code-path problem." + "reason": "Related area, but different underlying work: #44979 introduces a generic module fusion API, while #45363 implements `KernelConfig`-based n-to-1 kernel fusion integration. They do not appear to fix the same concrete bug or be mergeable as one PR." } ] }, @@ -25965,7 +26106,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "a9ff4a69a19eda3ac9ab2bb94678457b342b5b2f664fb493eda568b1356f1a5d", + "prepared_review_unit_hash": "2e6a18615ca790c7235f9bfcb2e5e726485cab675386318a2e8b0cf6b917c54f", "component_budget": { "node_count": 2, "item_count": 2, @@ -25987,18 +26128,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex patch in `tokenization_utils_tokenizers.py` for the same issue (#45081). The second PR is the same code fix plus tests, so they are duplicates for triage purposes.", - "confidence": 0.96, + "summary": "Both pull requests implement the same fix for the Mistral regex patch AttributeError in `tokenization_utils_tokenizers.py`; 45317 is the more complete version because it includes tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same fix as #45086 and also adds test coverage, making it the more complete representative of the change.", + "canonical_pr_reason": "Pick PR 45317 as canonical because it contains the same code fix as 45086 plus an added regression test, making it the fuller representative of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall representative because it fixes the same `AttributeError` in `_patch_mistral_regex` and includes an accompanying test file, unlike #45086.", + "best_pr_reason": "PR 45317 is the best standalone PR in the cluster: it fixes the same concrete bug and adds coverage, so it is the strongest merge candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code path; the diff shows the identical fix, with #45317 simply adding tests." + "reason": "Accept: both PRs patch the same code path (`_patch_mistral_regex`) with the same AttributeError fix; 45317 simply adds tests, so they are duplicates of the same underlying change and could be merged into one PR." } ] }, @@ -26028,7 +26169,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "0117a12b895c0100536a423d1329fc0b472bf08846bf53757b4b963612d59b62", + "prepared_review_unit_hash": "69b2de00efc1bfbf885ba9f437a1361c637f1e90df77a171afb18d187653f31b", "component_budget": { "node_count": 2, "item_count": 2, @@ -26050,18 +26191,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related NemotronH PRs overlap in core model files, but they pursue different changes: one is a GraniteMoeHybrid-style refactor/conversion mapping update, while the other is a broader model-family split adding dense/sparse variants and docs. They should not be treated as duplicates.", - "confidence": 0.82, + "summary": "These are related NemotronH changes, but not the same underlying PR: one is a conversion-mapping/refactor PR for compatibility, the other is a broader model split adding NemotronHDense/NemotronHSparse plus docs/tests. The overlap is at the shared NemotronH codebase, not the same concrete fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better cluster representative because it is the broader, more complete NemotronH family change and covers the shared core files plus the new dense/sparse model variants and documentation.", + "canonical_pr_reason": "PR 45569 is the better canonical PR for this cluster because it is the broader, more complete NemotronH implementation work: it introduces the dense/sparse model packages, updates auto-mappings, docs, and tests. PR 45115 is a narrower refactor focused on conversion mapping and inheritance cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest overall candidate for the cluster since it addresses the larger end-state change for NemotronH, whereas #45115 is a narrower refactor/conversion-mapping step.", + "best_pr_reason": "PR 45569 is the strongest representative because it covers the main user-facing change set and the full model split, while 45115 is a partial supporting refactor rather than the primary implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Overlap is only partial: both touch NemotronH core/auto files, but #45115 is a refactor and conversion-mapping update, while #45569 adds a broader NemotronH split into dense/sparse variants with docs. They do not look like the same concrete change and would not plausibly merge into one PR." + "reason": "Reject: both touch NemotronH internals, but 45115 is about checkpoint conversion/GraniteMoeHybrid-style renaming, while 45569 adds the dense/sparse model architecture, docs, and tests. They are related maintenance, not the same fix that could plausibly be merged into one PR." } ] }, @@ -26091,12 +26232,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "fbeac3eeebfbcb45ebe292823a3f3fb05603abbd8c7bffdb92aa7ac66ed2fa40", + "prepared_review_unit_hash": "81900dbb60e9d0230cdcb6dd33ef31b749d07179d1a4af68ecb770bccaaae708", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26104,7 +26245,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26113,18 +26254,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related, but they address different scopes: one is a broad repo-wide type-checking cleanup, the other adds specific typing protocols and integrations around modeling_utils/PEFT. The overlap is superficial rather than a shared underlying fix.", - "confidence": 0.89, + "summary": "These are related by theme (typing/type-checking work) but they are not the same underlying change. PR 45415 is a broad repo-wide type-checking pass, while PR 45425 adds typing support helpers and fixes for a smaller set of typing-specific integration points.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and concrete typing change, centered on specific protocol/alias additions and related integration points, whereas 45415 is a broad type-checking sweep across many modules.", + "canonical_pr_reason": "PR 45415 is the best representative because its title and diff describe the broader, more general change: enabling type checking across many `src/transformers/*` files.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better representative of a distinct, narrowly defined typing adjustment cluster. PR 45415 is too broad and infrastructure-like to serve as a precise canonical example.", + "best_pr_reason": "PR 45415 is the strongest cluster anchor since it spans many files and captures the overall type-checking initiative better than the narrower helper/typing-fix PR 45425.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: they are not the same concrete code-path fix. 45415 is a wide type-checking pass with pyproject and many file edits; 45425 adds specific typing helpers/protocols and targeted model_utils/PEFT support. Shared type-checking files do not make them mergeable as one PR." + "reason": "Both are typing-related and share a few files, but 45415 is a broad type-checking sweep across many modules whereas 45425 adds specific typing protocols/helpers and fixes for modeling/PEFT code paths. They do not look like one mergeable PR or the same underlying bug/change." } ] }, @@ -26154,12 +26295,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "996a617151d708199af0dc870024aec46cffdab37344e2b3bf44ca8cc852b90c", + "prepared_review_unit_hash": "31cb077511532fe47dea3118d8dd08ea3c1e61e4e7e7dc5bd88b11e3a9a7ae10", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -26167,7 +26308,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -26176,18 +26317,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel (EP) model loading, but they fix different failure modes: one preserves distributed_config/has_ep for Accelerate+ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related but not the same underlying change.", - "confidence": 0.88, + "summary": "These are two different EP-related pull requests, but they fix different failure modes and should not be merged as duplicates. One is about preserving distributed_config/EP metadata for accelerate+ZeRO-3 loading, the other is about preventing expert parameters from being overwritten during FSDP2-style loading/broadcast handling.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it addresses a clearer, concrete EP parameter-loading corruption path and includes the broader loading-path fixes needed for that bug.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone fix: it targets a specific expert-parameter overwrite bug in the loading pipeline and has the more complete cross-file implementation.", + "best_pr_reason": "PR 45662 is the stronger representative of this cluster because it targets a concrete code-path bug in parameter loading (post-shard wrapping to avoid rank-0 broadcast overwrites) across several implementation files, whereas PR 45548 is a narrower config/attribute preservation fix for a different loading scenario.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP loading, but #45548 fixes config serialization/has_ep for Accelerate+ZeRO-3, while #45662 fixes expert tensors being overwritten after sharding/broadcast in a different code path. They are related, not duplicates." + "reason": "Both mention expert parallelism, but they address different underlying bugs: 45548 preserves distributed_config and adds has_ep for EP + DeepSpeed ZeRO-3 loading via accelerate launch; 45662 fixes experts being silently overwritten by rank-0 broadcast during loading. Different failure modes and code paths, so not a duplicate." } ] }, @@ -26217,40 +26358,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "8eb583f2df5fc92f622efbea1c56649858997aef0ec9d45022798b4906e76433", + "prepared_review_unit_hash": "a66203f53482c290a678909f6b8ab44d07ece1e54ea13cfbfb43ee2ae8025de2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info/debug-log problem and share the same core testing_utils change; PR 45645 is the broader follow-up that also updates CI log collection, so it looks like the stronger representative of the pair.", - "confidence": 0.88, + "summary": "Both pull requests address the same xdist-related captured_info collision problem in Transformers testing utilities; PR 45645 is the broader superset, adding CI log collection changes on top of the same core fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical representative because it includes the core xdist-safe logging fix plus the CI workflow change needed to collect multiple captured_info files, making it the more complete patch set.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe output handling and also updates CI to read multiple captured_info files, making it the more complete fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the most suitable global representative: it addresses the underlying captured_info xdist collision and also preserves CI debugging output, whereas 45639 appears to be the narrower core-fix subset.", + "best_pr_reason": "PR 45645 is the best representative because it is the more comprehensive implementation of the same underlying bug fix and includes the surrounding workflow handling needed to preserve debug logs.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs address the same underlying xdist collision in captured_info/patched testing logs, and 45645 appears to subsume 45639 with the same testing_utils fix plus workflow support." + "reason": "Both PRs fix the same captured_info/xdist collision in the same testing utility path; 45645 extends the same fix with CI artifact aggregation, so they are overlapping solutions to the same bug." } ] }, @@ -26346,12 +26487,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "b3273844c4715f4a69a537103e69c5a21bd457e8c44eb00031e5f81c13ab2296", + "prepared_review_unit_hash": "e31126b8734fbbecf895b7df3f09f520b36f9c69c02c004015cd9282979f78ac", "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 }, @@ -26359,7 +26500,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26368,18 +26509,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: #46126 is a focused EP + Trainer integration change, while #46269 is a broad distributed branch-base PR touching CI, FSDP, model loading, generation, and multiple integration paths. The shared files reflect common subsystem overlap, not the same underlying fix or change.", - "confidence": 0.96, + "summary": "Two open PRs in the distributed area, but they are not duplicates: #46126 is a focused EP/Trainer integration change, while #46269 is a broad branch-base synchronization PR touching many unrelated areas. Shared filenames are not enough to make them the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the better representative of a single concrete change: it targets EP + Trainer integration in distributed tensor parallel code, whereas #46269 is a much broader branch-base PR spanning many unrelated distributed updates.", + "canonical_pr_reason": "#46126 is the more coherent, concrete change: it targets a specific EP + Trainer integration path with a narrow set of related files. #46269 is a broad branch-base PR that spans many subsystems and reads more like an integration umbrella than a single fix/change.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the most self-contained and specific PR in the cluster, making it the best single representative if one must be chosen.", + "best_pr_reason": "#46126 is the better representative PR because it has a specific, mergeable purpose and a focused code path. #46269 is too broad and mixed to serve as a clean canonical change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the PRs do different things. #46126 adds EP + Trainer integration, while #46269 is a wide distributed base update with many files and concerns, so they are not the same concrete fix/change." + "reason": "Do not merge: the PRs are not the same underlying change. #46126 implements EP + Trainer integration with router/tensor-parallel logic, while #46269 is a large distributed branch-base PR spanning FSDP, tensor parallel, config, and unrelated infrastructure updates. Overlapping files/subsystem alone is insufficient." } ] }, @@ -26447,232 +26588,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "ea4d3bd0eb48a9a1cf8c4e0a5f97f1f57f5f16dd3ce698f4c2cdff053333a97d", + "prepared_review_unit_hash": "d08b4a153633869d784afbdb99113d27a44ece67c74d658b7fe28e530e2c3696", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-chore PRs. The only tight cluster is the pr-ci-security-gate workflow edits, but each PR changes a different security/control aspect, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These PRs are mostly independent GitHub Actions/workflow maintenance changes. The shared titles and one repeated security-gate file create soft similarity, but the diffs address different workflows or different hardening steps, so they should not be deduped together.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive pr-ci-security-gate change: it adds a checkout plus explicit workflow/CI-infra file-change blocking. The other pr-ci-security-gate PRs are separate follow-up hardening tweaks, not the same change.", + "canonical_pr_reason": "No canonical PR: the items are separate workflow updates rather than duplicate fixes for one underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best representative PR overall because it addresses a single concrete security-gate code path with the clearest behavioral change.", + "best_pr_reason": "No single best PR for deduping; 46554 is the most substantive security-gate change, but it is still distinct from the others.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior; only generic CI-chore similarity." + "reason": "Different workflows and different fixes: stdin piping for self-comment CI vs security-gate workflow hardening." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different behavior; no shared concrete fix." + "reason": "Same broad maintenance theme, but unrelated code paths and files; not the same fix." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and different behavior; title similarity only." + "reason": "One changes command invocation; the other only adds explanatory comments to a security workflow." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different behavior; not the same bug/change." + "reason": "Different workflow and different change: self-comment CI shell handling vs secret inheritance removal." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated implementation details." + "reason": "Both touch shell snippets, but in different workflows and for different bugs; not duplicate changes." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows; one is SSH runner hardening, the other benchmark trigger logic." + "reason": "SSH runner hardening and benchmark trigger logic are unrelated workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and unrelated controls; not the same underlying change." + "reason": "Different workflows and different permission tweaks; no shared underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated behavior; only broad CI similarity." + "reason": "SSH runner changes are unrelated to assign-reviewers base-ref checkout." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different security areas; not a duplicate." + "reason": "Both are workflow hardening, but they fix different security concerns in different files." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different security areas; not the same fix." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflows and different security areas; only generic workflow hardening similarity." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflows and different security areas; not the same code-path problem." + "reason": "Different workflow hardening tasks; not the same concrete change." }, { "left": "pull_request:46501", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Different workflow responsibilities; anti-slop vs benchmark dispatch." + "reason": "Different workflows and distinct fixes: anti-slop permissions vs reviewer assignment checkout ref." }, { "left": "pull_request:46501", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Unrelated workflow updates in different files." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows; no shared concrete fix." + "reason": "Same general CI maintenance area, but different workflows and distinct shell changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated changes; only generic PR-chore similarity." + "reason": "Different workflows and different security/permission concerns; not duplicate." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different behavior; not duplicates." + "reason": "Reviewer assignment checkout ref vs benchmark trigger conditions are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Different workflows and unrelated fixes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different security/automation concerns." + "reason": "Different workflows and distinct code-path changes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows; benchmark trigger vs docker image tag logic." + "reason": "Benchmark workflow dispatch support and docker-image command quoting are separate changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Different workflows and unrelated behavior changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different implementation paths; not the same fix." + "reason": "Both are workflow tweaks, but one fixes shell quoting in build CI and the other hardens PR security-gate logic." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different implementation paths; title similarity only." + "reason": "Different workflows and different fixes; not the same underlying issue." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different concrete changes: 46554 adds checkout and file-change checks, while 46558 changes permissions and gating logic." + "reason": "Both are security-gate hardening, but they change different parts of the workflow and could be separate PRs." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but 46563 only adds a trust note and reusable-workflow call comments; it is not the same fix." + "reason": "Behavioral security-gate change vs comments-only documentation update." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but 46716 only switches secrets inheritance to empty secrets; distinct hardening change." + "reason": "Different security concerns: diff-based gate checks vs removing inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but different concrete edits and different security concerns." + "reason": "Permissions/approval logic change vs comments-only update; not duplicate." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but different concrete edits; not the same underlying change." + "reason": "Related security theme, but different concrete workflow changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but different concrete edits; one changes workflow trust commentary, the other secrets handling." + "reason": "Comments-only note is not the same as changing secret handling." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated behavior." + "reason": "Shell quoting fix in one workflow vs comments added to another workflow." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated security changes." + "reason": "Unrelated workflow hardening vs comments-only security note." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated behavior." + "reason": "Different workflow files and different changes; no shared bug." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated security changes." + "reason": "SSH runner hardening and secret inheritance removal are separate changes." } ] }, @@ -26702,12 +26831,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "d5ffa367f2cce9c73a92b8a19c2807839c9eddf382432b066945e92da7f50aac", + "prepared_review_unit_hash": "0e6fb4031d66cbc888813f43c118ba2027d80b46af613d7ccc044566bb402f28", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26715,7 +26844,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26724,18 +26853,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one fixes CodeLlama decode stripping real leading spaces, while the other adds checkpoint-specific tokenizer class overrides for DeepSeek-Coder/DeepSeek-LLM loading. They target different code paths and different failure modes.", - "confidence": 0.98, + "summary": "These PRs are not duplicates: #46574 fixes CodeLlama decode-time stripping of real leading spaces, while #46580 fixes DeepSeek-Coder/DeepSeek-LLM loading through AutoTokenizer by adding checkpoint-specific tokenizer-class overrides.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the cluster: the two PRs solve unrelated tokenizer bugs in different modules, so neither cleanly represents the whole set.", + "canonical_pr_reason": "If forced to choose a representative, #46574 is the more self-contained concrete bug fix with a direct code-path regression and test coverage; #46580 addresses a separate tokenizer-class routing problem.", "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the better standalone representative because it fixes a concrete end-user decode bug in a single code path and includes a direct implementation change in the tokenizer itself.", + "best_pr_reason": "#46574 is the stronger standalone fix candidate because it targets a single, user-visible decoding bug in CodeLlama, but it should not be merged with #46580 since the underlying problems are unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Reject: these are different bugs. #46574 fixes CodeLlama decoding behavior (leading-space stripping after tokenizer init), while #46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek models with incompatible hub tokenizer classes. They do not appear mergeable into one PR." + "reason": "Different underlying issues and code paths: CodeLlama decoder stripping vs DeepSeek checkpoint-prefix tokenizer-class selection. They would not plausibly merge into one PR." } ] }, @@ -26765,7 +26894,7 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "cdc6c55b283aaf9fe166c0d0ac143aea61747e1a0e797964a0ce9c32a2aab9bb", + "prepared_review_unit_hash": "c285d82f2146b066f193a6ef61d16c8ae99183929f2ea4f42f796f7ca1f2386d", "component_budget": { "node_count": 2, "item_count": 2, @@ -26787,18 +26916,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests appear to address the same FlashAttention 2 long-context performance regression in `modeling_flash_attention_utils.py`, with the second PR broadening/refining the same tensor-vs-int / sync avoidance fix and adding validation.", - "confidence": 0.88, + "summary": "Both PRs target the same flash-attention 2 long-context regression issue, but they appear to fix different concrete code paths: one corrects the tracing/compile guard around max length handling, while the other changes unpadding behavior and broader FA2 utilities. They are related, but not the same change and not safely mergeable into one PR as-is.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47215 is the more complete representative: it targets the same FA2 long-context regression, expands the fix beyond the narrower earlier variant, and includes tests/benchmark coverage.", + "canonical_pr_reason": "PR #47215 is the better canonical PR: it is later, broader, and appears to subsume the long-context FA2 performance regression with a more complete fix set and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 47215 is the strongest standalone fix for the cluster because it covers the same underlying regression with broader code-path handling and supporting tests, making it the best candidate to keep.", + "best_pr_reason": "PR #47215 is the strongest representative of the cluster because it addresses the same reported regression with the wider patch set and likely supersedes the narrower earlier fix.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", - "accept": true, - "reason": "Same underlying FA2 long-context regression and same issue target (#46693); both change the same flash-attention utility code to avoid costly tensor/int syncs, with 47215 looking like a broader follow-up to 46696." + "accept": false, + "reason": "Shared issue target and subsystem, but the diffs address different code paths: tracing guard logic in one PR versus unpadding/perf handling in the other. They are related fixes, not the same underlying bug/change." } ] }, @@ -26828,40 +26957,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "02f1bbdfa997d4f9c8189e309b29fd0dd934d1877e2a26de0450434e15b66842", + "prepared_review_unit_hash": "c9f5f2c71889e536faa9ae83e28dbd9a4201665a7362a2927b7209dfe18d330b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related masking fixes in attention/recurrent models, but they address different bugs: one skips padding masks for batch-size-1 linear-attention forwards, the other skips masks on continued/recurrent forwards and chunked prefill. They should not be merged as duplicates.", - "confidence": 0.88, + "summary": "Both items concern padding-mask handling, but they fix different code paths: one is a batch-size-1 masking bug in several linear-attention model implementations, and the other is a recurrent-attention utility bug where continued forwards/chunked prefill were skipping masking. Similar theme, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the stronger canonical candidate because it has an explicit issue target, a broader utility-level fix in masking_utils, and the diff/tests clearly center on the continued-forward masking bug.", + "canonical_pr_reason": "PR 47087 is the better cluster representative because it fixes the core masking utility itself, has an explicit issue target, and addresses a distinct recurrent-forward bug rather than a model-by-model workaround.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the best overall representative of the cluster: it fixes a concrete, well-scoped masking regression across recurrent-layer forwards and includes targeted test coverage.", + "best_pr_reason": "PR 47087 is the strongest standalone PR: it is broader in scope, directly targets the shared masking helper, and its fix is more centralized and reusable than the model-specific patch in PR 46773.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both touch padding-mask logic, but they fix different failure modes and code paths: 46773 is about batch-size-1 linear-attention models, while 47087 is about recurrent-layer continued forwards/chunked prefill. They are too distinct to treat as the same change." + "reason": "Reject: they address different bugs. 46773 fixes padding masks being skipped for batch size 1 in linear-attention model forward paths; 47087 fixes recurrent-layer masking being skipped on continued forwards/cache continuation. Same subsystem, different behavior and code paths." } ] }, @@ -26898,7 +27027,7 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "0dc5215d188fff26f71d3ef0473fb6a6d0cbd9504e26fdcb3c2918c2039cfe23", + "prepared_review_unit_hash": "1c0da17ff780bb1b7dcbcffd5b0a7b647de29b5da2c5226270f807163278d60a", "component_budget": { "node_count": 5, "item_count": 5, @@ -26920,42 +27049,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all in multimodal/pipeline-related areas, but they fix distinct bugs and code paths: stop-sequence handling, multimodal input-key normalization, Gemma4 placeholder validation, candidate decoding length capping, and Qwen Omni postprocessing.", - "confidence": 0.95, + "summary": "These are five distinct pull requests in different code paths (image-text pipeline stop strings, AnyToAny input key normalization, Gemma4 audio placeholder validation, prompt-lookup length capping, and Qwen Omni batch postprocessing). The soft-similarity links do not indicate true duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47074 has the broadest, most central pipeline scope and the highest discussion/review activity, so it is the best representative PR in this set.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the most representative change overall; it addresses a general pipeline input-normalization bug and is the strongest anchor for the cluster.", + "best_pr_reason": "pull_request:47074 is the broadest and most central pipeline-level change in the set, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Different bugs in different code paths: image-text-to-text stop_sequence parsing versus Qwen Omni batched postprocessing." + "reason": "Different bugs and code paths: stop_sequence handling in an image-text pipeline vs tuple/list batch decoding in Qwen Omni postprocessing." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both touch multimodal pipelines, but one normalizes AnyToAny input keys while the other validates Gemma4 audio/text placeholder batch sizing." + "reason": "One normalizes AnyToAny pipeline input keys; the other validates Gemma4 processor placeholder sizing. They are unrelated fixes." }, { "left": "pull_request:47074", - "right": "pull_request:47197", + "right": "pull_request:47195", "accept": false, - "reason": "Shared multimodal context and a test file do not make these the same change; one normalizes AnyToAny inputs, the other fixes Qwen Omni output decoding." + "reason": "AnyToAny multimodal input routing is unrelated to prompt-lookup candidate length capping in generation." }, { "left": "pull_request:47074", - "right": "pull_request:47195", + "right": "pull_request:47197", "accept": false, - "reason": "Unrelated functionality: AnyToAny pipeline input mapping versus candidate generator length capping in decoding." + "reason": "Different subsystems and failure modes: AnyToAny pipeline key normalization vs Qwen Omni batched text postprocessing." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "Different subsystems and defects: generation candidate length budgeting versus Qwen Omni batched text postprocessing." + "reason": "Prompt lookup length-cap logic and Qwen Omni output decoding address separate problems with no shared concrete code-path." } ] }, @@ -26988,95 +27117,95 @@ "soft_pairs": [ "pull_request:47122|pull_request:47123", "pull_request:47122|pull_request:47124", - "pull_request:47122|pull_request:47150", "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47150", "pull_request:47123|pull_request:47124", "pull_request:47123|pull_request:47150", "pull_request:47124|pull_request:47150", "pull_request:47150|pull_request:47224" ], - "prepared_review_unit_hash": "06794d5f717a7aea222e578fedf687df569d797cf0eecd28ac8979d7a8a74566", + "prepared_review_unit_hash": "9f30c7c8a6a6b59d9492d90e61ac596b865d0ccb0e607b6d84b0c5d3660c78bf", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12425, - "estimated_input_tokens": 3107, - "estimated_eval_tokens": 6470 + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12425, - "estimated_input_tokens": 3107, - "estimated_eval_tokens": 6470 + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated model-specific test-fix PRs, with 47224 acting as an umbrella change that overlaps the edgetam and whisper fixes.", - "confidence": 0.82, + "summary": "This cluster is mostly a bundle of separate test-failure fix PRs, not one single duplicate set. Two soft overlaps are real: EdgeTam\u2019s `original_sizes` kwarg handling and Whisper\u2019s `max_length` update. The umbrella PR 47224 contains both of those fixes plus additional unrelated changes, so it is the best overall representative.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the broad umbrella fix and appears to contain the same edgetam and whisper code-path corrections as the narrower PRs, while also bundling the related serge failure fixes.", + "canonical_pr_reason": "PR 47224 is the broad umbrella fix and includes the same EdgeTam and Whisper code-path changes seen in the narrower PRs, so it is the best canonical PR for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 47224 is the best representative of the cluster because it subsumes the overlapping concrete fixes and is the most complete candidate.", + "best_pr_reason": "PR 47224 is the most comprehensive representative: it subsumes the EdgeTam and Whisper fixes while also covering other serge integration-test failures, making it the best single PR to anchor the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and failure modes: edgetam import_or_config vs minimax_m3_vl load_error." + "reason": "Different models and failure modes: EdgeTam kwarg handling vs MiniMax-M3-VL load/offload test setup." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "Both are test-fix PRs, but they target different code paths and bugs: edgetam import handling vs falcon_mamba generation outputs." + "reason": "Unrelated model fixes: EdgeTam input-kwarg filtering vs Falcon-Mamba generation output mismatch." }, { "left": "pull_request:47122", - "right": "pull_request:47150", - "accept": false, - "reason": "Different models and fixes: edgetam backbone kwargs cleanup vs whisper max_length handling." + "right": "pull_request:47224", + "accept": true, + "reason": "47224 contains the same EdgeTam `original_sizes` removal/fallback fix on the same code path." }, { "left": "pull_request:47122", - "right": "pull_request:47224", - "accept": true, - "reason": "Same underlying edgetam bug: both remove `original_sizes` before calling the backbone to fix the import_or_config failure." + "right": "pull_request:47150", + "accept": false, + "reason": "Different code paths and bugs: EdgeTam backbone kwargs vs Whisper generation length handling." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Unrelated failures in different models; no shared code path." + "reason": "Different models and symptoms; one is a load/offload test issue, the other is an output mismatch." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "Different model and defect type: load_error setup fix vs whisper generation bug." + "reason": "MiniMax-M3-VL load_error fix is unrelated to Whisper generation length logic." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Both are output mismatches, but they are in different models and different generation paths." + "reason": "Falcon-Mamba output expectation changes are unrelated to Whisper generation-length behavior." }, { "left": "pull_request:47150", "right": "pull_request:47224", "accept": true, - "reason": "Same whisper generation code path: both adjust max_length behavior for conditioned generation to address the output mismatch." + "reason": "47224 includes the same Whisper `generation_config.max_length` fix on the same generation code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only true overlaps called out are the edgetam and whisper fixes that are visibly present in PR 47224; the other pairings are reasonably rejected as different models/bug types." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats most PRs as separate fixes, identifies only the EdgeTam and Whisper overlaps as real, and uses PR 47224 as an umbrella representative because it includes those code-path changes plus other unrelated serge-test fixes." }, "evaluator_used": true, "retried": false, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 8a3de0d3fd84efcfcdf75e2b027bfae1b8d19ab2..4ceaa7451fed3fe35ca2e2ed1d4c872b164cadcb 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260711t000031z", + "analysis_id": "hybrid-model-20260711t060022z", "archived_artifacts": { - "hybrid": "snapshots/20260711T000031Z/analysis-runs/hybrid-model-20260711t000031z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260711T000031Z/analysis-runs/hybrid-model-20260711t000031z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-11T00:11:03Z", + "published_at": "2026-07-11T06:10:15Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260711T000031Z", + "snapshot_id": "20260711T060022Z", "variant": "hybrid" } diff --git a/snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.json b/snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..c37f9047313750e9e09cbe4093c7d6eaebaac492 --- /dev/null +++ b/snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.json @@ -0,0 +1,5597 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260711T060022Z", + "generated_at": "2026-07-11T06:10:13Z", + "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-46894-7", + "summary": "Cluster of 2 issues and 5 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46903, + "issue_numbers": [ + 46894, + 46897 + ], + "pr_numbers": [ + 46895, + 46903, + 46958, + 47090, + 47235 + ], + "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": 46895, + "right_pr_number": 47235, + "code_similarity": 0.428, + "size_similarity": 0.341, + "file_overlap": 0.667, + "area_overlap": 0.381, + "patch_similarity": 0.176, + "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": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + }, + { + "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": 46903, + "right_pr_number": 47235, + "code_similarity": 0.283, + "size_similarity": 0.138, + "file_overlap": 0.4, + "area_overlap": 0.364, + "patch_similarity": 0.057, + "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": 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 + ] + ] + } + ] + }, + { + "left_pr_number": 46958, + "right_pr_number": 47235, + "code_similarity": 0.655, + "size_similarity": 0.373, + "file_overlap": 0.667, + "area_overlap": 1.0, + "patch_similarity": 0.2, + "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": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + }, + { + "left_pr_number": 47090, + "right_pr_number": 47235, + "code_similarity": 0.419, + "size_similarity": 0.318, + "file_overlap": 0.667, + "area_overlap": 0.4, + "patch_similarity": 0.102, + "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, + 649 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 512 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + } + ] + }, + { + "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-43451-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 47198 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 47198, + "code_similarity": 0.017, + "size_similarity": 0.011, + "file_overlap": 0.045, + "area_overlap": 0.0, + "patch_similarity": 0.01, + "shared_filenames": [ + "src/transformers/conversion_mapping.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 737, + 769 + ] + ], + "right_ranges": [ + [ + 140, + 148 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46658-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46658, + "issue_numbers": [], + "pr_numbers": [ + 46658, + 47003, + 47034, + 47096 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46658, + "right_pr_number": 47003, + "code_similarity": 0.193, + "size_similarity": 0.807, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.21, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47034, + "code_similarity": 0.033, + "size_similarity": 0.094, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.095, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47096, + "code_similarity": 0.032, + "size_similarity": 0.083, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.102, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47003, + "right_pr_number": 47034, + "code_similarity": 0.034, + "size_similarity": 0.116, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.075, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47003, + "right_pr_number": 47096, + "code_similarity": 0.177, + "size_similarity": 0.102, + "file_overlap": 0.113, + "area_overlap": 0.278, + "patch_similarity": 0.168, + "shared_filenames": [ + "src/transformers/exporters/exporter_dynamo.py", + "src/transformers/exporters/exporter_executorch.py", + "src/transformers/exporters/utils.py", + "src/transformers/models/kimi_k25/modeling_kimi_k25.py", + "src/transformers/models/kimi_k25/modular_kimi_k25.py", + "src/transformers/vision_utils.py", + "tests/exporters/test_export.py", + "tests/models/kimi_k25/test_modeling_kimi_k25.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/exporters/exporter_dynamo.py", + "left_ranges": [ + [ + 43, + 49 + ], + [ + 352, + 359 + ], + [ + 383, + 390 + ], + [ + 452, + 473 + ], + [ + 490, + 510 + ], + [ + 551, + 562 + ], + [ + 597, + 609 + ] + ], + "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 + ], + [ + 460, + 493 + ], + [ + 507, + 538 + ], + [ + 549, + 554 + ], + [ + 609, + 614 + ], + [ + 642, + 647 + ], + [ + 665, + 789 + ], + [ + 809, + 814 + ], + [ + 831, + 1173 + ], + [ + 1265, + 1294 + ], + [ + 1430, + 1482 + ] + ], + "right_ranges": [ + [ + 418, + 442 + ] + ] + }, + { + "filename": "src/transformers/exporters/utils.py", + "left_ranges": [ + [ + 232, + 238 + ], + [ + 432, + 441 + ], + [ + 444, + 467 + ], + [ + 472, + 498 + ], + [ + 514, + 536 + ], + [ + 662, + 685 + ], + [ + 688, + 704 + ], + [ + 745, + 757 + ], + [ + 806, + 813 + ] + ], + "right_ranges": [ + [ + 432, + 441 + ], + [ + 444, + 455 + ], + [ + 464, + 490 + ], + [ + 708, + 720 + ] + ] + }, + { + "filename": "src/transformers/models/kimi_k25/modeling_kimi_k25.py", + "left_ranges": [ + [ + 43, + 49 + ], + [ + 99, + 172 + ], + [ + 176, + 184 + ], + [ + 191, + 212 + ], + [ + 218, + 226 + ], + [ + 281, + 294 + ], + [ + 500, + 532 + ], + [ + 545, + 550 + ], + [ + 557, + 569 + ], + [ + 575, + 582 + ] + ], + "right_ranges": [ + [ + 43, + 49 + ], + [ + 99, + 172 + ], + [ + 176, + 184 + ], + [ + 191, + 212 + ], + [ + 218, + 226 + ], + [ + 281, + 294 + ], + [ + 500, + 532 + ], + [ + 545, + 550 + ], + [ + 557, + 569 + ], + [ + 575, + 582 + ] + ] + }, + { + "filename": "src/transformers/models/kimi_k25/modular_kimi_k25.py", + "left_ranges": [ + [ + 35, + 41 + ], + [ + 54, + 154 + ], + [ + 240, + 248 + ], + [ + 255, + 276 + ], + [ + 282, + 305 + ], + [ + 431, + 436 + ], + [ + 443, + 455 + ], + [ + 461, + 468 + ] + ], + "right_ranges": [ + [ + 35, + 41 + ], + [ + 54, + 154 + ], + [ + 240, + 248 + ], + [ + 255, + 276 + ], + [ + 282, + 305 + ], + [ + 431, + 436 + ], + [ + 443, + 455 + ], + [ + 461, + 468 + ] + ] + }, + { + "filename": "src/transformers/vision_utils.py", + "left_ranges": [ + [ + 32, + 61 + ] + ], + "right_ranges": [ + [ + 32, + 61 + ] + ] + }, + { + "filename": "tests/exporters/test_export.py", + "left_ranges": [ + [ + 24, + 30 + ], + [ + 35, + 41 + ], + [ + 47, + 154 + ], + [ + 158, + 197 + ], + [ + 243, + 318 + ], + [ + 350, + 366 + ], + [ + 427, + 433 + ], + [ + 461, + 468 + ], + [ + 474, + 506 + ], + [ + 611, + 618 + ], + [ + 625, + 657 + ] + ], + "right_ranges": [ + [ + 181, + 188 + ] + ] + }, + { + "filename": "tests/models/kimi_k25/test_modeling_kimi_k25.py", + "left_ranges": [ + [ + 127, + 132 + ] + ], + "right_ranges": [ + [ + 127, + 132 + ] + ] + } + ] + }, + { + "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": [] + } + ] + }, + { + "cluster_id": "cluster-46836-4", + "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": [ + 46836, + 47143, + 47163, + 47210 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46836, + "right_pr_number": 47143, + "code_similarity": 0.155, + "size_similarity": 0.515, + "file_overlap": 0.077, + "area_overlap": 0.0, + "patch_similarity": 0.19, + "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": 0.02, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46836, + "right_pr_number": 47210, + "code_similarity": 0.029, + "size_similarity": 0.063, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.111, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47163, + "code_similarity": 0.004, + "size_similarity": 0.009, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.013, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47143, + "right_pr_number": 47210, + "code_similarity": 0.037, + "size_similarity": 0.123, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.084, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47163, + "right_pr_number": 47210, + "code_similarity": 0.021, + "size_similarity": 0.076, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-45488-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #45488.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 45488, + "canonical_pr_number": 47017, + "issue_numbers": [ + 45488, + 46489 + ], + "pr_numbers": [ + 46580, + 47017 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46580, + "right_pr_number": 47017, + "code_similarity": 0.241, + "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": [ + [ + 429, + 476 + ], + [ + 808, + 826 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46159-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46159.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46159, + "canonical_pr_number": 46174, + "issue_numbers": [ + 46159 + ], + "pr_numbers": [ + 46174, + 46780, + 47234 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "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 + ] + ] + } + ] + }, + { + "left_pr_number": 46174, + "right_pr_number": 47234, + "code_similarity": 0.556, + "size_similarity": 0.386, + "file_overlap": 0.444, + "area_overlap": 0.696, + "patch_similarity": 0.676, + "shared_filenames": [ + "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/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": [ + [ + 973, + 979 + ], + [ + 982, + 992 + ], + [ + 995, + 1001 + ] + ] + }, + { + "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 + ] + ] + } + ] + }, + { + "left_pr_number": 46780, + "right_pr_number": 47234, + "code_similarity": 0.651, + "size_similarity": 0.444, + "file_overlap": 0.444, + "area_overlap": 0.869, + "patch_similarity": 0.828, + "shared_filenames": [ + "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/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 982 + ], + [ + 985, + 995 + ], + [ + 998, + 1004 + ] + ], + "right_ranges": [ + [ + 973, + 979 + ], + [ + 982, + 992 + ], + [ + 995, + 1001 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "left_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46821-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #46821.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46821, + "canonical_pr_number": 46834, + "issue_numbers": [ + 46821 + ], + "pr_numbers": [ + 46834, + 47223, + 47229 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46834, + "right_pr_number": 47223, + "code_similarity": 0.242, + "size_similarity": 0.644, + "file_overlap": 0.333, + "area_overlap": 0.0, + "patch_similarity": 0.088, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", + "left_ranges": [ + [ + 564, + 570 + ], + [ + 651, + 671 + ] + ], + "right_ranges": [ + [ + 101, + 106 + ] + ] + } + ] + }, + { + "left_pr_number": 46834, + "right_pr_number": 47229, + "code_similarity": 0.59, + "size_similarity": 0.632, + "file_overlap": 1.0, + "area_overlap": 0.4, + "patch_similarity": 0.156, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py", + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py", + "left_ranges": [ + [ + 777, + 783 + ] + ], + "right_ranges": [ + [ + 777, + 783 + ] + ] + }, + { + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", + "left_ranges": [ + [ + 564, + 570 + ], + [ + 651, + 671 + ] + ], + "right_ranges": [ + [ + 564, + 570 + ] + ] + } + ] + }, + { + "left_pr_number": 47223, + "right_pr_number": 47229, + "code_similarity": 0.187, + "size_similarity": 0.407, + "file_overlap": 0.333, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", + "left_ranges": [ + [ + 101, + 106 + ] + ], + "right_ranges": [ + [ + 564, + 570 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46305-4", + "summary": "Cluster of 1 issues and 3 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, + 47231 + ], + "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 + ] + ] + } + ] + }, + { + "left_pr_number": 46310, + "right_pr_number": 47231, + "code_similarity": 0.217, + "size_similarity": 0.048, + "file_overlap": 0.667, + "area_overlap": 0.019, + "patch_similarity": 0.008, + "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": [ + [ + 20, + 36 + ], + [ + 44, + 51 + ], + [ + 174, + 181 + ], + [ + 251, + 266 + ], + [ + 272, + 278 + ], + [ + 325, + 330 + ], + [ + 360, + 366 + ], + [ + 468, + 490 + ], + [ + 557, + 570 + ], + [ + 601, + 623 + ], + [ + 646, + 687 + ], + [ + 691, + 713 + ], + [ + 718, + 724 + ], + [ + 732, + 738 + ], + [ + 773, + 779 + ], + [ + 826, + 866 + ], + [ + 871, + 877 + ], + [ + 884, + 1008 + ], + [ + 1018, + 1075 + ], + [ + 1080, + 1090 + ], + [ + 1123, + 1135 + ], + [ + 1167, + 1173 + ], + [ + 1177, + 1188 + ], + [ + 1201, + 1211 + ], + [ + 1259, + 1272 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + }, + { + "left_pr_number": 47162, + "right_pr_number": 47231, + "code_similarity": 0.16, + "size_similarity": 0.141, + "file_overlap": 0.4, + "area_overlap": 0.019, + "patch_similarity": 0.037, + "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": [ + [ + 20, + 36 + ], + [ + 44, + 51 + ], + [ + 174, + 181 + ], + [ + 251, + 266 + ], + [ + 272, + 278 + ], + [ + 325, + 330 + ], + [ + 360, + 366 + ], + [ + 468, + 490 + ], + [ + 557, + 570 + ], + [ + 601, + 623 + ], + [ + 646, + 687 + ], + [ + 691, + 713 + ], + [ + 718, + 724 + ], + [ + 732, + 738 + ], + [ + 773, + 779 + ], + [ + 826, + 866 + ], + [ + 871, + 877 + ], + [ + 884, + 1008 + ], + [ + 1018, + 1075 + ], + [ + 1080, + 1090 + ], + [ + 1123, + 1135 + ], + [ + 1167, + 1173 + ], + [ + 1177, + 1188 + ], + [ + 1201, + 1211 + ], + [ + 1259, + 1272 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "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": 47215, + "issue_numbers": [ + 46693 + ], + "pr_numbers": [ + 46696, + 47215 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46696, + "right_pr_number": 47215, + "code_similarity": 0.138, + "size_similarity": 0.022, + "file_overlap": 0.2, + "area_overlap": 0.191, + "patch_similarity": 0.043, + "shared_filenames": [ + "src/transformers/modeling_flash_attention_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/modeling_flash_attention_utils.py", + "left_ranges": [ + [ + 667, + 692 + ] + ], + "right_ranges": [ + [ + 33, + 39 + ], + [ + 317, + 324 + ], + [ + 368, + 375 + ], + [ + 491, + 499 + ], + [ + 680, + 702 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, + "issue_numbers": [ + 46869 + ], + "pr_numbers": [ + 46886, + 46922 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46886, + "right_pr_number": 46922, + "code_similarity": 0.711, + "size_similarity": 0.857, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.429, + "shared_filenames": [ + "src/transformers/models/yolos/modeling_yolos.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/yolos/modeling_yolos.py", + "left_ranges": [ + [ + 446, + 452 + ] + ], + "right_ranges": [ + [ + 434, + 440 + ], + [ + 446, + 452 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.721, + "size_similarity": 0.973, + "file_overlap": 0.75, + "area_overlap": 0.563, + "patch_similarity": 0.696, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py", + "utils/notification_service.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3611, + 3618 + ], + [ + 3835, + 3869 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 144 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + }, + { + "filename": "utils/notification_service.py", + "left_ranges": [ + [ + 935, + 967 + ] + ], + "right_ranges": [ + [ + 935, + 967 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-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": 0.559, + "size_similarity": 0.4, + "file_overlap": 0.87, + "area_overlap": 0.599, + "patch_similarity": 0.055, + "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 + ], + [ + 477, + 485 + ], + [ + 513, + 521 + ], + [ + 546, + 554 + ] + ] + }, + { + "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, + 330 + ], + [ + 362, + 370 + ], + [ + 404, + 412 + ] + ] + }, + { + "filename": "tests/models/deepseek_vl_hybrid/test_image_processing_deepseek_vl_hybrid.py", + "left_ranges": [ + [ + 19, + 25 + ], + [ + 203, + 210 + ] + ], + "right_ranges": [ + [ + 20, + 26 + ], + [ + 204, + 211 + ] + ] + }, + { + "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, + 182 + ], + [ + 219, + 227 + ], + [ + 237, + 245 + ], + [ + 276, + 284 + ], + [ + 327, + 335 + ], + [ + 375, + 383 + ] + ] + }, + { + "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, + 227 + ], + [ + 263, + 271 + ], + [ + 322, + 330 + ], + [ + 380, + 388 + ], + [ + 428, + 436 + ], + [ + 472, + 480 + ] + ] + }, + { + "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, + 291 + ] + ] + }, + { + "filename": "tests/models/flava/test_image_processing_flava.py", + "left_ranges": [ + [ + 12, + 26 + ], + [ + 401, + 408 + ] + ], + "right_ranges": [ + [ + 12, + 27 + ], + [ + 402, + 409 + ] + ] + }, + { + "filename": "tests/models/fuyu/test_image_processing_fuyu.py", + "left_ranges": [ + [ + 1, + 5 + ], + [ + 14, + 20 + ], + [ + 178, + 185 + ] + ], + "right_ranges": [ + [ + 1, + 5 + ], + [ + 15, + 21 + ], + [ + 179, + 186 + ] + ] + }, + { + "filename": "tests/models/idefics/test_image_processing_idefics.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 25, + 31 + ], + [ + 149, + 156 + ] + ], + "right_ranges": [ + [ + 11, + 18 + ], + [ + 26, + 32 + ], + [ + 150, + 157 + ] + ] + }, + { + "filename": "tests/models/imagegpt/test_image_processing_imagegpt.py", + "left_ranges": [ + [ + 20, + 25 + ], + [ + 33, + 39 + ], + [ + 284, + 291 + ] + ], + "right_ranges": [ + [ + 20, + 25 + ], + [ + 34, + 40 + ], + [ + 285, + 292 + ] + ] + }, + { + "filename": "tests/models/kimi_k25/test_image_processing_kimi_k25.py", + "left_ranges": [ + [ + 12, + 31 + ], + [ + 270, + 277 + ] + ], + "right_ranges": [ + [ + 12, + 27 + ], + [ + 266, + 273 + ] + ] + }, + { + "filename": "tests/models/layoutlmv2/test_image_processing_layoutlmv2.py", + "left_ranges": [ + [ + 15, + 20 + ], + [ + 29, + 42 + ], + [ + 147, + 154 + ] + ], + "right_ranges": [ + [ + 15, + 20 + ], + [ + 30, + 43 + ], + [ + 148, + 155 + ] + ] + }, + { + "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, + 218 + ], + [ + 297, + 304 + ] + ] + }, + { + "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, + 376 + ], + [ + 421, + 429 + ], + [ + 476, + 484 + ] + ] + }, + { + "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, + 704 + ] + ] + }, + { + "filename": "tests/models/pix2struct/test_image_processing_pix2struct.py", + "left_ranges": [ + [ + 21, + 27 + ], + [ + 99, + 106 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 99, + 106 + ] + ] + }, + { + "filename": "tests/models/qwen2_vl/test_image_processing_qwen2_vl.py", + "left_ranges": [ + [ + 12, + 35 + ], + [ + 297, + 304 + ] + ], + "right_ranges": [ + [ + 12, + 22 + ], + [ + 25, + 31 + ], + [ + 293, + 300 + ] + ] + }, + { + "filename": "tests/models/video_llama_3/test_image_processing_video_llama_3.py", + "left_ranges": [ + [ + 18, + 35 + ], + [ + 300, + 307 + ] + ], + "right_ranges": [ + [ + 18, + 31 + ], + [ + 296, + 303 + ] + ] + }, + { + "filename": "tests/models/vitpose/test_image_processing_vitpose.py", + "left_ranges": [ + [ + 11, + 25 + ], + [ + 231, + 238 + ] + ], + "right_ranges": [ + [ + 11, + 26 + ], + [ + 232, + 239 + ] + ] + }, + { + "filename": "tests/test_image_processing_common.py", + "left_ranges": [ + [ + 12, + 17 + ], + [ + 20, + 25 + ], + [ + 47, + 73 + ], + [ + 194, + 200 + ] + ], + "right_ranges": [ + [ + 12, + 17 + ], + [ + 20, + 28 + ], + [ + 174, + 181 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47122-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47122, + "issue_numbers": [], + "pr_numbers": [ + 47122, + 47150, + 47224 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47122, + "right_pr_number": 47150, + "code_similarity": 0.085, + "size_similarity": 0.423, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47122, + "right_pr_number": 47224, + "code_similarity": 0.474, + "size_similarity": 0.302, + "file_overlap": 0.4, + "area_overlap": 0.818, + "patch_similarity": 0.051, + "shared_filenames": [ + "src/transformers/models/edgetam/modeling_edgetam.py", + "src/transformers/models/edgetam/modular_edgetam.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/edgetam/modeling_edgetam.py", + "left_ranges": [ + [ + 464, + 472 + ] + ], + "right_ranges": [ + [ + 464, + 474 + ] + ] + }, + { + "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "left_ranges": [ + [ + 210, + 218 + ] + ], + "right_ranges": [ + [ + 210, + 220 + ] + ] + } + ] + }, + { + "left_pr_number": 47150, + "right_pr_number": 47224, + "code_similarity": 0.442, + "size_similarity": 0.128, + "file_overlap": 0.2, + "area_overlap": 1.0, + "patch_similarity": 0.04, + "shared_filenames": [ + "src/transformers/models/whisper/generation_whisper.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/whisper/generation_whisper.py", + "left_ranges": [ + [ + 1937, + 1943 + ] + ], + "right_ranges": [ + [ + 1937, + 1943 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47181-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47181, + "issue_numbers": [], + "pr_numbers": [ + 47181, + 47255 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47181, + "right_pr_number": 47255, + "code_similarity": 0.002, + "size_similarity": 0.006, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.004, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-45488-4", + "canonical_issue_number": 45488, + "duplicate_issue_numbers": [ + 46489 + ], + "reason": "Issues in cluster-45488-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-7", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897 + ], + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43451-2", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 47198 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45488-4", + "canonical_pr_number": 47017, + "duplicate_pr_numbers": [ + 46580 + ], + "target_issue_number": 45488, + "reason": "PRs in cluster-45488-4 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "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-46159-4", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780, + 47234 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-4 are treated as duplicates because they converge on issue #46159 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46305-4", + "canonical_pr_number": 47162, + "duplicate_pr_numbers": [ + 46310, + 47231 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-4 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46658-4", + "canonical_pr_number": 46658, + "duplicate_pr_numbers": [ + 47003, + 47034, + 47096 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46658-4 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46693-3", + "canonical_pr_number": 47215, + "duplicate_pr_numbers": [ + 46696 + ], + "target_issue_number": 46693, + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46821-4", + "canonical_pr_number": 46834, + "duplicate_pr_numbers": [ + 47223, + 47229 + ], + "target_issue_number": 46821, + "reason": "PRs in cluster-46821-4 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46836-4", + "canonical_pr_number": 46836, + "duplicate_pr_numbers": [ + 47143, + 47163, + 47210 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46836-4 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-7", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958, + 47090, + 47235 + ], + "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." + }, + { + "cluster_id": "cluster-47122-3", + "canonical_pr_number": 47122, + "duplicate_pr_numbers": [ + 47150, + 47224 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47181-2", + "canonical_pr_number": 47181, + "duplicate_pr_numbers": [ + 47255 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47181-2 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 12 inbound references.", + "score": 184.0 + }, + "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/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..7a8fbac49c5ff6e55bc413bb203c4eef5594f2ea --- /dev/null +++ b/snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27217 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260711T060022Z", + "generated_at": "2026-07-11T06:10:13Z", + "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-10000-520", + "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:45874|issue:46294", + "issue:44292|issue:45237", + "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:46468", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "09ace5a81d8db69088b3ea8740db632b1883d4beb34c5526538d5180e2a3baa0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46577, + "estimated_input_tokens": 11645, + "estimated_eval_tokens": 23546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with a few false-positive similarity links. The only convincing duplicate pockets are the DeepSpeed ZeRO-3/BERT IndexError pair and the Qwen3_5MoeTextRotaryEmbedding device/materialization pair.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest duplicate anchor: it matches issue:43638 on the same DeepSpeed ZeRO-3/BERT \"index 0 is out of bounds\" failure mode and is the strongest local representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best overall issue anchor because it has the tightest duplicate match and the most concrete shared failure path among the issues in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model/runtime failures: Qwen3_5 config attribute error vs streaming chat/completions issue." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and failure modes: AMD GPU support vs MPS histogram op on Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both involve model/runtime issues, but the reported bugs are distinct (dtype mismatch vs AMD GPU failure)." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different code paths: autocast dtype mismatch in Phi MoE vs GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated failures: AMD GPU runtime issue vs broken official Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different underlying bug: hardware/backend failure vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different problems: Deepspeed collective mismatch vs ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-specific errors, but not the same bug or code path." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs outdated RAG examples; different issue types and targets." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export error vs GenerationMixin import failure; no shared underlying bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed v5 references and are not the same fix." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different failures: Qwen3.5 embedding unpacking vs resume-training with trust_remote_code." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated training/resume issue vs multi-GPU YOLO device-map bug." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape IndexError and Gemma4 PLE device mismatch are not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but the concrete failure conditions differ (zero-sized tensor vs mask shape mismatch)." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different code paths: DeepSpeed/BERT init failure vs training resume/trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different IndexError signatures and different triggering conditions." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor shape mismatch is unrelated to video token/feature mismatch." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training issue is unrelated to Nemotron example breakage." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model behavior: mask shape IndexError vs MoE tensor-parallel issue." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video apply_chat_template StopIteration vs model resume/trust_remote_code are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export failure." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed-related failures: collective mismatch vs zero-sized tensor on Bert init." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/BERT problem: both report the same zero-sized tensor IndexError during model init/loading." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross_entropy invocation and GPT-OSS TP failure are different problems." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different issues: detokenization bug vs LoRA merge/save/load mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime failure vs LoRA merge/save behavior; no shared bug." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral vs remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the failures are different (weight rank error vs collective mismatch)." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model/device issues with no shared concrete code path." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to mask shape IndexError." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram op failure on MoE is unrelated to multi-GPU YOLO device-map auto failure." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying Qwen3_5MoeTextRotaryEmbedding/device-materialization bug: both point to the rotary embedding path under offload/materialization and the same bad state handling." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/activation checkpointing mismatch is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed/BERT zero-size IndexError and GPT-OSS TP problem are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different failures and model families; no common bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "dtype mismatch in Mistral-3 image preprocessing vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal issues: expensive reverse embedding lookup vs video token/feature mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime issue is not the same as GPT-OSS AMD GPU failure." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "vLLM Gemma3TextConfig attribute error vs Mistral regex patch AttributeError; unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch compatibility complaints, but they are too broad and not clearly the same underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 PLE device mismatch and reverse embedding lookup are distinct issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch vs auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch 2.10 incompatibility vs Qwen-3-8B NVFP4 runtime failure are not the same defect." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes: autocast dtype mismatch vs GPT-OSS TP issue." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral-3 image dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different dtype/runtime issues with different models and triggers." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral image dtype mismatch vs Nemotron example breakage are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram op error are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime issue vs Qwen3.5 embedding unpacking failure are different problems." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross_entropy path and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and Bert ZeRO-3 loading IndexError are similar in shape but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions in v5, but they concern different removed references and are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime paths: autocast dtype mismatch vs MPS histogram_not_implemented." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross_entropy issue and Phi MoE autocast mismatch are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs trainer signature mismatch; no shared bug." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model runtime issue vs outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is unrelated to the mask/tensor shape IndexError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster is mostly heterogeneous, and the two duplicate pockets called out are supported by the packet: 43596/43638 are near-identical ZeRO-3/BERT IndexError reports, and 45859/45902 are plausibly the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug. The soft-edge rejections are conservative." + }, + "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-10000-520", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue: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:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "d611ba6a4b4a723abf4508d6fe59b9f6de6bf170a7163eed142aaaea629b8431", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39731, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct model- or environment-specific issues. The only strong duplicate is the AutoTokenizer wrong-token-ID regression affecting Granite and other models.", + "confidence": 0.9, + "canonical_issue_reason": "Use issue 45920 as the canonical issue: it describes the broader tokenizer regression across multiple models and is the most representative statement of the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global issue candidate because it is broader, clearer about the regression, and covers the shared failure mode more completely than the Granite-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are torch/transformers compatibility complaints, but they concern different version combinations and different failure modes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different runtime contexts and errors; one is a vLLM model-load failure, the other is a distributed-build compatibility break." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading failures, but they affect different models and different root symptoms." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different failures; the shared vLLM/device-setup context is too broad to merge." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Similar zero-3 index error wording, but different model classes and loading paths; not enough evidence of one underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation issues, but they cover unrelated docs content." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different subsystems: GPU/model support versus table-question-answering runtime crash." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility problems with no shared concrete code path." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated issues: Liger Kernel cross-entropy dispatch versus a Qwen3-VL video input error." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve model input handling, but one is a device-map mismatch and the other is a chat-template video-token mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "One is a detokenization bug; the other is outdated documentation." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model load failure versus documentation cleanup; not the same issue." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Broad remote-code breakage versus a specific distributed-build support regression." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model version and 45812 is a Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading errors." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure is unrelated to RAG examples docs." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes/Int8Params incompatibility is unrelated to the distributed build regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model families and different concrete failures." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but the tensor-shape mismatch and zero3 loading error are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated model/runtime failures." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Model loading/test failure versus corrupted checkpoint; not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "General torch-version incompatibility and pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both mention tracing/compilation, but they affect different models and different ops." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different problem domains: detokenization versus table-question-answering crashes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated errors and subsystems." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat issues, but one is a crash in chat handling and the other is a streaming API failure on a different model size." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve zero3/compatibility symptoms, but they are different model-load and version problems." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different models and different runtime failures." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different model and task domains." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure modes; too broad to be duplicates." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import error for GenerationMixin is unrelated to the Gemma3/vLLM sliding_window config problem." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing error and MPS histogram issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve numerical/runtime issues, but they are distinct model and operator failures." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and non-template node compile error are different problems." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different model classes and different device-map failures." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the tensor mask mismatch and zero3 init error are different code paths." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical choice of issue 45920 is well supported by the titles, and the accepted soft-edge pair 45812/45920 is a plausible same-regression match. The remaining pairwise rejections are cautious rather than overstated." + }, + "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-10000-520", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:41093|issue:43596", + "issue:45507|issue:47228", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "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" + ], + "prepared_review_unit_hash": "5db914ef213f42be0c32a953bbdb2a111deeda66f0e9d1f1e10fc77d847941f3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38032, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are different regressions or unrelated subsystems. Only the SigLIP2 pair looks like the same underlying bug; the rest are too broad or describe different concrete failure modes.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43994 is the clearest canonical issue: it names the exact model and shows the broader user-visible symptom of the SigLIP2 regression across AutoModel/pipeline, making it the best duplicate target for the narrower embedding complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the most actionable and representative report in the set, and the only strong duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both involve config-related breakage after v5, but one is a missing field in StableLmConfig and the other is a broader pydantic PretrainedConfig regression; not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device-mapping forward pass mismatch. Different code paths and symptoms." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and gpt-oss GGUF support are unrelated model-architecture issues." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to a Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape-related failures, but one is a mask/tensor indexing error and the other is TRL SFT unpacking for Qwen3.5 embeddings; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is a different failure from Sam3 bf16 compilation." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "An autocast dtype mismatch in Phi-tiny-MoE is not the same as a Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming API failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "The _is_hf_initialized TypeError comes from init_empty_weights loading, not from the PretrainedConfig pydantic field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 quantization OOM and tied-weights translation-model issues are different regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PretrainedConfig field handling." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "Multi-GPU device_map auto failure for YOLO is a different issue from Sam3 bf16 compilation." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the mask-length mismatch and the zero3/BertModel empty-tensor index error are different code paths." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls do not match a Sam3 bf16 compile regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage across versions is broader and different from a torch 2.4.1/transformers 5.8.0 compatibility problem." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and video feature/token mismatch are separate multimodal bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both reports say SigLIP2 behaves badly with embeddings/inference and likely stem from the same model implementation regression." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Qwen video-input regression and video feature/token mismatch are related by domain, but not clearly the same concrete failure." + }, + { + "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": "The zero3/BertModel index error is distinct from local model resume/trust_remote_code behavior." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and uninitialized inv_freq memory after meta\u2192to_empty(cuda) are different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "A Flash Attention 2 issue is not the same as a remote-code model missing config_class." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "dtype mismatch in Mistral-3 image preprocessing is not the same as Qwen3.5 embedding unpacking in TRL SFT training." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimensionality error and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model initialization in Jupyter and flash-attn2 fallback blocking are different regressions." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and the generic GLM5 issue do not share the same concrete failure mode." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve trust_remote_code/custom modules, but one is a local-path cache collision and the other is wrong module loading after save_pretrained; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FineGrainedFP8Config failure and flash-attn2 fallback gating are separate problems." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weights regressions are related only at a very high level." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and docs mentioning a removed run command are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is not the same as tied-weights translation model issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A docs typo and removed run-command docs issue are different documentation problems." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights translation models." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid method calls are different model/training failures." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Wrong/misleading input validation errors across models and T5 decoder input validation are related only broadly, not the same code-path bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence: it only marks the SigLIP2 pair as a likely duplicate, and the other soft-edge rejections are conservative and aligned with the issue titles. The canonical issue choice is also grounded in the broader, user-visible symptom described by issue:43994." + }, + "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-10000-520", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:46032|issue:47246", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:41553|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "86c082a9fb3f5d200bbc33d5e7931d1e73a125d716a8247be3cba3c01d939c41", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with a few real duplicate subgroups: non-persistent-buffer corruption in v5, cache.get_seq_length contract regressions, Gemma4 quantized embedder dtype casting, and a NemotronH/Mamba2 recurrence bug. The `43643`\u2194`43950` edge should be rejected: they describe different APIs and different failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items split into several unrelated bug families with only a few small duplicate subgroups.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, 43950 best captures the strongest duplicate subgroup around the v5 non-persistent-buffer corruption regression, but it is not a global cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH loading failure vs tied-weights translation issue; different model families and code paths." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are tokenizer/model bugs, but the symptoms and likely fixes differ; not the same concrete bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Related tokenizer regressions, but on different models with different round-trip symptoms and no clear shared bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example/quantization errors vs SigLIP2 embedding quality regression; not the same issue." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is essentially the same bug as 43950." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "Same inter-chunk recurrence defect carried into NemotronH's Mamba2 path; the fix should be shared." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer API mismatch vs DeepSpeed ZeRO-3 loading IndexError; unrelated failures." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "`trust_remote_code=True` missing fields in AutoConfig vs silent non-persistent-buffer corruption in from_pretrained; different APIs and failure modes." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params constructor regression vs Float8 storage lookup error; different incompatibility problems." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; 46932 is the fix for 46899." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs tokenizer/version behavior change; related area, but not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer regression vs DeepSeek-Coder-specific incorrect output; overlapping area but not one concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Zero-probability SigLIP2 bug vs embedding-quality regression; different symptoms and causes." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE vs Qwen3.5 NaNs from 3D position_ids / SDPA fallback; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache.get_seq_length contract bug: tensor-shaped return value instead of int breaks static-cache arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention non-persistent buffers, but 45902 is a specific materialization issue while 43950 is the broader from_pretrained corruption regression." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 text-embedding quality issue vs HF/JAX implementation discrepancy; related model family, but not the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn crash from 3D position_ids vs CPU-offload incompatibility; different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Qwen3_5Moe uninitialized inv_freq buffer; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing / LoRA behavior vs int4 quantization OOM; different mechanisms." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Loader noise vs a specific model loading failure; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training RuntimeError vs early-stopping metric handling; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer output regression vs flash_attn import KeyError; different subsystems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Unnecessary load noise vs a specific model load failure; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss vs broad remote_code breakage; same area, but not the same concrete code-path problem." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError vs Qwen3Moe FP8Config failure; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing issue vs Qwen3 MoE training memory usage; different root causes." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn2 fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Model import error vs bitsandbytes Int8Params regression; unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the cluster summary is conservative and grounded, but one soft-edge verdict overstates the evidence: issue:43643 vs issue:43950. In the packet, 43643 is about `AutoConfig.from_pretrained(..., trust_remote_code=True)` returning missing fields, while 43950/44534 are the non-persistent-buffer corruption regression. On the supplied evidence these do not look like the same bug, so that pair should not be accepted. The other accepted duplicate pairs look plausibly grounded." + }, + "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": 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-10000-520", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:41553|issue:43881", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:43881|issue:43883", + "issue:45759|issue:46661", + "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:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "6a0d2577ea91281978b420263490cbad7210a0f2fd4aefc689bb862da918b34d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36629, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports, with a few true duplicate/near-duplicate pairs around docs, tokenizer regressions, and training-loss shifting bugs.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #44509 is the clearest and most complete report for the v5 docs regression around removed pipeline tasks; it explicitly names the affected tasks and subsumes #43827.", + "canonical_pr_reason": null, + "best_issue_reason": "#44509 is the best issue anchor because it is specific, descriptive, and representative of the underlying docs breakage after v5 pipeline removals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both are tokenizer/attention-related, but one is a Mistral regex crash and the other is a flash-attn2 fallback gating bug; different code paths and fixes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Both mention Qwen/GLM model loading errors, but the concrete failures and model families differ; not the same underlying bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int issue for MoE vs Gemma4 device-map mismatch are unrelated runtime failures." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage and Gemma4 PLE device placement are different problems despite both being load/runtime regressions." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "One is a tokenizer-mapping-name constraint in add-new-model-like; the other is a broad remote-code regression. Not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures for different models; titles are both generic but do not indicate the same root cause." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is distinct from Gemma4 device-map mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code model breakage and Kimi-K2.5 tokenizer regression are separate issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA warnings, but one is a model-compatibility failure across branches and the other is a configuration warning about tie_word_embeddings; not the same concrete bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different APIs and code paths (convert_ids_to_tokens vs convert_tokens_to_ids)." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to a YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Generic loading failure for glm-4v-9b vs missing all_tied_weights_keys on Molmo are different model-specific bugs." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "AutoModel.from_config text_config unwrapping and AutoModel.from_pretrained remote-code config_class errors are separate API paths and fixes." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs regression after v5 pipeline removals; #44509 is the broader, more explicit version of the same issue." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same v5 tokenizer regression affecting DeepSeek-family models; #46489 appears to be the more specific follow-up to the same root cause." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "A tied lm_head bug and silent corruption of non-persistent buffers are unrelated model state-handling problems." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "These are the same training-loss double-shift bug pattern applied to different model families; they look like the same underlying loss-handling defect." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different audio-feature extraction failures; no clear shared code path from the titles alone." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3-MoE weight conversion under accelerate+deepspeed and GAS gradient averaging under DeepSpeed are distinct training/loading bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Both are generic training/indexing errors, but one is a trainer signature mismatch and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA ineffectiveness and the other is a missing support flag on a trust_remote_code model." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading issues, but they target different model families and likely different load paths." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are different model-specific load regressions." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed weight-dimension error vs void segmentation map processing are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are multimodal/video regressions, but the concrete failure modes and affected models differ." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape mismatch IndexErrors, but they are separate reports with no evidence of the same root cause." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Qwen3.5 RLHF NaN/SDPA fallback issue and flash_attention s_aux=None crash are different attention/training failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it reflects the mostly unrelated cluster and only claims a few duplicate/near-duplicate pairs, which are supported by the issue titles. The soft-edge verdicts are also conservative overall, with the accepted pairs limited to clearly related docs/tokenizer/loss-shift regressions and the rejects appropriately avoiding overreach." + }, + "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-10000-520", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:41553|issue:44991", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:41553|issue:44488", + "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:36010|issue:42915", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "febd4a6f6ce06222bdfd61928bd8b3c094efb6148bf046c9d086c7436a74ab01", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38005, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with many false-positive similarity links. The only confident duplicate pair is the Transformers 5.0 custom-model initialization regression (43645/43646). The siglip2 pair (38175/43994) is plausible from titles alone, but not strong enough to call a duplicate here.", + "confidence": 0.76, + "canonical_issue_reason": "43645 is the best anchor because it states the broad Transformers 5.0 custom-model initialization regression, and 43646 reads like a narrower report of the same breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "43645 is the strongest global issue representative because it is the broadest and most clearly stated instance of the one convincing duplicate pair in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different bugs and model families: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF gpt-oss support request vs Phi-tiny-MoE dtype mismatch under autocast." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but the concrete models and failures differ." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-MoE-related problems: GGUF architecture support vs sliding_window behavior." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO-3 BertModel IndexError vs a generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen-related internals, but the concrete bugs differ: rope scaling vs meta/to_empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: gpt-oss GGUF support vs missing Float8 storage." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Non-pretrained Bert/ZeRO-3 IndexError is not the same as a generic torch-version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: AudioFlamingo3 batching leak vs Whisper empty-transcription handling." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 bugs: FSDP2 shared_kv_states rebuild vs PLE device mismatch with device_map=auto." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading problems, but Voxtral AutoTokenizer behavior and sleng-bert loading failure are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different regressions: Qwen3Moe FineGrainedFP8Config failure vs meta-device loading problems." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is unrelated to meta-device loading failures." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and failures: Mistral-3 dtype mismatch vs Qwen3-vl-embedding StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same underlying bug: 3d_parallel.py runtime issue vs GGUF gpt-oss support." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same regression: Transformers 5.0 breaks custom model initialization, and 43646 is the narrower variant of that report." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different failures on different backends: Qwen3-vl-embedding StopIteration vs an MPS histogram limitation." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache internals, but the concrete bugs differ." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FineGrainedFP8Config failures." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Different version-sensitive problems: torch>=2.9 flex_attention compilation vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 issues: video StopIteration vs SFT trainer embedding unpacking." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/backends and failure modes: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention memory access." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Related theme, but not the same concrete bug: ineffective gradient checkpointing vs a specific CheckpointError with PEFT + ZeRO-3." + }, + { + "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 code path." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mismatch during forward is unrelated to a general torch 2.4.1 incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different areas: tokenizer-mapping add-new-model-like failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime errors on different inputs; no shared underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family and similar symptom class, but the titles alone do not prove the same underlying bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation regressions for different models." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated: DeepSpeed/Bert IndexError vs tokenizer-mapping logic in add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: ZeRO-3 BertModel IndexError vs tokenizer-mapping handling." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3-MoE hf4.x vs hf5.x compatibility is not the same bug as BitNet packed-weight loading." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly conservative, but one key justification overstates what\u2019s visible in the packet: claiming 43645 has the 'clearest repro' and 'most direct duplicate wording' is not grounded in the provided fields. The 43645/43646 relationship is plausible from the titles, but the stronger wording should be softened to avoid asserting evidence not present here; the siglip2 pair also reads as only tentative from titles alone." + }, + "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": 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-10000-520", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "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:45276|issue:45335", + "issue:45488|issue:45812", + "issue:46897|issue:46901" + ], + "prepared_review_unit_hash": "5612172c0d3c991bd9c6c44806cdf602bf12890866e6ea920a33088160a76fa0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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 bundle of unrelated Transformers regressions, with a few true duplicate-like pairs: non-persistent buffer initialization in v5, Gemma4 multimodal 4-bit dtype handling, and possibly the resize_token_embeddings embedding-update regression.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43644 is the best representative because it describes a broad Transformers v5 regression with a clear duplicate (44534) and a concrete, reusable code-path problem, whereas most other items split into separate model- or feature-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the strongest global issue candidate: it is clearly reproducible, broadly scoped across v5, and has the cleanest near-duplicate relationship in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both point to the same Gemma4 multimodal 4-bit inference failure caused by unsafe dtype handling in the audio/vision embedder path." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: one is add-new-model-like/tokenizer mapping logic, the other is a tensor mask shape mismatch during indexing." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated bugs: `_is_hf_initialized` breakage versus a long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory/offload, but the concrete problems and code paths differ." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities at inference and the other is a documentation example with model/processor and quantization errors." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers v5 non-persistent-buffer initialization regression; the titles are near-paraphrases." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen-related failures, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Distinct issues: Qwen3Moe FP8 failure versus Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: LoRA checkpoint compatibility across HF versions versus resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and symptoms: GLM5 versus Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but the titles only show separate model repos and do not establish the same underlying defect." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different code paths: NemotronH checkpoint loading versus Qwen3.5 TP plan missing linear_attn entries." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 language_model weight loading and the other is save_pretrained visual encoder key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated failures: GraniteMoEHybrid invalid method call versus a broken Nemotron example." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related around dtype handling, but one is loading-time dtype being ignored and the other is from_config leaving config.dtype stale; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is buffer initialization and the other is custom model setup in Jupyter notebooks." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading complaints, but the model repos and failure modes are not shown to be the same code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different failures: Qwen3 MoE weight conversion under accelerate+deepspeed versus GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is a docs example with setup errors and the other is a general nonsensical-output report; not enough to treat as the same bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different symptoms and likely different causes: MoE training memory inefficiency versus quantized offloading not working." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different problems: HF4/HF5 LoRA checkpoint incompatibility versus resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different problems: HF4/HF5 LoRA checkpoint incompatibility versus T5Gemma embedding resize behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-load failures with different models and error shapes; no shared concrete bug shown." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated training scheduler math versus optimizer argument handling." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory inflation in v5." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different issues: GLM5 model handling versus sinq quantized save/load corruption." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve save/load, but extra_state handling and init_empty_weights/_is_hf_initialized are separate defects." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression: downstream embedding/output modules are not refreshed after resize across two model variants." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: LlamaTokenizer pre-tokenizer override versus Granite token ID misgeneration." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "These are similar training-loss double-shift patterns, but they are reported for different models and do not look like the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative: it identifies one broad v5 regression cluster plus a few plausible duplicate-like pairs, and the rejected pairs are generally justified by distinct titles/code paths. The 43644/44534 pair is well supported, and the Gemma4 and resize_token_embeddings pairs are framed cautiously enough." + }, + "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": 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-10000-520", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "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:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:45362|issue:45406", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "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:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "9b55f24531bc2e6deaca1f3c63d02c3cc60d43c64d6291d7c132061f1a9f0d91", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36782, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and appears to contain many unrelated model- or subsystem-specific bugs. I only found one plausible duplicate-style pair around `resize_token_embeddings` / `output_embeddings` behavior; the rest are too semantically distinct to merge as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "`issue:45292` is the cleanest, most general statement of the shared `resize_token_embeddings` / `output_embeddings` bug; `issue:45276` reads as a model-specific variant of the same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best representative issue in this cluster because it captures the core resize-token-embedding failure in a model-agnostic way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Both are generation/chat failures, but they affect different model paths and symptoms; not the same concrete bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading/tokenizer-related failures, but the reports concern different models and different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "These are separate compatibility/loading problems with different root causes; too broad to treat as one bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "A documentation example issue and a generic model issue are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different crash sites and causes in attention code; one is 3D `position_ids`, the other is `s_aux=None` handling." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "One is an `init_empty_weights` argument issue, the other is mmap/OOM behavior; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different failures: FSDP attention state vs `text_config` unwrapping." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different code paths and symptoms: CUDA assert during device mapping vs batched inference token leakage." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are model-specific reports and not clearly the same concrete code-path defect." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is reserved-memory/OOM growth; too different." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "These are both output-class issues, but the underlying `ModelOutput` bugs are different." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model components and failure modes: FSDP attention state vs CPU offload incompatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "TypeError during model init and MXFP4 fallback are unrelated loading/quantization issues." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for `GenerationMixin` and Whisper pipeline `return_language` regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap/OOM are different problems." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio batching leak and Gemma4 device mismatch are distinct bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer construction bug and Gemma4 FSDP attention bug are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization memory regression and mmap OOM are not the same code-path issue." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are load/example problems, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both describe the same core `resize_token_embeddings` bug where output embeddings are not updated; `45276` adds a Gemma4-specific manifestation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and Qwen3.5 3D `position_ids` SDPA fallback are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`save/from_pretrained` extra_state handling and mmap/OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` logic are separate tokenizer issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 shared KV state rebuild are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is file permission propagation and the other is wrong-module loading; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure and Qwen3.5 save_pretrained regression are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "They are related in theme, but one is about `output_embeddings` generally and the other about `decoder.embed_tokens`; too model-specific to merge confidently." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are distinct problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous and only merges the clearly close `resize_token_embeddings`/`output_embeddings` pair (`45276`/`45292`). The soft-edge rejections are generally conservative and avoid overclaiming duplicate status where the titles only show broad thematic similarity." + }, + "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-10000-520", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "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", + "issue:47228" + ], + "soft_pairs": [ + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:43906|issue:44530", + "issue:44164|issue:45759", + "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" + ], + "prepared_review_unit_hash": "663782df0b8d8d13a730207dbed897b430e0d2cd0864f27ef12a86754926f847", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37790, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate Transformers v5 regressions across loading, tokenization, model init, training, and export paths. The soft pairs share broad themes but not the same concrete bug, so none are safe duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43646 is the broadest concrete report in the main custom-model-init/loading subset, and is a better canonical anchor than the more specific notebook- or attribute-focused variants. That said, the overall cluster is not a single duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the most representative issue to keep for triage because it captures the widest user-facing v5 custom model initialization breakage among the candidates. It is still only one subproblem in a mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both involve v5 model loading behavior, but one is notebook/custom-init specific and the other is extra_state save/from_pretrained handling." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both mention Torch regressions, but they are different failures in different code paths and versions." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage lookup failure vs mmap/OOM on Strix Halo are unrelated bugs." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization and Trainer resume max_steps calculation are unrelated." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both describe training-loss shift bugs, but they are different model families and not the same concrete implementation issue." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch incompatibility and autocast dtype mismatch are different problems, not one fix." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer conversion slowdown and CodeLlama round-trip token stripping are distinct tokenizer regressions." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are separate tokenizer issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization changes are different functional areas." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 custom-model breakages, but one is base_model_prefix handling and the other is notebook initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility and YOLO multi-GPU device map failure are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are separate execution failures." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are different regressions." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for specific models and mask shape IndexError are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation error do not share a code path." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mismatch about return_all_scores and docs mentioning removed pipeline tasks are documentation issues, but not the same one." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 inference weirdness and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading failures are different tokenizer/loading bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of one issue and PagedAttentionCache crash are not the same underlying defect." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/from_pretrained and composite Qwen config unwrapping are distinct model-loading problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export on torch_compilable_check and Perceiver interpolation failure are different export vs vision-model bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Sinq save/load breakage and continue_final_message behavior for mistral_common are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Isolated reproduction of a prior issue and mistral_common continue_final_message bug are not duplicates." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and Mistral regex patch crash are separate tokenizer-path issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked LM regression and tokenizer loading failure are different model-specific problems." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4 multimodal/device problems, but one is device_map forward mismatch and the other is 4-bit unsafe cast in embedders." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label loss degeneration across sequence classifiers and double-shift training loss in CohereASR are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and mmap OOM on Strix Halo are separate performance/resource 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": 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-10000-520", + "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:43596", + "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:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:45479|issue:46897", + "issue:44488|issue:45081", + "issue:43299|issue:43931", + "issue:43632|issue:47050", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:44451|issue:44987", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:40990|issue:43421", + "issue:44737|issue:45859", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482" + ], + "prepared_review_unit_hash": "b9ffe1e563d0b345414762e8e70e76c7b995803fbaa9dd16a2d79f5300e67809", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35984, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated closed issues, many about Transformers v5 regressions or model-specific loading bugs. Only one soft pair looks like the same underlying bug: the gguf_file/from_pretrained loading regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43452 is the broadest statement of the shared gguf_file/from_pretrained failure mode; issue:43482 looks like a model-specific instance of that same loader regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 best represents the underlying code-path bug because it names the generic gguf_file/from_pretrained breakage rather than a single affected model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3/BertModel indexing vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different bugs: zero-loss sequence classification vs training-loss double-shift on a specific vision-language model." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated tokenizer-loading issues; one is a model load failure, the other is a Mistral regex patch crash." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but one is a v5 loading regression and the other is a weight-shape mismatch; not clearly the same bug." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different problems: HF initialization flag breakage vs ONNX export dtype mismatch in Canine attention." + }, + { + "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": "Tokenizer special-token name conflict vs Qwen3Moe FineGrainedFP8Config failure; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizers, but one ignores tokenizer.json and the other changes DeepSeek-Coder output semantics." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Different tokenizer/model bugs: BPE-marker handling vs lm_head weight tying." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific loading/structure issues; no shared concrete failure mode." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch vs template-node compilation error are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: tokenizer mapping logic vs flex_attention compilation." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression; unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading failures, but they reference different models and no shared concrete bug is evident." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config-field loss is unrelated to PagedAttentionCache linear_attention failures." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and cache group-type crash are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model vs tokenizer post-processor update bug; not the same issue." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related, but one is XLNet CPU allocation and the other is Qwen rotary embedding CPU offload." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multi-image IterableDataset finetuning failures are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is buffer junk on load and the other is custom model initialization failure." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer/training behaviors: multi-image dataset finetuning vs mistral_common continue_final_message." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend packaging errors: missing tensorflow in torch extras vs unknown tensorflow_text backend." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict vs Jupyter custom model init breakage; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature issues, but one is a new center argument regression and the other is a different fbank helper failure." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to the `_is_hf_initialized` flag regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both fail on transformers>=5, but they affect different models and likely different loader paths." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Same underlying gguf_file/from_pretrained loading regression; 43482 appears to be a specific model reproducer of the broader bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the summary reflects the mix of model-specific loading bugs and Transformers v5 regressions without overreaching. The soft-edge decisions are mostly conservative, and the single accepted pair (43452/43482) is a plausible shared GGUF loader regression." + }, + "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-10000-520", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43482", + "issue:43531", + "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:45507", + "issue:45584", + "issue:45923", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:44403|issue:45081", + "issue:43208|issue:47013", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44464|issue:45987", + "issue:43883|issue:44488", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "844da2d82b0065bf05a91635e3d22d500cf065294c2e238ea446549e6ae0f087", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated bug reports. The soft-similarity pairs share broad themes (loading, tokenizer, cache, custom-model init, Qwen/xLSTM, Whisper), but none look like the same concrete underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella-style report in the set, covering Transformers v5 custom-model initialization breakage; however, the overall collection is too heterogeneous for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single representative of the nearest cluster of v5/custom-model-init regressions, but it still does not subsume the rest of the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens and the other is empty transcription after align_special_tokens; different bugs." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Completely different failures: compile of non-template nodes vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading paths and failures: dequantized device_map offload vs Qwen2.5-GGUF loading on v5." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local-checkpoint loading bug versus tokenizer continue_final_message behavior; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default issue versus MIMI batching/padding-mask discrepancy; distinct bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise versus a specific Mistral regex patch crash; not the same issue." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same model family, but one is a bundle of xLSTM training bugs and the other is a specific return_last_states unpacking crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper inference failure and YOLO multi-GPU device_map auto failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both concern custom models, but one is Jupyter/custom-definition initialization and the other is remote-code model_class.config_class missing." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a template-node compile error do not match." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is custom-model initialization and the other is non-persistent buffer serialization junk." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio/model bugs: missing padding-mask support in MIMI encoder versus DAC.from_latents not matching forward due to missing STE." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model variants and different failures: output_hidden_states bug versus rope index scaling." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A model-specific load failure and a tokenizer regex patch crash are not the same underlying bug." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated Trainer bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is a lm_head tie bug in Mistral3; the other is serialization depending on device. Related area, but not one concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights _is_hf_initialized argument mismatch are different code paths." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer AddedToken conflict versus MobileLLM key error loading; different failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 bad outputs and OmDet-Turbo processor image-size mismatch are different problems." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument collision versus loading physical-intelligence/fast; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length returning a tensor are separate issues." + }, + { + "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." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config issue and Float8 storage lookup failure are not the same concrete bug." + }, + { + "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:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing on trust_remote_code variant versus a PEFT+DeepSpeed ZeRO-3 checkpoint error; different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading 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": 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-10000-520", + "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:43872", + "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:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:43883|issue:44991", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568" + ], + "prepared_review_unit_hash": "8aab4d82b8261f0508fb3e20eb14eb0b22b5bca5b9bc468994fb9b1b4c4a8a62", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Two soft duplicates stand out: the Qwen3.5 save_pretrained checkpoint regression pair and the transformers v5 `_is_hf_initialized` incompatibility pair. The rest are mostly different model-specific bugs or unrelated regressions.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45216 is the better canonical issue for the Qwen3.5 checkpoint regression because it states the broad save_pretrained failure, while issue:45357 is a narrower follow-up about one specific visual-encoder key symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest global issue representative: it captures the underlying Qwen3.5 save_pretrained regression at the checkpoint level and can subsume the more specific follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different tokenization error vs Qwen3 auto device mapping cuda assert; no shared bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/processing issues, but on different models and different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen VL area, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated regressions: `_is_hf_initialized` loading breakage vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility vs noisy transformer loading; no same concrete bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance overhead issue vs StaticCache return-type contract bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained checkpoint regression; 45357 is the narrower visual-encoder-key symptom of the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different errors; not the same underlying issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL, but one is multi-image iterable-dataset finetuning and the other is temporal position-id scaling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions with different symptoms and code paths." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs compiled flex_attention torch-version breakage." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure vs slow-tokenizer conversion performance regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same transformers v5 `_is_hf_initialized` incompatibility surfacing through model loading / bitsandbytes initialization." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but they affect different models and different processing paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise report vs tokenizer load failure; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker issue vs PEFT/local-checkpoint loading problem." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong IDs for Granite models and the other is a CodeLlama space round-trip bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model attribute error vs tokenizer load regression." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`_is_hf_initialized` argument issue vs missing Float8 storage class; unrelated failures." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training-related, but the reported failures are different and not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure vs Float8 storage lookup error; no shared concrete cause." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression vs Whisper batch_decode special-token handling; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 flag breakage vs Strix Halo mmap OOM workaround; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling vs downstream accuracy regression; too different to be the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading regression vs missing pad_token_id on Llama4Config; different problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states error." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs `_is_hf_initialized` type error; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor update issue vs specific mdeberta add_special_tokens failure; related area but not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are reasonably conservative. The Qwen3.5 save_pretrained pair is well supported, and the `_is_hf_initialized` pair is plausibly the same compatibility bug rather than a stretch. The rejected pairs are also framed cautiously without overclaiming shared causes." + }, + "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-10000-520", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:41720", + "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:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45584", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43482|issue:45538", + "issue:44509|issue:46909", + "issue:44079|issue:44534", + "issue:42175|issue:43296", + "issue:43317|issue:43856", + "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:43493|issue:43994", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:44829|issue:45479", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:40444|issue:47217", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584" + ], + "prepared_review_unit_hash": "a438e3ee38e833923e84f0b652c7b62e0a25346db482910818825ce63a1508c3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36010, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster: the items span many unrelated regressions across tokenizer handling, model loading, vision-language position ids, offloading/quantization, and other distinct subsystems. All proposed soft edges are only topical similarities, not same underlying bug/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:41720", + "right": "issue:45081", + "accept": false, + "reason": "Both involve model/tokenizer loading errors, but one is a CUDA assert on Qwen3 auto device mapping and the other is a Mistral regex/tokenizer attribute crash; different code paths and failures." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention missing backend dependencies, but one is about TensorFlow not being included in a pip extra and the other is tensorboard installed without TensorFlow causing an undefined backend error." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one says AutoTokenizer ignores tokenizer.json while the other is wrong Granite token IDs; different symptoms and likely different fixes." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Both are model loading/config issues, but one is PaddleOCR-VL loading in vLLM and the other is a TimesFM window_size AttributeError; unrelated implementations." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Both touch tokenizer behavior, but one is Qwen2.5-GGUF loading under transformers v5 and the other is CLIPTokenizer's absurd model_max_length default; not the same bug." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both concern documentation, but one is removed pipeline tasks in v5 docs and the other is a broken DIA example; separate doc issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Both mention ModelOutput/buffer-like internals in v5, but one is key assignment for None-valued fields and the other is non-persistent buffers being filled with junk; different defects." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Both mention backend/loading setup, but they target different ecosystems and failure modes: TensorFlow backend packaging vs PaddleOCR-VL/vLLM model load failure." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both relate to offload/memory behavior, but one is device_map auto loading with dequantized models and the other is inefficient Qwen3 MoE training memory usage; not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regression reports, but one is about base_model_prefix loading and the other about custom model initialization; related area but distinct code paths." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding effects, but one is MIMI encoder padding-mask correctness and the other is Gemma3 NaNs from sliding-window attention with all-padding windows; different models and mechanisms." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Both are v5 internal serialization/state bugs, but one is non-persistent buffer junk and the other is ModelOutput key assignment; separate behaviors." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Both concern model parameter loading, but one is Video-LLaVA temporal/image tower weight issues and the other is Sam3Model text encoder weights not loading; unrelated models." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Both are export/inference edge cases, but one is torch.export with torch_compilable_check and the other is dtype mismatch in bfloat16 CI; different failures." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL vision/video handling, but one is finetuning with iterable datasets and multiple images per prompt, while the other is incorrect video vision_position_ids." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both reference SigLIP2, but one compares HF vs original JAX implementation and the other reports nonsensical AutoModel/pipeline outputs for a specific checkpoint; likely different layers of the stack." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are about multimodal weight handling, but one is missing temporal attention / shared image-tower weights in Video-LLaVA and the other is incorrect visual encoder keys saved for Qwen3.5; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are OCR/vision long-input regressions, but one is Qwen2.5-VL rope/position-id scaling for still images and the other is Kosmos2.5 index error on long OCR input; different models and failure points." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate training/loss reports, but one is tied to flash_attention_3 and the other to single-label classification with num_labels=1 across multiple models; not the same code path." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one concerns still-image temporal position scaling and the other video-input vision_position_ids; related subsystem but different specific bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights / lm_head serialization, but one is AyaVision failing to tie lm_head and the other is inconsistent lm_head.weight serialization depending on device; different models and symptoms." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL image-placeholder issues, but one is fine-tuning with multiple images per prompt and the other is model failure when the image placeholder appears in user text; distinct input formatting bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/init loading regressions in v5+, but one is unexpected _is_hf_initialized during init_empty_weights and the other is strict config rejecting granite_speech; different checks." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Both involve Qwen-family loading/configuration, but one is FineGrainedFP8Config on Qwen3Moe and the other is Qwen2.5-GGUF loading under transformers v5; separate issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Both mention checkpoint/model metadata problems, but one is resume_from_checkpoint key mismatch and the other is Qwen2.5-VL rope index scaling; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Both are broad regressions around model behavior, but one is quantization offloading and the other is tokenization changing across transformers versions; different subsystems." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Both are tokenizer/vision-adjacent Qwen-related reports, but one is BPE marker handling in a tokenizer and the other is Qwen2.5-VL video vision_position_ids; not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Both are CI/runtime failures, but one is a CPU offload device mismatch for bark-small and the other is torch.export with torch_compilable_check; unrelated paths." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Both produce bad model outputs, but one is extremely high perplexity on gpt-oss-20b and the other is Whisper failing on empty transcription after align_special_tokens; different models and causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "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:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:41553|issue:43582", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:45823|issue:46821", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:42617|issue:42915", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "43e36b1c6e7180ff3baf9e60f74ea802fce8494a410d3137903d4f692cbc0c15", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37067, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated Transformer bugs/regressions across different models and subsystems. None of the soft pairs look like the same underlying issue with enough specificity to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear duplicate anchor here; if forced, issue:43873 is the broadest and most central user-facing problem, but it is still not the same bug as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: video input regression in Qwen/VL variants vs Gemma4 PLE device mismatch during forward. Same broad multimodal area, but not the same code-path bug." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT local checkpoint loading. Different components and failure modes." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure and generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to torch.export failures from torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but one is Qwen3 auto device mapping causing cuda assert; the other is Gemma4 PLE forward device mismatch. Not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer loading error for Voxtral is unrelated to AppleSilicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload device mismatch and DAC.from_latents missing STE mismatch are different model paths and root causes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug causing garbage generation is unrelated to Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weights not converted with accelerate+deepspeed is different from missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Missing BOS/EOS insertion for one tokenizer is unrelated to wrong token IDs across multiple tokenizers." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batch-vs-single padding mask bug is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tie issue is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same bug as gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one in sliding_window_mask_function is unrelated to slow convert_tokens_to_ids in slow tokenizers." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffers filled with junk are different regressions." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "device_map auto dequantized-model offload failure and quantization offloading issues may rhyme, but the concrete failures and likely code paths differ." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Llava Next segmentation fault are different model/runtime failures." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault loading Llava Next is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech config and tokenizer loading regression for est-roberta are both v5-related but clearly different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization memory growth/OOM in Transformers 5.x is unrelated to T5 silently using apex.FusedRMSNorm memory leak." + } + ] + }, + "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-10000-520", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue: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: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:40990|issue:45701", + "issue:43450|issue:45701", + "issue:41720|issue:42617", + "issue:44466|issue:45357", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43881|issue:44488", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:36010|issue:42617", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:42915|issue:46291" + ], + "prepared_review_unit_hash": "e3258a538f8029243fb7764544b337bce47820ff0556b8cfe83b8697eb854b44", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad themes like loading, device mapping, offloading, and model-specific regressions. The soft links are mostly lexical rather than true duplicate reports of the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative because it is the broadest open issue in the cluster and sits near several offloading/device_map/quantization reports, even though the cluster is not a single duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: perplexity evaluation on gpt-oss vs tokenization behavior changes across versions." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug vs tokenizer/version-dependent tokenization change." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Both mention multi-GPU/device-map style failures, but the model, failure mode, and code path are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve lm_head/visual keys, but one is serialization inconsistency and the other is incorrect visual encoder keys on save." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer checkpoint resume error vs early stopping metric lookup; different training subsystems." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior vs Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs bfloat16 dtype mismatch in model inference." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different model components: dummy Conv2d in Sam3PixelDecoder vs Sam3 text encoder weights not loaded." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they concern different checkpoints and likely different root causes." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor/tokenizer regression vs tokenization output changes across versions; not the same code-path." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder bug for legacy models vs static-cache seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram/int issue in MoE vs TimesFM window_size AttributeError; different models and failures." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "SDPA torch.compile failure in Bamba vs packed-weights unpacking during accelerate loading in BitNet." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Trainer max_steps miscalculation on resume." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error vs inability to run 3d_parallel.py; unrelated failures." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Transformers 5.0 custom model initialization regression vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer-loading failures for different checkpoints and tokenizer classes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device/compile-related, but one is SDPA compile behavior and the other is CPU offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer input handling bug vs processor output size mismatch for a specific vision model." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 generation model vs wrong visual encoder keys when saving Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure vs dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision preprocessing bugs: wrong processor output size vs non-default-resolution Perceiver failure." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError vs YOLO multi-GPU device_map_auto failure." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling vs Qwen2-VL multi-GPU training; only superficially both are training issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs GPT-OSS tensor parallel/MoE issue; different models and paths." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE vs missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug vs static-cache seq-length device-tensor arithmetic bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; not the same failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable-name collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs kernels dependency/version import 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": 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-10000-520", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:36331|issue:41720", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:44186|issue:44361", + "issue:43881|issue:44991", + "issue:28530|issue:30064", + "issue:43526|issue:43883", + "issue:43425|issue:46821", + "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:44492|issue:44509", + "issue:43531|issue:45759", + "issue:43540|issue:43782", + "issue:43452|issue:47020", + "issue:43257|issue:47254", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:44534|issue:46665", + "issue:42490|issue:43329" + ], + "prepared_review_unit_hash": "be71f56ebb333f89dc6b2cd003b7b6c82bdd9414a53c64047ffdaa524ab3a5ca", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35149, + "estimated_input_tokens": 8788, + "estimated_eval_tokens": 17832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false positives: they share broad themes (tokenizers, generation, loading, config, quantization) but each points to a different model, API surface, or code path. No PRs were provided.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active open bug in the set, with inbound references and a broadly framed runtime/regression description, so it is the best representative issue among these unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest issue candidate overall because it is still open, has multiple inbound references, and describes a concrete, reusable bug class rather than a one-off model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API keyword mismatch vs Qwen3 auto device-mapping CUDA assert; different layers and unrelated failures." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/compile, but one is chunked-generation inconsistency and the other is static-cache slice arithmetic on non-CUDA backends; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: CamemBERT masked-LM predictions vs Qwen3 recurrent-state reset with cache." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for local models vs read-only permission propagation in save_pretrained; unrelated defects." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they affect different tokenizers with different failure modes and repros." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure vs tokenizer loading regression for EMBEDDIA/est-roberta; different models and root causes." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection bug vs image-processor segmentation-map handling; unrelated functionality." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT fast image-label reduction bug vs missing all_tied_weights_keys attribute in Molmo; different code paths." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility issue vs TimesFM window_size attribute error; no concrete overlap." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs GPTNeoX rotary_pct not persisting on reload; both config-related but distinct bugs." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions vs FP8 frozen-checkpoint weight_scale not applied; unrelated regressions." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config load failure vs Llava Next segmentation fault; different models and failure mechanisms." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error loading a CLIP model vs generation using inputs_embeds and past_key_values; unrelated bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs T5 tokenizer init conflict; both tokenizer-related but not the same underlying issue." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing vs BarkProcessor voice_preset handling; different processors and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior vs apex FusedRMSNorm memory leak; different subsystems and fixes." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo vs stale docs about removed pipeline tasks; unrelated documentation vs code issue." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs composite-config text_config unwrapping; both around Qwen configs but not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen3 multimodal loading/processing failures; one is video-input processing, the other is weight_only loading." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file breaks pretrained loading vs XLMRobertaTokenizer passing a dict to Unigram; unrelated tokenizer/model-loading bugs." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed vs PEFT ZeRO-3 checkpoint error; both involve training infrastructure but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba vs BigBirdTokenizer special-token registration; model-runtime bug vs tokenizer bug." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "A800 auto device-map CUDA assert vs GraniteSpeech local-checkpoint loading with PEFT adapters; unrelated model-loading failures." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 vs from_pretrained behavior inside Python classes; different regression classes." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path import warning vs undefined video-token-counting variables in multimodal processors; 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": 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-10000-520", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "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:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:43531|issue:45923" + ], + "prepared_review_unit_hash": "c19453241be8e486052c46ebff29d2d07b75d8d6c29c4350a581b48890a0e2a6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36638, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct bugs or feature regressions in different models, processors, trainers, or runtime paths. The soft pairs mostly share broad themes (offload, tokenizer/config, generation, trainer, or windowing) but do not describe the same concrete defect, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed issue in the set and the best umbrella candidate, but the cluster overall is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest combination of scope, activity, and downstream references, making it the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload failures, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight handling in accelerate; different code paths and fixes." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated bugs in different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are different model APIs and failure modes." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serving crash from missing _tokenizer on Gemma4Processor is separate from Qwen3.5 chat/completions streaming failure." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset and Qwen3 auto device mapping/cuda assert are unrelated model/runtime issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token decode failure are different model-specific bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation in the last batch is a distributed evaluation bug; SAM3 text/box behavior is a model input-processing issue." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen 3.5 multimodal/config issues, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding behavior." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different community models and likely different tokenizer/config paths." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache seq_length arithmetic on non-CUDA backends." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern Qwen/SAM3 save/load state, but one is visual-encoder key saving and the other is missing text-encoder weights; different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init validation and num_labels propagation are different configuration problems." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffers filled with junk and from_pretrained behavior inside Python classes are not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model loading regression for physical-intelligence/fast is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication and ScandiBERT loading failure are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation into text config is different from single_label_classification with num_labels=1 causing zero loss." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are distinct inference bugs." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient blow-up are separate training-path issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc-example/model-processor mismatch and OmDet-Turbo 640px-vs-224px preprocessing are different processor/model errors." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5 using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen3.5 configs, but one is tie_word_embeddings warning and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading and sinq quantized model save/load breakage are different persistence paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode support and T5 RMSNorm memory leak do not share a concrete bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking failure with Qwen3.5 input embeddings and trainer.evaluate() failing after train() are different trainer issues." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding math and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor refresh and save/load loss of custom token IDs are different tokenizer state bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are separate subsystems and not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing supports_gradient_checkpointing on a trust_remote_code variant are unrelated model flags/features." + } + ] + }, + "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": 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-10000-520", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45507", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47050" + ], + "soft_pairs": [ + "issue:42886|issue:44843", + "issue:43526|issue:43881", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:45507|issue:46858", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:44625|issue:47050", + "issue:46829|issue:46832", + "issue:43540|issue:46294", + "issue:45381|issue:46693" + ], + "prepared_review_unit_hash": "d6c0c32d374305f9e1b176beae55614831810449f241e03983935a5c7859bc3c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different bugs or different code paths. The only soft edge that looks like the same underlying issue is the two Qwen2.5-VLProcessor batched-input crashes with `padding=False`.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44545 is the clearest canonical issue because its title matches the paired report closely and states the batched-input `padding=False` crash directly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best global issue representative for this pair since it most precisely names the same Qwen2.5_VLProcessor batched-input crash seen in the duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are about offline tokenization, but the specific failures differ: cache loading vs an unconditional `model_info()` call in `_patch_mistral_regex`." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated models and symptoms: BEiT label reduction vs glm-4v loading failure." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a `GenerationMixin` import error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention token/special-token behavior, but the concrete failures and code paths are different." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation/example errors do not match a SigLIP2 implementation discrepancy against JAX." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "The titles describe the same Qwen2.5-VLProcessor batched-input crash with `padding=False`, so these look like duplicate reports of the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different failure types: SigLIP2 nonsensical outputs vs CamemBERT masked-LM regression." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation with compiled forward and ONNX fp16 dtype mismatch are different code paths." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL models and different bugs: `weight_only=True` load failure vs wrong video `vision_position_ids`." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention `fix_mistral_regex`, but one is an AttributeError crash and the other is a tokenizer regression with codec/warning issues." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Separate dtype/fp16 problems in different models and execution paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token/post-processor behavior is not the same as LayoutLMv2Tokenizer crashing on NER padding/truncation." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs `list_repo_files` missing `revision` forwarding are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/model issues do not match the quantization offloading regression." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to static-cache sequence-length arithmetic." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different models and failures; no shared code-path evidence." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading and DAC STE mismatch are distinct implementation bugs." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and long OCR index error are not the same concrete issue." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig losing token IDs on save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA bug and MLukeTokenizer attribute error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode bug and BitNet packed-weight loading bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/BertModel zero3 init crash and `_torch_extract_fbank_features()` issue are different failures." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor conflict does not match the separate `cjvt/sleng-bert` loading problem." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and missing fields in `AutoConfig` with `trust_remote_code` are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 label propagation and Canine ONNX fp16 dtype mismatch are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different vision-model bugs: output field misassignment vs feature-level mismatch TypeError." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but the models and concrete failures differ." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the justification for issue:44545 overstates what is supported by the packet. The packet only shows matching titles/metadata; it does not establish that the report is \"reproducible\" or that one issue is definitively the better canonical target for that reason. Please keep the wording grounded strictly in the visible evidence." + }, + "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": 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-10000-520", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46665", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:45987|issue:46829", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:44488|issue:47020", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:45987|issue:46932", + "issue:34634|issue:36010", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:44008|issue:46858", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:44991|issue:47020", + "issue:45183|issue:45479", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "ec9e813437dbff3da3a1f13efa23fdfa01018be397818515bb5a1f1265804420", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36264, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of unrelated Transformers regressions across tokenizers, configs, multimodal models, and runtime backends. None of the proposed soft pairs look like true duplicates, so I would not merge any of them.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #45020 is the broadest representative here: it captures the general v5/remote_code loading breakage theme that overlaps with several nearby tokenizer/config issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best single issue to keep as the cluster anchor because it is the most general user-facing regression and easiest to route from related loading failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model loading behavior, but one is a v5 base_model_prefix regression and the other is inconsistent from_pretrained use inside Python classes; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 is a CUDA/runtime failure; EMBEDDIA/est-roberta is a tokenizer load regression. Different code paths." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq_length return-type issues are unrelated to VideoPrism's wrong hidden_states field wiring." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure and tokenizer/model registration failure are unrelated subsystems." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation handling is unrelated to CustomTrainer.compute_loss keyword compatibility." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC forward/from_latents mismatch are different model components and failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to Perceiver image classification interpolation behavior." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Pegasus v4/v5 output drift is a model-generation regression; XLMRobertaTokenizer's Unigram vocab type error is a tokenizer construction bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count bug are distinct architecture/config issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and DAC from_latents/STE mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are different output-path regressions." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is trust_remote_code missing fields and the other is strict config blocking granite_speech; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq_length shape/device issues are unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failures are unrelated issues." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors have no common code path." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch mistral regex patching, but one breaks offline model_info calls and the other crashes on backend_tokenizer access; different concrete failures." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n's variable collision in forward() is unrelated to StaticCache seq_length returning a device tensor." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example issues and Kosmos2.5 long-OCR index errors are different models and failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and FastSpeech2ConformerTokenizer loading failures are both tokenizer-related but not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are separate model behavior regressions." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and Gemma3n audio mask collision are unrelated multimodal issues." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after special-token alignment and Kosmos2.5 OCR index errors do not share the same root cause." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both involve tokenizer loading, but the failing models and concrete causes differ: est-roberta load regression vs XLMRoberta Unigram vocab type mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and degenerate zero-loss classification are different sequence-classification bugs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model and kernels dependency/version import failure in pipelines are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code / v5 breakage, but one is specifically is_torch_fx_available removal while the other is a broader set of remote_code regressions." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different v5 regressions in different subsystems." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation faults and MPS histogram support errors are unrelated backend/model 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": 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-10000-520", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846", + "issue:47217" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43716|issue:44008", + "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:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:45003|issue:46285", + "issue:43262|issue:47217", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "70b3312c0431b037a5923efc03df80b8918f5f666c43f321fbb4ed806f24f5e0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35638, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous. Tokenizer-related issues recur, but the 28218/29159 pair is only topical similarity, not enough to treat as the same concrete bug. No soft edge should be accepted here.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45701 is the broadest representative of the tokenizer-behavior theme and best fits the cluster\u2019s only repeated subsystem, even though most items are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best issue representative because it captures the general tokenizer regression theme without overfitting to any one narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are runtime mismatch bugs, but one is CPU-offload device placement and the other is a bfloat16 dtype issue; different failures and fixes." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenizers, but one is about post-processor updates after special-token changes and the other is about batch_decode skipping special tokens; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different multimodal model failures with unrelated symptoms and code paths." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision-language input bugs, but they affect different models and concrete failure modes." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "One is a torch.compile/SDPA failure in Bamba; the other is a dtype mismatch in inference loading. Too different to merge." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen, but one is a load-time weight_only error and the other is a flash-attention generation regression." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape indexing error versus trainer evaluate-after-train failure; no clear shared code path." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message mismatch about pipeline removal; the other is a model output quality issue." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different validation failures in different areas: video chat-template mismatch versus T5 decoder-input error messaging." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError and stale config dtype after from_config are unrelated initialization/runtime issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering dropping tuple labels is unrelated to a use_cache correctness bug in Mamba2Mixer." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight-shape load failure and the other is a TP-plan omission causing OOM/shape errors." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "They are both tokenizer-related, but the evidence only shows topical similarity; it does not establish the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal dtype/attribute issues in different models with no shared concrete defect." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions in Qwen-family models, but the reported failures differ and there is no evidence they are the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch versus dtype mismatch; unrelated despite both affecting model execution." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Loading-path failures with different causes: FSDP CPU RAM efficient loading versus init_empty_weights with an unexpected argument." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading is unrelated to the dtype mismatch in 45072." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model initialization contexts, but the concrete breakages are different." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely unrelated domains: BarkProcessor voice presets versus CustomTrainer loss-signature handling." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message issue; the other is stale documentation after pipeline removal." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Both are version-related behavior changes, but one is masked LM predictions in CamemBERT and the other is generic tokenization behavior; too broad to merge." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue versus tokenizer regex patch crashing on a missing attribute; different layers and fixes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype loading and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "A sys.modules access safety issue is not the same as the CLIP model structure inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and image-placeholder handling in VL models are different input-template bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and DAC latent/forward mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is mostly grounded and appropriately conservative, but one soft-edge verdict is too strong. `issue:28218` and `issue:29159` are both tokenizer-related, yet the packet only shows topical similarity (\u201cadditional space after the added token\u201d vs. \u201cinconsistent behavior in slow tokenizer and fast tokenizer\u201d) and does not establish they are the same concrete bug. Marking that pair `accept: true` overstates the evidence. The rest of the verdicts look conservative enough." + }, + "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-10000-520", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:46175|issue:46932", + "issue:43653|issue:44912", + "issue:43782|issue:45325", + "issue:46697|issue:46728", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43582|issue:44857", + "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:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "947b4b8cd1b997229b12eb63d4d311df15d2d80a11943cfa5d43c9f142dd81c7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36232, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are mostly unrelated bugs across different models, loaders, tokenizers, and training paths. No soft edge looks like the same underlying defect, so there is no safe canonical duplicate here.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are text-similar but describe distinct failures in different subsystems, so merging them would be incorrect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a reliable global representative because the cluster is not actually one bug family; any pick would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 quantization dtype-casting vs a huge one-hot position embedding optimization; different code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization fallback are unrelated loader/tokenizer vs quantization issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to Qwen2.5-VL rope index scaling for still images." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Over-padding in Swin2SR and incorrect image-patch counting in Aria affect different preprocessing logic." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Missing Float8 storage and an unnecessary torchvision dependency are separate backend/runtime problems." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error while loading one model is not the same as remote_code breakage across recent versions." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are different failures in different environments." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import breakage and Jupyter custom-model initialization are separate API regressions." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated errors." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to undefined video-branch multimodal token variables." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL image-processor torchvision dependency are different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Beit reduce_labels truncation and RTDetr output drift in v5 are different model-processing bugs." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage and tokenizer loading failure for EMBEDDIA/est-roberta are different from_pretrained paths." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of one prior issue is not the same as FP8 inference failing on B200 hardware." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training on a non-pretrained Bert model and evaluate-after-train failure are distinct trainer/runtime bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow in a torch-only install and kernels v0.15 import requirements are unrelated packaging failures." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent conversion mismatch and DiaConfig custom token IDs being lost are different model/config issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patching backend_tokenizer error and Gemma4Processor missing _tokenizer are separate attribute-access bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "These are both tied-weight warnings, but they concern different models and different warning mechanics." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting and stale auto_mappings references are unrelated breakages." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model import warning and Qwen3 MoE conversion failure do not share a code path." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are completely different issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 flash-attention generation 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-10000-520", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45200", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47050", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:45859|issue:47050", + "issue:43262|issue:44811", + "issue:45200|issue:47254", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:43257|issue:43696", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:44912|issue:47145", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:44387|issue:44617", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43749|issue:44756", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:45859|issue:47254" + ], + "prepared_review_unit_hash": "b2f17b5662fe1c273f358c96cb09b5170ac7db1e2b3e51095f3bfe753a861136", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35547, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. `issue:44479` is the best representative for the Qwen/VL video-input regression because it is broader, more explicit about the affected models, and more actionable. The similar-looking `issue:43329` pair is better treated as related-but-not-duplicate on the available evidence. No pull requests are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44479 is the broadest and clearest user-facing report of the video-input regression, explicitly naming multiple affected Qwen/VL models and the v5.3.0 scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest issue candidate because it most completely describes the regression, impact surface, and affected model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model loading, but they target different code paths: missing fields from `trust_remote_code` config loading vs. `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: zero probabilities in SigLIP2 versus an image-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3_5Moe CPU-offload incompatibility and Canine fp16 ONNX dtype mismatch are unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper `batch_decode` skipping special tokens are separate bugs." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Gemma 4 token-id defaults and PEFT/DeepSpeed checkpointing failures do not share the same underlying cause." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation example errors are not the same bug as MXFP4 quantization fallback in git-oss-20b." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The titles overlap on video/VLM handling, but one is a specific helper-variable bug in `_get_num_multimodal_tokens` while the other is a broader v5.3.0 regression; the packet does not firmly prove a single underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and GPT-oss OOM are unrelated failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "One is a Qwen3 MoE conversion issue; the other is a Qwen3-VL shape-mismatch loading error." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video, but `_get_num_multimodal_tokens` has an undefined-variable bug while this one is a batched video-processor shape issue." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and MobileLLM-125M key loading error are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "`init_empty_weights` argument mismatch and PIL backend requiring torchvision are different integration problems." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and high perplexity on GPT-oss concern different subsystems and symptoms." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization-related, but MXFP4 fallback and FP8 compressed-tensors missing `weight_scale` are distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 loading and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting do not share the same root cause." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both involve memory pressure, but int4 reserved-memory growth and Sam3Video OOM are different causes." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Protobuf decode-error handling and a bare `except` in Fuyu tensor conversion are separate error-handling bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Lazy cache initialization recompilation and `max_cache_length` behavior are different cache issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "`43906` is a reproduction of a prior bug, while `43650` does not clearly describe the same technical failure." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing `pad_token_id` on `Llama4Config` and kernels import version requirements are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing import and Bart generate `decoder_attention_mask` initialization are completely different issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure for `physical-intelligence/fast` is unrelated to CLIPTokenizer's huge `model_max_length`." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch dependency and Llama 3.2 Vision loading breakage are not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are both memory-related but have different root causes and fixes." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels package import requirements are separate dependency issues." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video processing and DiffusionGemma pipeline failure are different multimodal bugs." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "CPU-offload rotary embedding incompatibility and PEFT/DeepSpeed checkpoint errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but the one accepted soft-edge pair is a bit too assertive given only title-level evidence. `issue:43329` is a specific helper-variable bug in `_get_num_multimodal_tokens`, while `issue:44479` is a broader v5.3.0 video-input regression across several Qwen/VL models; they may be related, but the packet does not firmly establish they are the same bug or mergeable into one fix. I would keep that pair conservative as 'possibly related' rather than accepted. No PRs are present, which is correctly noted." + }, + "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": 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-10000-520", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020", + "issue:47254" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:39379|issue:44554", + "issue:43454|issue:43577", + "issue:45137|issue:45405", + "issue:43697|issue:45357", + "issue:45081|issue:47020", + "issue:43404|issue:45127", + "issue:28282|issue:29127", + "issue:44857|issue:46832", + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:43582|issue:47254", + "issue:44062|issue:44991", + "issue:45538|issue:46869", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:44849|issue:45701", + "issue:42175|issue:44488", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:43577|issue:46512" + ], + "prepared_review_unit_hash": "f5ff2bb9be44cc59a3cb82e161df523b94145a3bc48043e6aed84edeebf9a277", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36125, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change; the closest ones share a subsystem name, but their concrete failure modes, models, and code paths differ.", + "confidence": 0.66, + "canonical_issue_reason": "If a representative issue must be chosen, issue 45701 is the broadest tokenizer-regression report and has the most cross-references, but the cluster is too heterogeneous to have a truly strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best single anchor because it is broad, regression-oriented, and sits closest to the tokenizer-related complaints that recur in the set, even though it is not a true umbrella for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: one is missing BOS/EOS with add_special_tokens, the other is a Kimi-K2.5 codec/regression warning issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated bugs: a MacOS CLIP bus error versus a TrainerState token-count tracking issue." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend omission is unrelated to a specific model import failure." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different correctness bugs in different attention/mask paths and different model families." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is lm_head tying in Mistral3; the other is dtype propagation in Blip2 loading." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and PEFT version pinning are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key mapping are distinct problems." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but they hit different classes and different internal failures." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both concern embedding/lm_head tying, but one is a missing tie in Mistral3 and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "An environment import error is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR bugs: AMP loss crash versus feature-level mismatch in forward." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train behavior is unrelated to a TimesFM window_size attribute error." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A MobileLLM loading key error and an init_empty_weights argument mismatch are different load-time failures." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and PEFT/DeepSpeed checkpointing error are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "They both involve tokenizers, but the titles point to different bugs and no concrete shared code-path is evident." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta is unrelated to missing PyTorch import handling." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 configuration and FSDP CPU RAM efficient loading are different training/loading paths." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading failures and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is device-map CUDA assert and the other is video-input validation." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug is unrelated to a general tokenization regression." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing TensorFlow backend in installation is unrelated to loading a specific tokenizer/model." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen3 video issues, but they affect different model variants with different failures." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both touch dtype handling, but one is actual model weights staying float32 while the other is stale config metadata." + } + ] + }, + "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": 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-10000-520", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:45042|issue:45081", + "issue:43257|issue:43756", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:44625|issue:44877", + "issue:45672|issue:45674", + "issue:43577|issue:45072", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43906|issue:46468" + ], + "prepared_review_unit_hash": "4745c2ed203858e9aec23d3d314625db809e39d852c8c8cd5c7f850295aad14b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35826, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with many unrelated issues across different models and subsystems. The strongest thematic pocket is the Qwen VL video-input regression family, but the packet does not justify treating the nearby reports as confirmed duplicates; 44479 is only the best anchor, not a proven duplicate hub.", + "confidence": 0.52, + "canonical_issue_reason": "issue:44479 is the clearest representative of the only plausible subfamily in the cluster: a Qwen VL video-input regression around v5.3.0. It is broad enough to serve as the cluster anchor, but the evidence is not strong enough to merge adjacent reports as the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best triage anchor because it captures the most coherent and broadly named regression in the packet. It is suitable as the representative issue for the Qwen VL pocket, while the rest of the cluster is largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: one is a model-loading failure for physical-intelligence/fast, the other is list_repo_files missing revision forwarding." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but they target different model families and code paths, so the packet does not support a duplicate conclusion." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "The titles are clearly related to Qwen2.5-VL video-position-id regressions, but the packet only supports soft similarity, not a confirmed same-bug duplicate." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are Trainer-related, but one is token counting and the other is a custom compute_loss signature issue; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal failures on different models with no shared concrete failing code path." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the concrete failures are different: AddedToken argument duplication versus Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: unexpected zero probabilities versus interpolate_pos_encoding failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both concern tokenizer behavior, but they affect different tokenizers and different regression modes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision requirements and Mistral tokenizer regex crashes are unrelated concrete bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and different failure modes: DeepSpeed/accelerate weight conversion versus RoPE layer dropping." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Distinct loading/storage failures with no clear shared code path." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary-related internals, but the bugs are different model families and different failure mechanisms." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Related rotary concepts, but one is an Smollm3 architecture issue and the other is a Qwen2.5-VL position-id scaling regression." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency/version bump issue and a stale auto-mapping reference issue are different maintenance problems." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU allocation and T5 decoder-input validation are unrelated bugs." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal/model-generation failures with no shared code path evidence." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device mismatch and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they are different concrete bugs affecting different models and round-trip behavior." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training RuntimeError and Bart generate() UnboundLocalError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 config propagation and granite_speech strict-config loading are different bugs." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but the failure mechanisms differ: Gemma4 uint8/torch.finfo versus BitsAndBytes skip-module exclusion handling." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype mismatch bugs in different model families; not mergeable as one fix." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading behavior, but the concrete breakages and affected paths differ." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import error and NoneType broadcast error are unrelated failures." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of another issue is not the same as the broken Nemotron example." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is reasonably conservative, but one verdict is overstated relative to the packet: `issue:44479` vs `issue:45381` is only a soft-similarity match, and the packet does not provide enough evidence to assert they are the same underlying bug. The title wording suggests related Qwen2.5-VL video-position-id regressions, but not a confirmed duplicate pair. Likewise, the summary\u2019s claim of an \u2018only strong near-duplicate\u2019 is too strong for the available evidence. A safer conclusion would be that the cluster is mostly heterogeneous, with a plausible but unconfirmed Qwen VL subfamily centered on 44479." + }, + "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": 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-10000-520", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47000" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:46463|issue:46899", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:44737|issue:45588", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:45357|issue:45920", + "issue:45200|issue:46463", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43994|issue:44898", + "issue:43819|issue:44811", + "issue:29159|issue:33357", + "issue:44857|issue:47000", + "issue:45372|issue:46170", + "issue:43761|issue:46829" + ], + "prepared_review_unit_hash": "a0168fbc26e60067598663e6c1ecb745879de15ce6b12d1f479414236a44d922", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35504, + "estimated_input_tokens": 8876, + "estimated_eval_tokens": 18008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly heterogeneous. The only soft pair that looks like the same underlying bug is the tied-weights / save_pretrained v5 pair (44466 \u2194 45005); the rest are title-level different models, APIs, or failure modes.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45005 is the broader, clearer representative of the tied-weights v5 serialization regression, while issue:44466 reads as a narrower lm_head.weight/device-dependent symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest global issue candidate because its title captures the shared tied-weights regression at the right abstraction level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-related, but the titles point to different parameters and behaviors: rotary_pct reload vs ignore_keys_at_rope_validation list handling." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different failures in the titles: RTDetrV2 output mismatch vs VideoPrism hidden_states field mix-up." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP KeyError and Qwen3.5 TP-plan OOM/shape error are separate model-specific issues." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder input validation error messaging is unrelated to Gemma4 multimodal 4-bit quantization dtype casting." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT fast image processor reduce_labels behavior and sequence-classification zero-loss behavior are different components and symptoms." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 forward-output regression and Qwen3.5 save_pretrained checkpoint regression do not describe the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement and flash_attention s_aux=None crash are different code paths and different titles." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both titles describe the same tied-weights / save_pretrained v5 regression, with 44466 as a narrower serialization symptom and 45005 as the broader bug report." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate() after trainer.train() are unrelated issues from the titles alone." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding are distinct model/load paths." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but the titles indicate different APIs and different model/config objects." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual encoder key serialization and broad AutoTokenizer wrong-token-id regression are different problems." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation messaging are different issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and different failures: MLukeTokenizer AttributeError vs FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue and MLukeTokenizer task AttributeError are separate tokenizer bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated training/runtime titles." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id key warnings and sinq quantized save/load breakage are different serialization problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "The titles describe different surfaces: SigLIP2 zero probabilities versus a processor/tokenizer regression in custom model code." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and unconditional model_info() in offline mode are distinct AutoTokenizer issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M key error are different loading/runtime failures." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical AutoModel/pipeline results and Perceiver non-default-resolution failure are different bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated in the titles." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a MacOS bus error on CLIP are different failure modes." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-loss crashes, but the titles name different models and different errors." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import breakage and Windows ROCm torch.distributed dependency issues are different platform/library problems." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but the titles describe different models and different symptoms, so they are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly conservative, but I can\u2019t accept it as fully grounded. The summary is fine, and the 44466\u219445005 duplicate call looks reasonable. However, at least one soft-edge rationale overreaches the packet: e.g. 38175\u219443295 talks about hidden_states behavior that is not supported by the titles/metadata shown here. Several other rejections also lean on unseen code-path details. Please keep the verdicts tied more tightly to what is explicit in the packet." + }, + "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-10000-520", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:45542|issue:46178", + "issue:43295|issue:45356", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:46832|issue:46932", + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:44821|issue:46821", + "issue:42898|issue:46491", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44484|issue:44704", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:44734|issue:46612", + "issue:43278|issue:43688" + ], + "prepared_review_unit_hash": "8efcde528ae6dae04dabef8e2e41a608f007c9c0e780b316469f427ee949e1a8", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36310, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated bug reports and regressions across different models, tokenizers, loading paths, and generation code. None of the soft pairs look like the same underlying issue, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43749 has the strongest triage signal in this set (highest discussion/inbound references) and is a well-scoped concrete bug report, but the cluster is too mixed to treat it as a true duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best standalone issue anchor here because it is high-signal and clearly specified; however, it should not be used to merge the other issues as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different model families and failures: missing pad_token_id on Llama4Config vs image-text-to-text pipeline crash in DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to T5 using apex.FusedRMSNorm and its memory leak." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention TF-related backend packaging, but one is tensorboard without TensorFlow and the other is an invalid tensorflow_text backend mapping; distinct bugs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image passing behavior and the other is Kimi-K2.5 codec handling plus a mistral-regex warning; different codepaths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer mask special-token decode bug is unrelated to mdeberta-v3 BOS/EOS not being added on add_special_tokens=True." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level TypeError and Gemma4 quantized embedder dtype casting are different subsystems and failures." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE layer loss is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Transformers 5.0 custom model initialization break and FSDP CPU RAM efficient loading are different upgrade regressions in different code paths." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token decode output issue is not the same as DiaConfig losing custom token IDs after save/load and crashing generation." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() call in _patch_mistral_regex and tokenizer loading failure for EMBEDDIA/est-roberta are separate tokenizer-loading regressions." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 recurrent-state reset with cache/seq_len>1 are different generation bugs." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior changes and CodeLlama leading-space round-trip regression are different tokenizer behavior issues." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and xLSTM train-mode unpacking crash are different model bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file tokenizer/model loading breakage and Blip2 dtype remaining float32 are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both touch distributed training, but Trainer _gpu_broadcast_one NoneType and Qwen2-VL multi-GPU training are not the same bug or fix." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head.weight serialization inconsistency by device and sinq quantized save/load breakage are different serialization problems." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about max_shard_size is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE aux-loss normalization and DeepseekV3MoE divergence from the remote implementation are not the same code issue." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert on A800 and compiled-forward chunked generation inconsistency are distinct failures." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field load failure and Bamba-9B-v2 torch.compile SDPA bug are different model-loading vs compilation issues." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both are generation/cache related, but serve KV-cache continuation indexing and beam-search cache reorder skipping are different mechanisms and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate is unrelated to MoE auxiliary-loss normalization." + } + ] + }, + "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-10000-520", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46846", + "issue:47254" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43504|issue:43720", + "issue:45405|issue:47254", + "issue:43720|issue:43927", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:45491|issue:46002", + "issue:44964|issue:45405", + "issue:43643|issue:44561", + "issue:44625|issue:45584", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:44568|issue:46489" + ], + "prepared_review_unit_hash": "bd878a9c4e0c848a4fb060e50a0c3628e1ac73d4a167cabad766111eca87005a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36544, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous issue cluster with no real duplicate core; the proposed soft links mostly connect superficially similar v5/regression reports but with different root causes and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue; the cluster spans unrelated bugs across tokenization, loading, configs, attention, and training.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is suitable as a duplicate anchor because the reports describe different subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different bugs: Qwen2-VL multi-GPU training vs a CustomTrainer signature regression with num_items_in_batch." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading failures: legacy BEiT field handling vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "Unrelated issues: a PEFT version pin problem vs a ZeRO-3 checkpointing error with gradient checkpointing." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths: BitNet weight unpacking vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Different problems: Qwen3VL from_pretrained weight_only failure vs FA2 long-context performance regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch in bark-small vs DiaConfig token ID persistence." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different model-loading regressions: base_model_prefix handling vs missing linear_attn entries in a TP plan." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different failures: dtype propagation in Blip2 vs an MPS attention correctness bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different issues: BEiT legacy config field loading vs OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme but not the same concrete bug: missing pad_token_id vs missing pad_token_idx in different configs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different areas: BitNet accelerate loading vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the causes differ: sliding-window/all-padding attention vs classification head initialization/checkout." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different bugs: Phi-4 multimodal loading failure vs an unreleased PEFT minimum-version bump." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: Qwen3.5 num_labels propagation vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same method family, but different concrete crashes: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated: SigLIP2 implementation discrepancy vs a pipeline error-message regression." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "No relation beyond being issues: tokenizer extra-space behavior vs a MacOS bus error on a CLIP model." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attention generation issue vs FP8 inference failing on B200." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Completely different subsystems: MPS attention correctness vs importing Trainer while datasets is installed." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different device/quantization problems: Gemma4 PLE device mismatch vs sinq save/load breakage." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different issues: SigLIP2 output quality problem vs return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Different failures: SigLIP2 documentation errors vs custom model code broken by processor.tokenizer/image passing regression." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different bugs: BF16-to-FP32 dtype drift in evaluation vs a gradient blow-up with ZeRO-3." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated: SigLIP2 implementation mismatch vs ZeRO-3 gradient instability." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different issues: dtype mismatch in evaluation vs a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Different regressions: custom model initialization breakage vs inconsistent lm_head.weight serialization across devices." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44849|issue:45357", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:43334|issue:43572", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44849|issue:47145", + "issue:43844|issue:44964", + "issue:44464|issue:45584", + "issue:46399|issue:46846", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:43937|issue:46701", + "issue:44869|issue:46752" + ], + "prepared_review_unit_hash": "993a112776c7590e769ede807425bd16fd52e75d02d34385a06d0c59bd4c13d7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the similarity edges mostly connect unrelated issues across tokenizers, model loading, quantization/offload, training, and CI regressions. I do not see any true duplicate pair among the soft candidates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the items span multiple unrelated bugs. If an anchor is needed, issue 45812 is the closest because it is a broad, user-visible tokenizer regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best representative because it describes a broad AutoTokenizer regression affecting many Granite models and is more central than the other, more model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different problems: FP8 inference failure on B200 vs an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different model/config failures: DiaConfig losing custom token IDs vs MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is a tensor-parallel OOM on Qwen2-57B; the other is a release-management bug about an unreleased PEFT version." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they are model-specific and have different symptoms/code paths." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Different domains: MacOS bus error on a CLIP model vs Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated failures: Qwen3.5 hidden-states bug vs FP8 inference on B200." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but one is a missing model load and the other is an offline-mode regression in a Mistral regex patch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different bugs: missing pad_token_idx in StableLmConfig vs unexpected _is_hf_initialized argument with init_empty_weights." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal/config issues, but one is a missing pad_token_id attribute and the other is wrong unwrapping of text_config in from_config." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different subsystems: BEiT legacy-field model loading vs bark-small CPU offload device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a Qwen2.5 VL class and missing Float8 storage are unrelated failures." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different model code paths: TimesFM window_size AttributeError vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "One is an output_hidden_states regression; the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different root causes: Float8 storage lookup failure vs flash_attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "A categorical-cardinality RuntimeError is unrelated to the DeepSeek accuracy regression." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token-related config fields, but they affect different model families and different fields." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key handling is not the same bug as the CLIP text-model structural inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real CPU-offload device mismatch; the other is a stale CI test failure." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different failures: dtype mismatches in bfloat16 inference vs RT-DETR feature-level shape/type mismatch." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-states regression and FP8 weight_scale corruption are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient explosion with ZeRO-3 is unrelated to loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription decoding are different bugs." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a kernel-registration problem and the other is a tensor-parallel plan mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 wrong outputs via AutoModel/pipeline and unexpected position-id keys are not the same code-path failure." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading not working and sinq save/load breakage are related only at a high level, not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are different issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding with a trailing replacement character is unrelated to apply_chat_template on an empty list." + } + ] + }, + "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-10000-520", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43381", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:42947|issue:43381", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:45084|issue:45520", + "issue:42490|issue:43696", + "issue:45588|issue:46050", + "issue:47013|issue:47254", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:44554|issue:45446", + "issue:29942|issue:30333", + "issue:41720|issue:46710", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45406|issue:46121", + "issue:45588|issue:45759", + "issue:43295|issue:43873", + "issue:43540|issue:45200", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "e3484440cf4d2a4f13ac9b3de38ac7af6c3cf568f8531e49b5cfae52db55ec13", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35766, + "estimated_input_tokens": 8942, + "estimated_eval_tokens": 18140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, serving, quantization, model-loading, training, and model-specific bugs. No soft pair looks like the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated subsystems and failure modes, so treating any one as the cluster representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue 45406 is the clearest self-contained regression in a specific code path ('transformers serve' / Gemma4Processor missing _tokenizer), but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token accounting." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "LoRA/gradient-checkpointing ineffectiveness is a different bug from checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and Gemma4 device mismatch are related by model family only, not the same code-path bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids for text-only fine-tuning is unrelated to the multi-GPU OOM report." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure and flash_attn import KeyError are different subsystems and failure causes." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Path-with-slash import warning is unrelated to GPT-oss CUDA OOM." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention sink-less AttributeError and sinq save/load breakage are distinct code paths." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM return_last_states unpacking crash is not the same as PEFT + ZeRO-3 checkpointing errors." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probabilities are unrelated bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and flex_attention import version-check issues do not share the same underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow failed-job reporting are different concerns." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression are distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same bug as Sam3 litetext memory overflow." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serve paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_supports_window_size import error is unrelated to meta-device model-loading breakage." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "processor.tokenizer regression and batched video shape handling are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch CI failures and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are unrelated code paths." + }, + { + "left": "issue:45520", + "right": "issue:45759", + "accept": false, + "reason": "flash_attn import KeyError and AutoModelForCausalLM text_config unwrapping are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "processor/tokenizer regression is unrelated to offloading with quantization." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaults are different problems." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/batch crash is not the same as return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and gradient explosion with ZeRO-3 are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:45823|issue:46192", + "issue:43572|issue:44987", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:43278|issue:43856", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:43950|issue:46285", + "issue:43526|issue:46192", + "issue:45200|issue:46899", + "issue:44792|issue:45563", + "issue:45200|issue:46932" + ], + "prepared_review_unit_hash": "9250e0101deefa057b3d5c0ea98309ce68d85a118a2fdc0eeff2fd7ce33016e6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36795, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: the items cover unrelated tokenizer, multimodal processor, model loading, dtype, and CI issues. The soft pairs are mostly high-similarity false positives rather than the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the cluster does not share one coherent root cause or subsystem.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "If a representative issue is required, issue:44521 is the most discussion-heavy and broadly framed, but it is still not a good canonical for the cluster because the rest of the items are unrelated.", + "best_pr_reason": "No PR exists to evaluate as a canonical or representative change.", + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor-related regressions, but one is a processor.tokenizer/image API regression and the other is an OmDet-Turbo input-size mismatch; different code paths and fixes." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "One is a batched video-processor shape bug; the other is a tensor-parallel OOM loading issue. No shared underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mismatch during forward and return_tensors handling are separate multimodal input bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in a config and a model-loading failure for a specific repo are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A generate-time decoder_attention_mask bug and failing Flash Attention 2 tests do not look like the same fix." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend/import plumbing, but they are different backends and different failure modes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing import symbols in different modules; not the same code-path problem." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and a device_map forward mismatch are distinct issues." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash local path import warning and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression versus SigLIP2 HF/JAX mismatch; no common bug." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors and return_tensors being ignored are different classes of bugs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call messages; not the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 inference/training failure for Qwen3Moe is unrelated to an import error for Qwen2_5_VL." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are separate tokenizer/model-init bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Vision position IDs for Qwen2.5-VL video input and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "A dtype mismatch between train/eval and inefficient Qwen3 MoE memory use are not the same code path." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Inconsistent lm_head serialization and LoRA-merge collapse with extended vocab are different model-state bugs." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU-relative-position bug in XLNet and a CohereASR training-loss shift bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird tokenizer special-token registration and a GraniteSpeech CI device override failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video-shape handling are different processor bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing import for a VL model class and incorrect detokenization in DeepSeek coder are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures and stale config.dtype after from_config are separate loader/config consistency issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id on different configs, but the titles do not establish the same underlying bug or shared fix." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech-model tokenizer failures with different symptoms and likely different fixes." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are unrelated regressions." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and return_tensors handling are not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Defaulting multimodal token-type IDs and unsafe dtype casts in quantized embedders are different issues." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus image-generation test failure and a stale paged-generate warning are not the same underlying change." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "The first is about missing zero defaults for mm_token_type_ids; the second is about dtype casting in quantized embedders." + } + ] + }, + "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-10000-520", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:44995", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "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:43819|issue:45083", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43653", + "issue:44206|issue:45584", + "issue:37428|issue:43425", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:44995|issue:46858", + "issue:43335|issue:43504", + "issue:43611|issue:44466", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:44448|issue:44743" + ], + "prepared_review_unit_hash": "e676dafa8cb6fe7b7b9cd3e0614eef853e0c53e6aa6b10e6113b5c2bcfe171c6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37116, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated bug reports across different models, backends, and regressions. The soft pairs do not look like duplicates of the same underlying defect, so I reject them all.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the broadest and most reusable representative here: a v5 loading regression affecting model loading semantics across many models, rather than a niche model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best canonical issue candidate because it captures a general compatibility break with a clear code-path and likely wider impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different failures: Perceiver resolution/interpolation bug vs RT-DETR memory reclamation issue." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths and symptoms; DAC forward/latents mismatch is unrelated to GraniteSpeech CI device override." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "One is a SwitchTransformers config bug, the other a Bamba torch.compile/SDPA runtime failure." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal-model issues, but one is missing default mm_token_type_ids and the other is a rope-index scaling bug." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime failures with no shared concrete code-path." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both touch import_utils availability helpers, but they are different symbols and different breakages." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated model bugs: DAC latent reconstruction vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision-model issues: processor size mismatch vs mixed-precision loss crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they reference different pipeline removals and different API behavior." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length arithmetic." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Detection training crash under AMP is not the same as missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config vs BigBird tokenizer special-token registration." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor argument validation bug is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing flash-attention symbol import, the other is broad Torch 2.10 incompatibility." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling layers: distributed metric gathering vs BEiT image processor reduction." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure/config, but they are different composite-model compatibility problems." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-missing import error and MacOS bus error on CLIP are unrelated failures." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP zero-probability outputs and RT-DETR memory cleanup are different bugs." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is cache length policy and the other is device-tensor seq-length arithmetic in prefill." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but one is a stale model indexer cache and the other is static-cache slice arithmetic." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model families and different bugs: sparse-layer creation vs legacy-field loading failure." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 model-loading/serialization regressions, but they affect different mechanisms and code paths." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to GraniteSpeech CI stale device override test." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/import problems: flash_attn lookup on Python 3.13 vs Windows ROCm torch.distributed dependency." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different model/runtime issues with no shared underlying defect." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing flash-support symbol import is unrelated to HybridCache import failure." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config creation bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different regressions: Pegasus output drift vs qwen3_5 recurrent state reset with cache." + } + ] + }, + "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-10000-520", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:43278|issue:43825", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:46431|issue:46566", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:44206|issue:45823", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:45593|issue:47000", + "issue:44857|issue:45072", + "issue:27957|issue:34689" + ], + "prepared_review_unit_hash": "d1873001a26e65f8fab67f0314a5fad4d3e093d3ab6d2a441b53248dad13df9c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "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; there is one clear duplicate pair around the Qwen3.5 MoE `from_pretrained` regression. All other soft pairs look like distinct bugs or different layers of the stack, not mergeable duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the better canonical issue because it is the earlier report of the only clear duplicate pair and has the broader, cleaner title for the shared Qwen3.5 MoE `from_pretrained` failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best issue to anchor the cluster since it is the clearest duplicate target among the items and represents the only exact same-bug pairing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different problems: embedding dtype drift during eval vs a pipeline error message regression about translation support." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one is a crash with tool-call messages and the other is a mistral_common final-message continuation bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: Llama 3.2 Vision model loading failure vs output embedding reinitialization after resizing embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Different load paths and symptoms: trailing-slash local path warning vs a specific GLM model unit-test loading failure." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general API area, but distinct failures: batching with padding=False vs assistant mask generation for multimodal inputs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: flash_attention sink handling crash vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Completely different issues: LayoutLMv3 error messaging vs a Trainer `_gpu_broadcast_one` NoneType type error." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different models and behaviors: SigLIP2 docs example errors vs BeitImageProcessorFast label reduction returning the wrong shape/value." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: CPU offload device mismatch in bark-small vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/latents mismatch is unrelated to the unexpected position-id key warnings." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different subsystems: missing chat template error vs DiffusionGemma weights staying on meta with device_map='auto'." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug is unrelated to the Trainer broadcast NoneType error." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same bug report: identical title, same Qwen3.5 MoE `from_pretrained` regression, and both describe the same loading failure." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs-example model/processor issues are unrelated to position-id key warnings across many models." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: accelerate loading of packed BitNet weights vs a stale CI test override in GraniteSpeech." + }, + { + "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:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 regressions, but they affect different models and different failure modes (pegasus output vs Deepseek tokenizer)." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different model components and symptoms: feature extractor arg error vs device mismatch in Gemma4 PLE." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "The checkpoint resume crash and FineWeb training start failure are not the same underlying bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the categories > 2^24 runtime error." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "OOM in Sam3Video and over-padding in Swin2SR are unrelated issues." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking from missing protobuf is unrelated to the missing import_utils availability helper." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and platforms: Trainer broadcast NoneType error vs MacOS CLIP bus error." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM during Qwen2 load are distinct bugs." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-model training failures: missing auxiliary losses vs infeasible RTDetr cost matrix." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Distinct dtype-related bugs affecting different models and execution modes." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to the Llama 3.2 Vision model-loading regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical duplicate pair 45310/45478 is well supported by identical titles and matching Qwen3.5 MoE from_pretrained failure, with 45310 correctly chosen as the earlier canonical issue. The remaining soft-edge rejections stay conservative and are generally justified by distinct titles/symptoms rather than overstated duplication claims." + }, + "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-10000-520", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:38175|issue:44493", + "issue:44464|issue:46424", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:43257|issue:43299", + "issue:37428|issue:42175", + "issue:44448|issue:44977", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:44360|issue:44561", + "issue:32090|issue:33290", + "issue:45290|issue:46655", + "issue:43927|issue:45698", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:43381|issue:43701", + "issue:43873|issue:45229", + "issue:46421|issue:46858", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:44871|issue:44977", + "issue:43976|issue:45440", + "issue:29127|issue:34567", + "issue:33357|issue:39692" + ], + "prepared_review_unit_hash": "c8f33637aabafc3f41a49c9810428864d245fc315b0d105aa1a495938a807e6f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36999, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated model bugs, tokenizer regressions, cache/compile issues, trainer errors, and documentation/examples. None of the proposed soft edges look like the same underlying bug or change, so all are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue in the set: it describes a concrete v5 regression affecting multiple models and has the strongest cross-model impact, making it the best single issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue candidate because it is clearly described, affects several model families, and has broader user impact than the more narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different failures and likely different code paths: SigLIP2 zero probabilities vs unexpected position-id key handling." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache/generation, but one is about compiled forward output inconsistency while the other is about a cache config option only applying to quantized cache." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention 2 test failures are unrelated to token embedding reinitialization after resizing." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate-time UnboundLocalError and Trainer `_gpu_broadcast_one` NoneType errors are unrelated bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel failure and torch.jit GeneratorExp export failure are different model/runtime issues." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval is unrelated to an undefined-variable bug in multimodal token counting." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template crashes on tool-call messages are not the same bug as Qwen2.5-VL video vision_position_ids issues." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "A generation-time UnboundLocalError is unrelated to Adafactor + DeepSpeed OOM." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is about accelerated loading/conversion and the other about a version-specific load regression; not the same concrete bug." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import failure and missing TensorFlow in a torch install are unrelated packaging/runtime problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are different model-specific regressions." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype changes during evaluate are unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve decorator-related errors, but one is a Python 3.13 import/parser problem in DebertaV2Model and the other is a missing decorator registration issue for Qwen3.5 kernels." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer lacking ReLU is unrelated to removal of `is_torch_fx_available` breaking trust_remote_code models." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType handling and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat template crashes are unrelated to SmolVLM video padding miscalculation." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Saving/loading custom token IDs and loading the wrong custom module are both serialization issues, but they affect different parts of the load path and are not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong tokenizer IDs across several models is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image Qwen2.5-VL finetuning failure and BEiT label reduction bug are unrelated processor/data-path issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation problems in Qwen3.5 are unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading behavior are different loading/runtime issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading and Gemma4 multi-GPU OOM are different memory-management problems." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile behavior, but one is about spurious recompilation from lazy cache init while the other is a device-tensor seq-length arithmetic bug in static cache." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast errors." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output divergence and lm_head weight serialization inconsistency are distinct regression types." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility in Transformers and DeepseekV3MoE divergence are unrelated problems." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updates are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in a pretrained CLIP model and SigLIP2 docs-example errors 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": 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-10000-520", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44568|issue:45491", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:45588|issue:45823", + "issue:45198|issue:45803", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:42915|issue:42994", + "issue:43575|issue:43701", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:45440|issue:45593", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "cf97990c92cfca2e30c02f4d7e19e6ffd1178d6dbb05603005e656b58cc10c0c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36783, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are mostly unrelated bugs that merely share broad themes like tokenizers, generation, or model loading. I did not find any convincing duplicate pair to merge.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the cluster spans many distinct bugs across unrelated components, and none of the soft pairs look like the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45198 is a concrete, reproducible bug report with specific failure modes and is among the more actionable items, but it is not a true duplicate hub for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: embedding dtype drift in eval vs tensor-parallel OOM while loading Qwen2-57B." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: trust_remote_code import breakage vs DeepSeek tokenizer correctness." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers/models and different failure modes: MLuke task AttributeError vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER padding crash and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression vs Gemma3 NaN embeddings; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are model-loading/runtime issues, but one is cudaErrorAssert with Qwen3 auto-device-map and the other is multi-GPU OOM for Gemma4." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and a stale warning in paged generate() are different defects." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention integration AttributeError and Gemma4 PLE device mismatch are distinct code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures are not the same as Fuyu's bare-except error swallowing." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are different issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs Qwen3.5 recurrent-state reset bug; no shared underlying defect." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center argument in LaSrFeatureExtractor and video-input regression in Qwen VL models are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are separate model implementation problems." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer decode issue and FastSpeech2ConformerTokenizer load failure do not match." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Different quantization-related bugs: FP8 config failure vs quantized model saving failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is not the same as Wav2Vec2 tokenization/save failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing-in-eval mode bug are different issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings with mixed-length batching is not the same as FA2 long-context performance regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory leak are different bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-info error handling and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and stale num_return_sequences warning are not the same defect." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failure and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "ReasoningEffort import breakage in Gemma 4 processor loading is distinct from the flash_attention AttributeError." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different model-specific bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error handling and dummy class cleanup are unrelated repository 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": 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-10000-520", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45588", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:43526|issue:47217", + "issue:43575|issue:44387", + "issue:45406|issue:46701", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:45372|issue:45406", + "issue:45412|issue:46369", + "issue:44442|issue:45072", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "cecf699d36b8999604d24fcc21c188d69059a2d0d78bdc383e572958c03f1e62", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35622, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated bugs and feature reports. The soft links are mostly superficial keyword overlap (for example, Flash Attention, OOM, tokenizer, or Qwen/VL mentions) rather than the same concrete defect, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue stands out: the set is not a single duplicate cluster, and the soft-linked issues describe different code paths and failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue exists because the cluster is heterogeneous; any one issue would be a poor representative for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Different products and failures: BeitImageProcessorFast label reduction vs VL image-placeholder handling." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory growth; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor attribute error is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 is a different issue from ignoring tokenizer.json during AutoTokenizer load." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Model misbehavior with AutoModel/pipeline is unrelated to RT-DETR memory being retained after deletion." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 loading, but one is an external import error and the other is a missing processor attribute; different fixes." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR garbage-collection memory leak and sam3-litetext memory overflow are different model-specific issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Importing ReasoningEffort from mistral_common is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Beit image label handling and Kosmos2.5 OCR index errors are different code paths." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed is unrelated to Llama 3.2 vision model-loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed/Adafactor OOM and token-embedding resize reinitialization are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2.5-VL import is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label-reduction logic in BeitImageProcessorFast is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash in LwDetrImageLoss is unrelated to sink-less flash-attention attribute handling." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL loading is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention 2 reports, but the titles are too broad to establish the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 pipeline output problems and sam3-litetext memory overflow are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL shape mismatch are separate loading problems." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior do not describe the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError from JSON-loaded lists is unrelated to the Qwen3.5 kernel registration error." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but batched chat-template padding crashes and video vision_position_ids are different failures." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom-model initialization breakage and patchtsmixer post_init policy are not the same concrete problem." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation issues and the 2^24 category limit error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3 recurrent-state reset behavior and Whisper batch_decode special-token handling 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": 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-10000-520", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:43761|issue:45859", + "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:44077|issue:44479", + "issue:45003|issue:45440", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:45325|issue:46697", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44442|issue:45803", + "issue:43575|issue:43742", + "issue:43232|issue:43388" + ], + "prepared_review_unit_hash": "dcb0480b124b6c0c150c582b228c3d3a40510f8412b34902dc4f693a42cfcb12", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35994, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a coherent duplicate cluster: it mixes unrelated issues spanning loading, generation, training, backend imports, docs, and model-specific regressions. All soft links are superficial and should be rejected. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43873 is the closest anchor because it has the most discussion and inbound references, but the cluster is too heterogeneous to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most active/open report and the strongest representative issue in this set, even though it does not actually unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and code paths: CLIPVision hidden-state regression vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-classification padding bug are unrelated subsystems." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is an unsupported feature-extractor argument." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are different problems with different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing on a tokenizer class." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-R Flash Attention 2 support and BART generate mask initialization are separate bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Package extra/backend installation issue does not match a missing import_utils availability flag." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init contract and Qwen video-input regression are different model/features." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety is unrelated to DeepSeekV3MoE behavioral divergence." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline APIs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API issues, but they affect different models and different missing fields." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading failure and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken construction bug and Hub revision forwarding are different utility-layer problems." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload regression are different mechanisms." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as Qwen composite config unwrapping in from_config." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are different preprocessing bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different load failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading regression and missing BACKENDS_MAPPING entry for tensorflow_text are different issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model config missing model_type." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "One is a load-time shape mismatch; the other is a save_pretrained checkpoint regression." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and CPU/CUDA output divergence are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2 tp OOM are different symptoms and code paths." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare-except error swallowing in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Large-model tensor-parallel OOM and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are different training/runtime 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": 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-10000-520", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45381", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46821", + "issue:46829", + "issue:46894", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:27957|issue:32090", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:43761|issue:44188", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:43295|issue:44871", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44077|issue:44534", + "issue:44464|issue:46421", + "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:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45381|issue:47217" + ], + "prepared_review_unit_hash": "4fc74ac38160fd6364560dfb4a11e7c832d977ab67634799eee6ba8761b8453d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35717, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues grouped by broad topical similarity. I don\u2019t see any soft pair that is clearly the same underlying bug/change, though a few are loosely related around multimodal or save/load behavior.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #44521 is the strongest representative to anchor the cluster because it has the broadest multimodal/chat-template framing and the most surrounding user interest (inbound refs/discussion) among the issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best issue to represent the cluster\u2019s closest recurring theme: multimodal template/processing regressions. It is also active and externally referenced.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention support for XLM-Roberta vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIPVisionModel output regression; the other is a generic ModelOutput key-assignment bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are unrelated code paths." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states output regression vs attention-kernel divergence under torch.compile are different bugs." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to an AutoModel PyTorch import error." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states mix-up and Gemma4 quantized dtype casting are separate model-specific issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized-model saving and the other is wrong custom-module loading." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same as a pipeline translation error message issue." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription failure are different model behaviors." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal, but assistant_mask generation and image-placeholder-in-user-text failures are not clearly the same bug." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing availability helper and kernels package import failure are unrelated import issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Config API mismatch and TimesFM window_size AttributeError are different issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression and GPTNeoX rotary_pct reload bug do not share the same root cause." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy and non-persistent buffer junk are separate v5 regressions." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward generation inconsistency and chunked-prefill recompilation are different chunking/compilation problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling bug is not the same as missing model_type in config.json." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 token config mismatch and sinq save/load breakage are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in tensor conversion and Trainer import failing with datasets installed are not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus generate_images test failure are unrelated model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ministral FlashAttention failure affect different code paths." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Missing load-balancing loss and CohereASR double-shift training loss are distinct Mixture-of-Experts/training bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input error and Qwen2_5_VLProcessor batched chat-template crash are different multimodal paths." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Video vision_position_ids bug and image-placeholder-in-user-text failure are both VL-related but not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "nodes": [ + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43994", + "issue:44190", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45405", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:46832", + "issue:47217" + ], + "soft_pairs": [ + "issue:45632|issue:46424", + "issue:43065|issue:44617", + "issue:44610|issue:46369", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:43352|issue:46640", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:44479|issue:47217", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:45127|issue:45200", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:44190|issue:44964", + "issue:43388|issue:43688", + "issue:46693|issue:47217", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:43827|issue:43994", + "issue:44869|issue:46832", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "6e30254ff2da6cf5465c8ac2032fc721eb34447eac014e9b7745c1686acef7bb", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35610, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a collection of unrelated issues across model loading, generation, vision pipelines, Flash Attention, caching, docs, and serving. The soft pairs only share broad subsystem keywords; none look like the same underlying defect, so no duplicate merges are warranted.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items do not form a single duplicate set, and the soft pairs are only loosely related by subsystem rather than by the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate: there is no shared underlying problem to anchor the cluster, so any single issue would be an arbitrary representative rather than a true canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a local-model path collision in trust_remote_code and the other is max_cache_length handling for quantized cache; different bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and Sam3Video OOM are unrelated failure modes; same model family is not enough." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and Sam3-LiteText memory overflow are different models and different code paths." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TF backend import behavior and a missing transformers import_utils symbol are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading/saving, but one is a legacy preset field for BEiT and the other is wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different models and symptoms." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus test regression and Sam3LiteText auto_mappings CI break are separate model-specific issues." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "One is a specific model not supporting FA2 yet; the other is a generic Flash Attention 2 issue with no evidence it is the same defect." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Windows/ROCm import failures from torch.distributed dependencies." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A vague request to add data and a Gemma pipeline roundtrip bug are not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Video-input regression in several VL models and image-placeholder failures in user text are different modalities and likely different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload regression do not describe the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocabulary collapse with tied embeddings and Gemma4 mm_token_type_ids defaults are different training/config issues." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and local-path trailing-slash import warnings are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in Sam3VisionEncoderOutput are different problems." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is a missing GenerationMixin cache in v5 chunked_prefill and the other is recurrent state reset in modular_qwen3_5.py; not the same defect." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script and loading a multimodal pretrained model are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Label truncation in gather_for_metrics and auxiliary-loss normalization are distinct training/evaluation bugs." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression and image-placeholder handling in VL models are different issues." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2Model and a flash_attention AttributeError on sink-less models are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus model test failure and an unreleased peft version bump are not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() UnboundLocalError and output-embedding reinitialization after resizing embeddings are separate code paths." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and a SIGLIP2 inference issue with AutoModel/pipeline are different artifacts." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated model bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache continuation indexing and Gemma4Processor missing _tokenizer are different server-side 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": 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-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43854", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:43644|issue:44913", + "issue:45072|issue:46932", + "issue:43335|issue:44855", + "issue:46082|issue:46697", + "issue:25251|issue:27957", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:43673|issue:46421", + "issue:43335|issue:44190", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:45381|issue:46655", + "issue:45588|issue:47013", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44464|issue:45563" + ], + "prepared_review_unit_hash": "796aed2cd5b7ea1f75e7a40f7fce909ff520f847c3624f838f55d1d9c3c9784c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose lexical grouping of unrelated issues; the soft pairs share broad subsystem words but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out: the items cover many unrelated regressions and feature bugs, so a representative duplicate target is not justified.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the cluster; the titles are too heterogeneous for one canonical duplicate to make sense.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both mention trust_remote_code/cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading; different failure modes and fixes." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "These are unrelated: category-cardinality limits in preprocessing vs cache.get_seq_length returning a device tensor and breaking slice arithmetic." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization is a runtime state bug; rotary_pct reverting on reload is a config serialization issue." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both involve dtype casting, but they affect different models and code paths: bfloat16 inference mismatches vs quantized Gemma4 vision/audio embedders." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 IndentationError in DebertaV2 are unrelated bugs." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are separate configuration/model issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are not the same bug or change." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "One is a Qwen3-VL weight-shape load failure; the other is an incorrect tied-weights warning in Qwen3-Next. Different model families and code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription generation failure are unrelated symptoms with different fixes." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init handling in patchtsmixer and strict config loading for granite_speech are distinct validation/configuration problems." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission when output_router_logits=False is different from Florence2 double-shift training loss logic." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning cleanup and Whisper empty-transcription failure are unrelated generation issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the image-classification script." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different model bugs." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and category-count overflow are not the same underlying issue." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5-35B chat crash do not share a concrete failure path." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both concern chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is a recompilation regression from lazy cache initialization; not the same fix." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and dataset loading in a training script are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading problems and janus generate-images test failure are different model/test issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same bug as OmDet-Turbo's processor producing 640px inputs instead of 224px." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression and serve KV-cache continuation tensor indexing are separate code paths and fixes." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the bug is different: incorrect vision_position_ids vs incorrect padding calculation." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None and xLSTM unpacking a bare tensor are unrelated shape/contract bugs." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "CUDA OOM in Sam3Video and memory overflow in sam3-litetext are different models and failure causes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A regression in processor.tokenizer/image handling is unrelated to gemma4 token embedding resize propagation." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation example errors and local dataset loading script failure are not the same issue." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different persistence/training bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Inconsistent compiled generation outputs and a stale num_return_sequences warning are different generation 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": 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-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46506", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47217" + ], + "soft_pairs": [ + "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:44462|issue:45907", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43854|issue:44964", + "issue:44938|issue:45542", + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:43526|issue:46697", + "issue:43673|issue:46858", + "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44496|issue:47217", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:44295|issue:46506" + ], + "prepared_review_unit_hash": "73825ce72ac5d1cd939b3733760a39597273782d91331bdf188d2e47763e5ef1", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35797, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic bundle of unrelated Transformers issues, not a true duplicate set. The only close match is the DeepSeek tokenizer pair, but even that looks more like a related follow-up than the same defect.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue cleanly represents the cluster: the items span unrelated regressions across tokenizers, model loading, chat templates, generation, CI, and backends.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global canonical; choose by subtopic rather than treating this as one duplicate thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions in v5, but one is generic and the other is DeepSeek-Coder v1 with a specific PR-gap note; not clearly the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: token embedding resize/reinit vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Separate multimodal video-processing bug vs KV-cache tensor-indexing crash in serve." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve apply_chat_template edge cases, but one is tool-call assistant content and the other is an empty input list; not the same defect." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated failures: pipeline top_k nesting change vs BART generate decoder_attention_mask assignment error." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI breakages, but caused by different regressions in unrelated areas." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different APIs and bugs: tokenizer.json selection vs list_repo_files not forwarding revision." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config issues, but one is trust_remote_code missing fields and the other is an unrecognized model without model_type." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: assistant masks in chat templates vs qwen2.5-vl video vision_position_ids." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Two distinct model-load failures for different models; no shared underlying bug is evident." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend installation are separate issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related only broadly; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to post_init reinitializing output embeddings after resize." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs affecting different models and preprocessing steps." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/prefill, but one is a missing cache in chunked_prefill and the other is a device-tensor arithmetic issue under static cache + compile." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model-loading failure and a broken auto_mappings reference are different regressions." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement and a bare-except swallowing errors are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override failure is not the same as a specific model load error." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A packaging/backend install issue and a generic dependency issue are too broad to treat as the same bug." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config loading and VL placeholder handling are different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast of NoneType and token embedding reinitialization are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache collisions and a missing import_utils helper are separate issues." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal chat-template assistant masks are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different underlying export problems." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; no shared root cause is shown." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Untied lm_head weights and an incorrect saved checkpoint regression are distinct model lifecycle bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings references are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer registration/position_ids error and CPU-vs-CUDA output divergence are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:46932", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:46082|issue:46121", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:43582|issue:46932", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43295|issue:44779", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "0dc0515ebac4a4ef08fafd4b385e13747c97e5261eabf89ea675e7fca5d72b2c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36835, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edges look like true duplicates; the pairs mostly share only a subsystem, model family, or versioning theme while describing different concrete failures. If a representative issue is needed, issue:43295 is the strongest standalone regression report.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43295 is the clearest standalone bug report: explicit regression, concrete API break, reproducible behavior, and broad impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the best overall representative because it is specific, reproducible, and well-scoped compared with the more niche or documentation-oriented reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both concern model/processor behavior, but one is a processor.tokenizer regression and the other is an embedding resize bug; different code paths." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated failures." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is max_cache_length semantics for quantized cache." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-validation list handling are distinct config bugs." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different models and different problems: helper output-length behavior vs CPU/CUDA result divergence." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "One is unrecognized model loading; the other is an image-processor torchvision dependency regression." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-missing behavior and ANSI-color output in loading_report are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are version/load-time complaints, but they involve different root causes and model paths." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "reduce_labels returning one label is unrelated to a docs mismatch about return_all_scores." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A documentation/behavior mismatch does not match an unrecognized-model configuration error." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in warmup and Gemma4 quantized-dtype casting are unrelated bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a runtime failure on torch>=2.9 and the other is a version-check bug for AuxRequest import." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate training logic issues." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and _torch_extract_fbank_features behavior are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but saving dequantized checkpoints and FlashAttention load failures are different code paths." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder text issue and audio feature extraction are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken special-argument TypeError are different failures." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version compatibility and a generic dependency issue are too broad and not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus generation test failure and cache-length configuration semantics are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both are in flash_attention, but model-specific FlashAttention failure and s_aux=None crash are not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL import and nonexistent image_utils import are different API surface issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config classes and different field/default handling bugs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same underlying problem." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs mismatch for text classification is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained checkpoint corruption are separate model lifecycle bugs." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state and tokenizer thread-safety regression are unrelated." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch-finalization bug and SAM3 memory overflow are different issues." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans kth-out-of-bounds and apply_chat_template on empty list are different edge cases." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are regressions, but one breaks processor.tokenizer/image passing and the other changes Deepseek tokenizer output; different failures and fixes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and a specific unreleased PEFT minimum-version bump are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-520", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:44779|issue:45812", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:43644|issue:47145", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:44462|issue:45081", + "issue:43931|issue:47145", + "issue:43299|issue:43854", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44336|issue:46851", + "issue:45081|issue:45907", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "be8d697c0f150a21c21954d255502a30a6946ffd36966f4ebe56eb76c293d2e6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35409, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystem themes (tokenizers, loading, multimodal configs, serialization) but not the same concrete bug. I would not merge any of the proposed soft edges; the only plausible umbrella issue in the set is the broad import-regression report.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update\u201d), so it is the best cluster anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general regression report and could subsume related import-failure symptoms better than the narrower model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they describe different examples and different failures; not the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Unrelated tokenization bug versus a nonsensical placeholder issue; no shared underlying problem." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different models and code paths: Blip2 dtype loading versus Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments not applied is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A pipeline processor-selection bug and a remote_code regression are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Possible overlap at a very broad level, but one is a specific missing import and the other is a generic report of many import errors; not enough evidence of the same root cause." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and an unreleased PEFT minimum version are unrelated issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families with different symptoms; too broad to be the same bug." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and an RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both concern weights/embeddings, but the concrete failures differ: serialization mismatch versus resize_token_embeddings not updating tied components." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "A tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different models and different failures: LlamaConfig head_dim validation versus a Qwen3.5 kernel registration error." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a loading failure and the other is incorrect save_pretrained key output." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Explicit head_dim validation and stale config.dtype after from_config are distinct config bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup and Gemma4 device placement are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "General non-persistent buffer junk and missing FP8 weight_scale application are different loading/serialization issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful relation; the first is not a real bug report and the second is an FP8 inference issue." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing MoE load-balancing loss and missing default mm_token_type_ids are separate model-loss issues." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Generic AutoTokenizer repo-file handling versus a Mistral regex patch crash are different tokenizer-loading paths." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL loading is not the same as FP8 weight_scale omission." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Two different model-loading problems affecting different models; no shared underlying bug is shown." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch versions is unrelated to a TensorFlow backend import problem." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention crash on sink-less models is unrelated to RTDetrLoss infeasibility." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI-code output in loading_report and variable-length position_ids handling are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "A tokenizer regex patch crash and a list_repo_files revision-forwarding CI break are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization problems in different model classes; 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": 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-10000-520", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45103", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:44623|issue:44749", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:44246|issue:47217", + "issue:45103|issue:45372", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:47176|issue:47177", + "issue:44671|issue:44779", + "issue:45600|issue:45712", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:44188|issue:44336", + "issue:44186|issue:47000", + "issue:44336|issue:44373", + "issue:43575|issue:47145", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:43824|issue:43976", + "issue:44987|issue:45542", + "issue:43723|issue:44162", + "issue:42796|issue:43441" + ], + "prepared_review_unit_hash": "6763cc8d1a04a7b6d7104258f51dee92266de4c8867df05d8490bf5b0ba4ccec", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34954, + "estimated_input_tokens": 8739, + "estimated_eval_tokens": 17734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated transformer bug reports. A few pairs share broad subsystems like quantization/offloading, tokenizer loading, or deepspeed, but none look like the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a clear duplicate anchor; the cluster is heterogeneous and the apparent overlaps are only superficial.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative must be chosen, issue:43873 is the broadest and most discussed item, and it sits closest to the recurring quantization/offloading theme seen in a few candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files vs. slow filtering after upgrade; different symptoms and code paths." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving a quantized model and loading a dequantized model with offload are related areas but distinct bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on Ministral vs. long-OCR index error in Kosmos2.5; unrelated model-specific issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is duplicate optimizer stepping." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layer norm epsilon precision issue vs. torch.split return-value handling; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both touch quantization/offloading, but one is offload behavior and the other is frozen FP8 checkpoint scaling; not the same defect." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility vs. variable-length position_ids handling; distinct model behavior problems." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import latency vs. VL placeholder parsing failure; no shared underlying bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring crash with future annotations vs. mistral_common import failure in Gemma 4 loading; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save missing files vs. Gemma-4 zero3 from_pretrained loading; different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency mismatch vs. Python version compatibility regression; not the same issue." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Different security bugs: shell command substitution bypass vs. tar/zip slip file-write RCE." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression vs. Deepseek tokenizer regression; separate model/tokenizer bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "CI break from stale auto_mappings references vs. leftover dummy classes leaking into namespace; distinct cleanup issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs. slow import; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs. glm-4v-9b loading failure; different config/loading bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill vs. CLIPVision hidden_states regression; separate code paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs. ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs. RTDetrLoss cost-matrix infeasibility; different subsystems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal color output bug vs. wrong position_ids docstring; not duplicates." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM while loading a model vs. FP8 checkpoint scale handling; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs. Gemma4 device-mismatch forward bug; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id attribute vs. trust_remote_code returning incomplete config fields; different attribute/config issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a VL class vs. Python version incompatibility; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading regression vs. backend dependency installation problem; different layers of the stack." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs. ESM2 model breakage; different objects and failures." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs. FlashAttention failure; no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:45072|issue:46829", + "issue:45561|issue:45563", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:36246|issue:42757" + ], + "prepared_review_unit_hash": "2f4a5ce89dfafa4773d8f0d437465c67af8e2589ba056759348301f828eed83f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35968, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports. The proposed soft pairs usually share keywords or a subsystem, but not the same concrete failure, so none should be merged. The only coherent local theme is Qwen positional/variable-length handling, for which issue 46851 is the best anchor.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46851 is the clearest, most concrete representative of the recurring Qwen position_ids/variable-length-input problem class in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "46851 is the most actionable issue here: specific failure mode, clear model family, and closest to the small positional-bug subcluster that actually overlaps.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: FP8 storage/load error vs Qwen3.5 chat crash; only the model family differs." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention positional handling, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length position_ids; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch on save_pretrained is unrelated to Gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is a performance issue; unrecognized model/config is a loading/architecture issue." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen positional bugs, but they hit different code paths: feature-length helper vs variable-length position_ids." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and FP8 weight_scale omission are unrelated model-loading problems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package import/version requirement is unrelated to the Qwen3.5 apply_rotary_pos_emb registration crash." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor and Python-version incompatibility are different root causes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Missing nn during sentence-transformers import is unrelated to the undefined tf backend caused by tensorboard-only installation." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Incorrect video padding in SmolVLM is not the same as AutoProcessor failing when a vision backend is missing." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "One is kernel registration/decorator failure; the other is variable-length position_ids behavior in Qwen3.5." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is a different bug from VL image-placeholder failures in chat/user text." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-list apply_chat_template IndexError are distinct code paths." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations handling is unrelated to Qwen3.5 kernel registration errors." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a registered position_ids buffer is not the same failure as Gemma-4 zero3 loading." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in classifiers is unrelated to VideoPrism returning the wrong hidden_states tensor." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist file race and stale num_return_sequences warning are different testing/runtime issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape handling in loading_report is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id configuration inconsistency do not describe the same defect." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and Qwen3.5 chat crashes are separate model/runtime problems." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux=None crash is a different failure than variable-length position_ids handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MoE models, but one is a cross-version LoRA compatibility issue and the other is a model-loading breakage in main/dev0." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained inconsistency are unrelated bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Importing Qwen2_5_VLImageProcessor and missing huggingface_hub.is_offline_mode are different import errors." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size raising AttributeError." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss omission and D-FINE auxiliary-loss omission are different model-specific training bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are not the same code-path problem." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register changing function behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46897", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:46726|issue:47217", + "issue:41950|issue:44220", + "issue:43257|issue:45137", + "issue:43540|issue:46655", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44295|issue:44749", + "issue:44479|issue:46655", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:44162|issue:45200", + "issue:45137|issue:45600", + "issue:43295|issue:45292", + "issue:45003|issue:45561", + "issue:36246|issue:43596", + "issue:44466|issue:45335", + "issue:43475|issue:46369", + "issue:44038|issue:46506", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "e974e89f1c42fa2ab3e2454d785b01342ac9ea6c1690070923749c878f20d8c5", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36102, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity bucket, not a true duplicate set: it mixes unrelated regressions across Qwen/VL, embedding resize, DeepSpeed, configs, and docs. No PRs are present. I\u2019d anchor the issue side on the broadest, most representative regression report, but I would not merge any of the soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the best anchor: it describes a broad, multi-model v5.3.0 video-input regression with clear reproduction scope and higher discussion activity, making it the most representative concrete bug report in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest global representative because it covers a concrete regression affecting several related models rather than a narrow one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output corruption and embedding-resize behavior are different code paths and different bugs." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-symbol import failures: Qwen2.5-VL image processor vs HybridCache." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend / unrecognized image processor is distinct from empty image-placeholder handling in VL text." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor bug and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is a ZeRO3 deque crash." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video, but the failing model paths and bugs differ: Qwen3OmniMoe ValueError vs SmolVLM padding." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-chat-template IndexError are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing strict field and the other is from_config unwrapping logic." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as a buffer and Chinese report about slower filtering are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Different models and different video-processing failures; not the same concrete regression." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding is distinct from a missing decorator on apply_rotary_pos_emb registration." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Embedding resize behavior has nothing to do with RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque crash and removed Sam3LiteText config references are different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and token-embedding resize bug are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe module lookup and pytest-xdist file-race are different issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Both are import/runtime failures, but for different models and different root causes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied lm_head weights and decoder.embed_tokens not updating after resize are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision output missing a field and SAM3 LiteText memory overflow are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA discrepancy are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in save_pretrained is unrelated to AutoProcessor backend resolution." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config validation, but they concern different models and different specific config-field problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-logit load-balancing loss and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT label reduction bug and Florence2 double-shift training-loss bug are different issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model fails for a different reason than protobuf-related tokenizer error masking." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2.0 yet is not the same as the generic Flash Attention 2.0 topic." + } + ] + }, + "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-10000-520", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46832", + "issue:46851", + "issue:46894", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:44479|issue:46170", + "issue:43526|issue:46894", + "issue:42199|issue:46851", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:46170|issue:46832", + "issue:44188|issue:46202", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:44361|issue:44749", + "issue:45685|issue:46431", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "38c774300fe8347e08a1043bec8813d336888f2d64c9639b9c015088d86b3089", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely a grab bag of unrelated closed issues. The soft pairs mostly share only broad subsystem keywords (tokenizers, Qwen, RT-DETR, deepspeed, saving/loading) but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44479 is the strongest representative standalone report in this set: it describes a concrete, broad regression affecting multiple Qwen video variants, with a clear failure mode and actionable scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most suitable issue to keep as the representative anchor because it is well-scoped, clearly reproduced, and broader than the other entries, which are mostly isolated bugs in different areas.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs Windows ROCm import/type error; different subsystems and root causes." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs CohereASR double-shift training loss bug; unrelated code paths." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class issue vs Qwen3.5 variable-length position_ids issue; not the same bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma-4 zero3 from_pretrained loading problem vs deepspeed optimizer stepping twice; distinct failures." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning bug vs patchtsmixer post_init policy issue; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs ESM2 breakage; no shared concrete code path." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "tie_word_embeddings warning in fine-tuning vs flash-attention generation failure; different symptoms and causes." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "granite_speech strict-config loading issue vs Windows ROCm dependency/import error; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder missing attribute vs Qwen3OmniMoe video ValueError; different model families and bugs." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak on GC vs MaskGenerationPipeline final-partial-batch dropping results; not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache load failure vs Gemma4 multi-GPU CUDA OOM; different layers and failure modes." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs DeepSeek accuracy regression; one is loader behavior, the other model quality." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows ROCm import problem vs RTDetr forward TypeError on feature levels; unrelated code paths." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; no shared root cause." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs sam3_video/sam3_tracker type warning; different issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning; both loading-related but not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Repeated embedding-tie warning vs stale num_return_sequences warning; unrelated warnings." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash vs Gemma4 mm_token_type_ids defaulting issue; different subsystems." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change vs FP8 frozen checkpoint load missing weight_scale; unrelated problems." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection vs Gemma pipeline token roundtrip issue; different API surfaces." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Reproduction of an earlier issue vs Gemma token roundtrip failure; not the same underlying bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Compile-time attention branching divergence vs cache lazy-init recompilation; different performance bugs." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior vs deepspeed_sp_compute_loss host sync; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract issue vs LlamaConfig head_dim validation; not the same code path." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash vs flash_attention s_aux=None AttributeError; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Chinese report of slower filtering after upgrade; no shared bug." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram int error vs missing chat template ValueError; distinct failures." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch vs processor.save_pretrained missing files; both save-related, but different artifact types and defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:43994|issue:46726", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:45561|issue:47217", + "issue:44188|issue:46851", + "issue:43232|issue:43673", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:45310|issue:45375", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:39692|issue:46726", + "issue:46463|issue:46877", + "issue:46877|issue:47000", + "issue:42994|issue:43525", + "issue:44869|issue:45356" + ], + "prepared_review_unit_hash": "e030c33da44ab41721c82a9543fe6f49aaa4c94bf33a787ca96cb1aff03929b9", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35235, + "estimated_input_tokens": 8809, + "estimated_eval_tokens": 17874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly v5 regressions, model-specific bugs, and a few docs/import/test problems. None of the proposed soft pairs look like safe duplicate merges.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the broadest framework-level regression here: custom model initialization breaking in Transformers 5.0. It is more representative of the cluster\u2019s recurring v5 API breakage than the narrower model-specific or doc-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best umbrella issue because it describes a concrete, upstream initialization break rather than a single model family or surface symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems and failure modes: auto_docstring annotation handling vs cache length arithmetic in generation." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the training slowdown/reporting issue in data filtering." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Both involve training, but one is a performance regression and the other is double optimizer stepping under deepspeed; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder architecture detail vs MaskGenerationPipeline batching bug are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "One is incorrect model/pipeline output, the other is a missing-vision-backend import/error path; different root causes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save-pretrained file omission does not share the same code path as deepspeed optimizer stepping." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom-model initialization breakage is not the same as the ESM2-specific regression." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque errors are distinct failures." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Tokenizer/model eos-token mismatch is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and empty-list chat template crashing are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are in the Qwen3.5 MoE family, but one is a missing config field dropped by @strict and the other is a generic from_pretrained error; not enough evidence of the same code-path bug." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring wording for position_ids is not the same issue as variable-length position_id handling failing at runtime." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report is not the same concrete failure as gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision encoder output attribute mismatch and TimesFM window_size AttributeError are unrelated model bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 output is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist file race in testing utilities is unrelated to VL image placeholder handling in user text." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation state, but one is sync_gpus update logic and the other is chunked_prefill cache availability; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite directions of quantization I/O and do not share the same failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure and processor.save_pretrained file loss are separate issues." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Likely same model family, but one report is a generic from_pretrained failure while the other is a specific config-field drop; too different to merge confidently." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import regressions, but they reference different missing symbols/modules and likely different API removals." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Broken documentation example with multiple mistakes is not the same as runtime missing-backend error handling." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout noise has nothing to do with RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different configuration/serialization problems." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are both tokenizer-adjacent but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:43784|issue:46399", + "issue:44038|issue:45310", + "issue:42994|issue:43824", + "issue:44945|issue:45753", + "issue:45561|issue:47059", + "issue:44222|issue:45310", + "issue:44857|issue:46877", + "issue:44661|issue:47059", + "issue:45593|issue:46877", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42673|issue:43704", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568" + ], + "prepared_review_unit_hash": "5b63b2e901f240bf5051e708caec3c4583f2f9ac1bc7ecee179c05bf2d11766e", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36229, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers bug reports. The only clear duplicate soft edge is the repeated Qwen3ForCausalLM VRAM-leak report; the rest differ by model, API, or failure mode.", + "confidence": 0.66, + "canonical_issue_reason": "issue:42673 is the earliest and more-discussed report of the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; issue:43704 later repeats the same title and bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best cluster representative because it is the earliest and more-discussed instance of the only clear duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different failures and code paths: AutoTokenizer loading vs. continue_final_message handling." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 backend settings and InternVL2 meta-initialization incompatibility are unrelated bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as incorrect output under pipeline parallelism." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible-cost-matrix crash are unrelated runtime errors." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import symbols from different modules; not the same underlying import issue." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they affect different APIs and have different causes." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but the concrete failures and affected paths differ." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2_5_VL import failure are different bugs." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel wrong output and an image-specific infinite loop are distinct model-behavior issues." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to the huggingface_hub CLI attribute error." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE and from_pretrained failure on Qwen3.5 MoE are different code paths." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer-mapping registration bug and CLI completion regression are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time diagnostics are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash and annotation-handling crash are different failures." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash and Gemma pipeline roundtrip failure are different bugs." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma pipelines, but the observed failures are different." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-kwargs update after sync_gpus and Janus image-generation test failure are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "General FP8 accuracy concerns and FP8 MoE save_pretrained failure are not the same defect." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in torch install is unrelated to the image_utils import issue." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset and DeepSpeed host synchronization are different code-path problems." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are different issues." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure and xdist file race are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training and DeepSpeed OOM with Adafactor are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers and embedding reinitialization in post_init are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they describe different regressions and different APIs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the duplicate verdict for issue:42673 / issue:43704 is supported by the packet. However, the best_issue_reason overstates the evidence by calling 42673 the \"most referenced\" instance: the packet does not show inbound references for either issue, only more discussion activity. That claim should be downgraded to something like \"earliest and more-discussed\". Because the output is not fully evidence-tight, I\u2019m rejecting it." + }, + "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": 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-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "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:27957|issue:30333", + "issue:42673|issue:47085", + "issue:44843|issue:47085", + "issue:43479|issue:44079", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:42222|issue:45200", + "issue:30333|issue:36331", + "issue:44734|issue:45103", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "a18b65cfda94ab05919a20f55ac02fd475858bc62e0e0bac2491814793095afd", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports with superficially similar keywords, but no pair looks like the same underlying bug or change. I would not merge any of the soft edges, and there are no PRs to choose from.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue is suitable: the items span unrelated regressions, docs bugs, tokenizer/model issues, and infrastructure problems. The soft edges are mostly keyword similarity rather than shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly represents the cluster as a whole; the set is too diverse for a meaningful canonical issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different problems: missing TensorFlow in an install extra vs leftover dummy PT classes leaking into checks/imports." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Both are multimodal-related, but one is config initialization and the other is an output-field bug in VideoPrism." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer behavior regression vs thread-safety regression; different symptoms and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Saving processor artifacts is unrelated to a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is not the same bug as fast tokenizer thread safety." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Removed config references in auto_mappings is unrelated to a huggingface_hub CLI compatibility break." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different generation bugs: attention-mask construction vs final partial-batch handling in a pipeline." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-thread dataloader use is not the same as FA2 long-context performance regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 regressions, but one is clean_up_tokenization_spaces semantics and the other is Granite token-id mapping." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both mention tokenizer loading, but one is AutoTokenizer.from_pretrained offline/model-info behavior and the other is add_special_tokens token insertion." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated multimodal config defaulting vs Whisper word-timestamp decode crash." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are different documentation issues." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken examples, but they concern different models/docs and different failure modes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL symbol are unrelated import failures." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the affected models and root behavior differ." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta is unrelated to MLflow status reporting after training failure." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded loading is not the same as tokenizer thread safety." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model-info lookup in AutoTokenizer is a separate issue from Rust tokenizer thread safety." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting for multimodal models is unrelated to ModelOutput key assignment when values are None." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs and Llama 3.2 vision model loading regression are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-patches method in one processor is not the same as meta-initialization incompatibility in another model family." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior and processor.tokenizer/image passing regressions are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "These are both v4-v5 behavior changes, but one is tokenizer cleanup and the other is Pegasus output differences." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose models and Gemma 4 mm_token_type_ids defaults are different multimodal issues." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting after failure is unrelated to a trainer signature mismatch." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing in serve is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import/setup problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained for MoE and tokenizer_class mismatch in saved config are unrelated serialization bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args being ignored is not the same as a documentation parameter-name typo." + } + ] + }, + "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-10000-520", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46762", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44360|issue:46762", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:43504|issue:47059", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:44295|issue:44623", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:44263|issue:44360", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "6dc038de0804defea0d1697b890c2890792ca8efa8aaac6aeb84dbabdcd8d9a9", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37295, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans unrelated Transformers regressions around imports, tokenizers, model configs, FP8, generation, and example scripts. None of the soft pairs look like the same underlying bug/change, so no duplicate merge is justified.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too broad and the reports are not duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the broadest representative of the loading/import-style regressions, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different failures: empty multi-label outputs in an example script vs local dataset loading in another script." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: a PEFT version pin problem vs leftover dummy classes leaking into the repo API." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and deepspeed double-step behavior are different bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression is not the same as missing processor save files." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import exposure from image_utils and dummy class cleanup are separate issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different code paths." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different outputs across versions and AttentionInterface.register behavior are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is tokenizer loading/import behavior." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are distinct model issues." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization and non-persistent buffer junk are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and attention registration behavior do not share the same root cause." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols, modules, and failure modes." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer missing ReLU and Minimax MSA numerical mismatch are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig rejecting head_dim." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained and max_shard_size default behavior are different concerns." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are separate bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Pretrained model loading with a legacy field and CLI test failures with huggingface_hub are different issues." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 dtype casting are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and remote-code meta-init incompatibility are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A tensor-splitting issue and a docstring fix do not share a root cause." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and processor.save_pretrained missing files are separate code paths." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs sync behavior and cache-length honoring are different cache/generation bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 and missing chat template validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation after sync_gpus and long OCR input index errors are not the same defect." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall and zero probabilities in a SigLIP model are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script and a LlamaConfig validation error are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "DSA indexer split handling and missing ReLU in the DSA indexer are separate implementation issues." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing an attribute and MoonshineStreaming window off-by-one are not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but one is a window mask off-by-one and the other is padding calculation." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained 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": 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-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44279", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46664", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:43986|issue:46726", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:44964|issue:47059", + "issue:44829|issue:46002", + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:39379|issue:46172", + "issue:22355|issue:28218", + "issue:44188|issue:44373", + "issue:46305|issue:46664", + "issue:44327|issue:47059", + "issue:43986|issue:47217", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:45381|issue:46909" + ], + "prepared_review_unit_hash": "2eac317870f53a424333a97e12ba6f2ab5d5bb35ece988fa9f77d57bae79d5e7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36342, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformer issues with one clear duplicate pair around AutoProcessor failing when the required vision backend is missing.", + "confidence": 0.88, + "canonical_issue_reason": "issue:46726 is the clearest generic formulation of the duplicate AutoProcessor/vision-backend bug and best captures the shared failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46726 is the best representative issue here: it states the underlying bug succinctly and broadly, unlike the more specific duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Different bugs: a SAM3 memory overflow vs a DIA documentation example issue." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated: missing transformers.onnx import vs Flash Attention 2 behavior in XLMRoberta." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving quantized models, but different quantization flows and failure modes." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Same underlying AutoProcessor failure when the required vision backend is missing; the titles describe the same code-path bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Different issues: a dependency problem vs a padding performance regression." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal model persistence/loading, but one is meta-init compatibility and the other is incorrect visual encoder keys." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model-specific bugs: FineGrainedFP8 accuracy vs Qwen3-VL-Moe behavior." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated: MLA rms_norm_eps precision handling vs InternVL2 meta-initialization compatibility." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different packages/models." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: loading a multimodal model vs a huggingface_hub CLI test regression." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: flash_attention_3 training degeneration vs NaNs after checkout/init in classification heads." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are vision/video timing bugs, but they affect different models and different sequence-masking logic." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different issues: chat-completions request handling vs a Gemma4Processor attribute crash." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but different problems: wrong model-type warning vs missing text encoder weights." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: FP8 accuracy regression vs an infinite loop on a specific image." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated low-level bugs in different model code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: an import error vs tokenizer spacing after added tokens." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different categories entirely: torch.compile attention-kernel divergence vs a docstring issue." + }, + { + "left": "issue:46305", + "right": "issue:46664", + "accept": false, + "reason": "Both are video-related, but one is an off-by-one masking bug and the other is inconsistent frame-count semantics." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: QA span decoding crash vs CLI test failure from a dependency change." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both concern vision models, but one is a missing-backend import path and the other is a placeholder-position bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions with different symptoms and model families." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report; the former is one specific missing symbol, not clearly the same underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different issues: offline cache loading vs quantized model saving failure." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer problems: offline cache loading vs wrong decoder type in v5." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different symptoms and subsystems: XLMRoberta Flash Attention 2 vs Sentence Transformers loading hang." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different model-specific tokenization failures." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different bugs and models: sam3 model-type mismatch vs memory overflow on sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated generation-state bug vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Unrelated: video position IDs vs documentation example breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft pair is reasonably supported by the titles: both point to the same AutoProcessor/vision-backend missing-dependency failure mode. The other verdicts are generally conservative and do not overclaim." + }, + "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": 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-10000-520", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:42371|issue:44263", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43329|issue:47059", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:44704|issue:45290", + "issue:46172|issue:46762", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:45216|issue:45478" + ], + "prepared_review_unit_hash": "c5e5269570c417f7a1269611612ecda7c6ec551799a266cb4d26a9bfc7cdd74d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35737, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set. The only defensible soft merge is the import-regression umbrella; the Qwen3.5 save/load pairing is too speculative from the packet alone and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45278 is the broadest user-facing regression here: a post-upgrade import breakage affecting multiple symbols, which makes it the best umbrella issue for narrower missing-export reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue because it captures the widest concrete regression surface and can absorb related import failures without overgeneralizing unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Multimodal video-processing failure and a broken documentation example are different bug classes." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init regression and NaNs in classification heads are different code paths and symptoms." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access error and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Checkpoint saving for dequantized models and pipeline-parallel output corruption are distinct bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage is separate from the sentence-transformers import NameError." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are load-time failures, but they involve different models, platforms, and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure and Phi-4 multimodal load failure are different serialization/load bugs." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version support regression is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value bug are not the same underlying issue." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": true, + "reason": "Specific missing AutoImageProcessor export fits the broader post-upgrade import-regression umbrella." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and stale Sam3LiteText references in auto_mappings.py are different defects." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer-count discrepancy and tied-weights warning are different model-implementation bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Checkpoint save failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling and AutoProcessor kwargs propagation are different loader defects." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token-counting bug and CLI completion attribute error are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug and loading sleng-bert are different issues." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug and zero assistant masks for multimodal inputs are separate tokenizer behaviors." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated algorithmic bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs forwarding and assistant-message tool-call crashes are different apply_chat_template/loader issues." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical issues, but they concern different models and attention implementations." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and tokenizer_class mismatch on save are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Generic tokenization drift and continue_final_message on mistral_common are too different to merge." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization drift and multimodal assistant_masks are separate issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and position_ids buffer access are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 video model-type warning and missing fpn_position_embeddings attribute are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "GGUF loading issues and dequantized save failures are unrelated serialization/load paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and FP8 save_pretrained for moe are distinct issues." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "The packet only shows a save_pretrained checkpoint correctness report versus a from_pretrained load error; the causal link is speculative, so they should not be merged." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too speculative: issue:45216 vs issue:45478 is not clearly the same bug from the packet alone. They share Qwen3.5 and 5.4+ context, but one is a save_pretrained checkpoint correctness report and the other is a from_pretrained load error; the causal link is asserted rather than evidenced. The import-regression pairing (issue:41628 vs issue:45278) looks conservative, but the second accepted pair is not conservative enough for the available evidence." + }, + "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": 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-10000-520", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46877", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "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:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:42673|issue:45072", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "e30563e69009fc42ae731e6a5b25b20879278551fdf48bb71379dbad4eb1a88c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35977, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: it mixes unrelated import, tokenizer, multimodal, generation, packaging, and docs regressions. None of the soft-edge pairs looks like the same concrete bug/change, so all should stay separate. If an umbrella issue is needed, 45278 is the closest representative of the import-regression subset, but it is not a real canonical duplicate for the full set.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits the whole set; the items are too heterogeneous to represent one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest representative of the recurring import-regression complaints, but it still only covers a subset of this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and likely different regressions." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example-script classification output bug; the other is a Gemma 4 multimodal config/input issue." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both touch tokenization, but one is an offset_mapping bug and the other is a stale phonemizer backend state bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "These are separate import failures from different packages and missing names." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and multi-label example classification are unrelated issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing module import and a LayoutLMv3 error-message clarity issue are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16/FP32 dtype drift in evaluation is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend install behavior and Python 3.14 load failures are different environment problems." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "These affect different generation/multimodal code paths and do not describe the same defect." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 implementation mismatch versus Qwen3_5 image-triggered infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a docstring parameter mismatch; the other is import-time stdout logging from auto_docstring." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is invalid GenerationConfig and the other is a RoPE implementation discussion." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Global tokenization-space behavior changes and phonemizer backend persistence are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad post-upgrade import-error report are not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "A chat-completions API acceptance problem and a VL image-placeholder failure are different endpoints/use cases." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Version-check logic in transformers and a PyTorch version check in flex_attention are different compatibility bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5/MoE-related, but they cover different versions and different from_pretrained failures." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "A tokenizer decoder-type regression and a Deepseek tokenizer correctness regression are different issues." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained saving wrong visual keys and from_pretrained loading errors are related only by model family, not by the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-Python-file errors and a docs typo are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in dataloader threads and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output and SigLIP2 implementation mismatch do not share the same underlying bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-length helper behavior in qwen3_omni_moe and an AuxRequest version check in flex_attention are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "An image-size mismatch in OmDet-Turbo and a broken documentation example for DIA are not duplicates." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are completely 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": 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-10000-520", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44466", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:46328|issue:47116", + "issue:28348|issue:46640", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:43827|issue:45446", + "issue:45092|issue:46762", + "issue:33453|issue:39401", + "issue:42673|issue:42796", + "issue:44263|issue:46762", + "issue:44995|issue:46697", + "issue:43673|issue:46328", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:39379|issue:43688", + "issue:43937|issue:45563", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:42222|issue:43441", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:44466|issue:46002", + "issue:39379|issue:46897" + ], + "prepared_review_unit_hash": "f3b93788332a92498b5eda63ff2849b5a3821e49046044e1c861b7e80ae2cf89", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bug reports spanning tokenizers, generation, attention backends, training, and model-specific regressions. None of the soft-similarity pairs look like the same underlying defect, so no duplicate merges are justified. No PRs were present; issue:43064 is the strongest standalone report to use as a representative issue because it is specific, reproducible, and scoped to one concrete failure mode.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43064 is the clearest canonical-style issue here: it describes one precise, high-impact bug (rank-skewed optimizer state/params under v5 + FSDP2 + PEFT + cpu_ram_efficient_loading=True) with a concrete reproduction setup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43064 is the best standalone issue to keep as a reference because the failure is narrowly defined, actionable, and tied to a specific training code path rather than a broad regression claim.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different problems: unused SGD args vs. evaluate() failing after train(); same training area, but not the same bug or fix." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output fields, but they affect different models and different output objects; not the same code-path defect." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "AutoProcessor bug in missing-backend handling vs. repeated 429 retries during model file fetching; unrelated failure modes." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Feature extractor padding inefficiency is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One is GPT2 FlashAttention 2 support, the other is a generic Flash Attention 2 issue; too broad and not clearly the same defect." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 encoder weight-loading bug vs. AutoProcessor kwargs forwarding; different subsystems and bug mechanics." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type issue in v5 is unrelated to a DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label classification bug vs. pipeline translation support/error-message issue; same general pipeline area only superficially." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipelines vs. a PyTorch version check bug in flex_attention; not the same change or bug." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for remote-code checkpoints vs. numerical differences in Minimax MSA attention; unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both tokenizer-related, but one is a loading regression and the other is wrong offset_mapping for a specific tokenizer." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3 dataloader threads vs. BPE marker handling in Ministral tokenizer; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Minimax attention numerical drift." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash vs. image over-padding; different models and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs. padding inefficiency in SequenceFeatureExtractor; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing Qwen2_5_VL symbol vs. AutoProcessor retry behavior on HTTP 429; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Both involve v5 runtime behavior, but one is optimizer-state corruption during training and the other is generation cache handling; separate code paths." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "mllama mask handling bug vs. auxiliary-loss normalization bug in OLMoE/GPT Oss; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig in GLM-5 vs. stale num_return_sequences warning in paged generate(); not the same issue." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Released-version dependency bump vs. incorrect PyTorch version gate; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs. Gemma4 causal-mask construction; both attention-related but not the same defect." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage vs. RTDetrLoss infeasible cost matrix; unrelated model families and bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model-specific FlashAttention/model-load failures; no shared underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling vs. flash_attention sink-less AttributeError; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights unexpected argument vs. PretrainedConfig type-checking regression; both v5-adjacent but distinct bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose breakage is unrelated to apply_chat_template crashing on empty input." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency vs. NaNs in classification heads; different symptoms and code paths." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask bug is not the same as Florence2's double-shift training-loss bug, even if both touch training logic." + } + ] + }, + "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-10000-520", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:39401|issue:44779", + "issue:45071|issue:46512", + "issue:45071|issue:47059", + "issue:44704|issue:47110", + "issue:44829|issue:45216", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485" + ], + "prepared_review_unit_hash": "6d05a58174983b2229bcdad075763a359b786d526f0649034f53737bddc3c7e3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36074, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidates mostly share broad themes like tokenization, import errors, or model loading, but they describe different concrete failures and code paths. No soft edge should be merged; the only clear duplicate signal is between the two identical Qwen3.5 MoE from_pretrained issues, which is not one of the proposed pairs.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the clearest representative of the set: it is a specific, versioned regression report with a concrete failure mode, and it has an exact duplicate in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the most actionable issue overall because it names a precise model, a reproducible from_pretrained failure, and a clear regression boundary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific generation/tokenization complaints, but one is a GLM-5 GenerationConfig validation error and the other is a Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer correctness, but they are different models and different symptoms: offset_mapping vs general tokenization regression." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking regression is unrelated to dtype handling in from_config." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "A config type-checking bug is unrelated to a CLI completion API breakage." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and special_tokens list handling are separate code paths and failure modes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration is not the same as a save_pretrained checkpoint regression." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing utility bug and a SequenceFeatureExtractor padding inefficiency are different issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched processor shapes are unrelated to the torchvision-missing crash when loading video models." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug is not the same as a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache path collisions for trust_remote_code models are unrelated to repeated HTTP 429 retries in AutoProcessor." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime failure is unrelated to the testing_utils bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type mismatch warning for sam3_* is unrelated to the MobileLLM key error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "These are both import errors, but they concern different missing symbols in different modules." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression and noisy logging are different kinds of bugs." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose model loading and backend mapping validation are different subsystems and failures." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance is unrelated to an MLA layernorm precision/config issue." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig invalid for GLM-5 is unrelated to an unrecognized-model config.json error." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical-behavior complaints, but one is a missing config epsilon and the other is a different attention implementation discrepancy." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size defaults are unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from image_utils is not the same as a broad import breakage after upgrade." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing Qwen3Next projections is different from the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not used and optimizer stepping twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the same as a GLM-5 RoPE implementation discussion." + } + ] + }, + "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-10000-520", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44483|issue:45464", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:44038|issue:44410", + "issue:38617|issue:42757" + ], + "prepared_review_unit_hash": "c3ed7a8fc8f5e7d0d0c3026f6b590db67f15cc21983909265d7cd081c6142c07", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36930, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "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 import/runtime bugs; the shared signal is only that many are v5-era breakages. None of the soft pairs look like true duplicates or the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43122 is the best representative of the broad v5 tokenizer-regression theme in this set; it is user-facing, version-specific, and more general than the narrower model- or import-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the strongest single issue to anchor the cluster because it captures the most general recurring symptom pattern here (behavior changes across 4.57.3 \u2192 5.0) and is closer to a cross-cutting regression than the narrower, model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a wrong decoder-type report and the other is a broader tokenization-difference report; they are not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "These are different training bugs in different models: xLSTM has multiple training blockers, while CohereASR reports a double-shift loss issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5 regressions, but one is about a removed config flag and the other is about unexpected keys/position IDs; different code paths and symptoms." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Completely unrelated: patchtsmixer post_init validation versus AutoProcessor retry behavior on HTTP 429s." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling in chunked prefill is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family model issues, but one is a loading weight-shape mismatch and the other is missing projections in a different architecture." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "An empty-list apply_chat_template IndexError is a different failure mode from a streaming pipeline regression." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are unrelated problems." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches in an image processor is unrelated to an MLA RMS norm epsilon precision mismatch." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is an API request acceptance failure and the other is a Qwen3.5 streaming inference bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support gaps." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return-value handling in an indexer is unrelated to a DeepSeek-v4 dtype/transpose bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is a different defect from the DeepSeek-v4 transpose issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "These are different Qwen3-VL issues: one is a weight-shape mismatch, the other a Qwen3-VL-Moe-specific bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve attention implementations, but one is a Ministral-3 FlashAttention failure and the other is degenerate training under flash_attention_3; not the same fix." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch precision warning on compile is unrelated to BLIP2 dtype fields remaining float32." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config option is unrelated to gguf_file breaking from_pretrained loading." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision is unrelated to a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A video-model crash without torchvision is unrelated to a small testing utility bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline-cache tokenizers failing are different from repeated 429 retries under HF_ENDPOINT." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A sliding_window bug in Qwen3-MoE is unrelated to the testing_utils report." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are indexer/processor bugs, but one is missing an image-patch helper and the other concerns torch.split outputs; different underlying defects." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite-loop image bug and a memory-overflow issue are distinct failure modes with no shared code-path evidence." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A None TOKENIZER_MAPPING_NAMES assumption and a physical-intelligence/fast loading failure are not the same underlying issue." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE diverging from the remote implementation is a broader model-parity issue, not the same as the DeepSeek-v4 comb transpose bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next and a missing config field silently dropped by @strict are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked-prefill cache missing in GenerationMixin and a partial-batch pipeline dropping results are unrelated pipeline behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe regressions and qwen3next missing projections are different model-specific failures." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "These are separate import errors from different modules: layer_type_validation versus is_offline_mode." + } + ] + }, + "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-10000-520", + "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:44117", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:47116" + ], + "soft_pairs": [ + "issue:43097|issue:46050", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:46298|issue:46752", + "issue:43097|issue:43873", + "issue:43986|issue:44484", + "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:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43352|issue:44380" + ], + "prepared_review_unit_hash": "1a33b2730e59c91a728b2db5bb4712f946f9271d98eebf3fabefae0c10ca68b9", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37469, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues were grouped together here. Nearly every soft edge is a false positive; the only close pair is the SmolVLM video-processor duo, but they still describe different bugs rather than one shared fix.", + "confidence": 0.8, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, and none of the issues forms a true duplicate hub for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46655 is the most concrete and specific bug report among the near-match candidates, but it is not a reliable duplicate representative for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is about a removed config flag and the other is a quantization round-trip bug; different underlying failures." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading crashes, but they stem from different missing dependencies and code paths (torchvision vs mistral_common)." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "One is an optimizer-state/rank bug in Trainer with FSDP2+PEFT, the other is Liger Kernel not applied with model_init; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different models and symptoms: xLSTM training bugs vs Florence2 training-loss double-shift." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but one is padding calculation and the other is num_frames semantics; related, not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages; not one shared root cause." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error with AddedToken is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy log message is unrelated to an IndexError in apply_chat_template on empty input." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Both touch save/load or quantization-adjacent behavior, but one is about a removed embedding-tie config and the other is offloading with quantization." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor torchvision import failure is unrelated to a save_pretrained shard-size question." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch precision warning for 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 DeepSeek-related symptoms: a tensor operation bug vs an accuracy regression after upgrade." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only incorrectly allowing API calls is unrelated to a missing embed_tokens.weight in UMT5Encoder." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring future-annotations crash are separate issues in different subsystems." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train() is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to an invalid BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to a pipeline streaming regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save failure and Qwen3_5 infinite-loop behavior are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure is unrelated to pipeline object save_pretrained support." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy class cleanup and noisy logging are unrelated maintenance issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 precision warning is unrelated to Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings on different configs: bfloat16 compile precision vs tie_word_embeddings guidance." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing embedding weight in UMT5Encoder is unrelated to max_shard_size defaults." + }, + { + "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": "Missing Flash Attention 2 support for a model is unrelated to a Python version compatibility problem." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a reproduction of another issue are not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM small-model training bugs are unrelated to Bamba SDPA compile failures." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect v5 pipeline error message is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support for Nemotron and GPT2 attention scaling in SDPA/FlashAttention are different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43097", + "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:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44734", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "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:42175|issue:46365", + "issue:43012|issue:44683", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43618|issue:44380", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43208|issue:43526", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:36683|issue:43475" + ], + "prepared_review_unit_hash": "dad6ee61b8f8d3729e2962db7ba1856b1628712204c919d9a0d8f6690716a035", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36399, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs mostly share broad keywords (v5, import error, attention, MoE, save/load) but do not describe the same concrete bug or code path. I\u2019d reject all soft edges; the set is heterogeneous, so there is no good canonical issue/PR for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is KV-cache continuation indexing in serve while the other is streaming pipeline behavior; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: removed tie_embeddings_and_encoder_decoder behavior vs a noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to an import/Trainer dependency issue." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention, but one is GPT2 scaling being ignored and the other is register() changing callback behavior; not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to Trainer import failure." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/FP8, but one is save_pretrained failing and the other is from_pretrained loading failing; different code paths." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to huggingface_hub CLI completion breakage." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/packages and likely different fixes." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug is unrelated to zero-loss sequence classification behavior." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config vocab_size omission and Apple Silicon TypeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging backend selection and Trainer import dependency conflict are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about bfloat16 precision is not the same as compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is a chat-completions request rejection, the other is a processor crash on batched input; different failures." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation discussion are not the same concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions assignment regression is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing exports from different modules; same symptom class, but not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Gemma4 bidirectional attention masking are separate model behaviors." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but hidden_states being None is a different output-path problem than attentions not being assigned." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe/FP8, but one is a general bug report and the other is FP8 inference support; not one concrete change." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different save paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different model-loading failures with no evidence of the same root cause." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import dependency issues are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention support and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix load regression and Pipeline save_pretrained are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation is unrelated to bidirectional attention masking." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size and SAM3 vision output missing fpn_position_embeddings 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": 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-10000-520", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "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:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:43867|issue:46202", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "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:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964" + ], + "prepared_review_unit_hash": "8ed356231f1bb6b3c0aaef7b9277d55b92b1dbe957d72245dd3b179dada32612", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These pairs are mostly superficial matches: similar words around loading, saving, configs, imports, or testing, but the underlying bugs and code paths differ. No pull requests are present. The cluster is too heterogeneous to have a strong canonical issue.", + "confidence": 0.82, + "canonical_issue_reason": "No single issue is a clean duplicate anchor; the set mixes unrelated import, config, save/load, training, and test failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43867 is the broadest loading-related report and the closest thing to an umbrella, but it still does not represent the whole cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors vs import-time docstring lint stdout noise; unrelated failures." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained failure vs quantized-model roundtrip breakage; different mechanisms." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility issue vs a separate Python 3.14 import/load failure." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config attribute vs optimizer argument handling; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict sorting load error vs incorrect save_pretrained checkpoint contents; load vs save regressions." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure vs cli/huggingface_hub attribute error; different code paths." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing Gemma config field vs special_tokens type error; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Attention-mask construction vs stale config.dtype after from_config; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions assignment bug vs Qwen3.5 checkpoint save regression; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes on different model families; not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate mask bug vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer-state bug vs a cache-strategy typo; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad concern vs broad import errors after version bump; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing weight during load vs Qwen3.5 from_pretrained error; different model-specific issues." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer args ignored vs importing Trainer blocked by datasets; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug vs variable-length position_ids bug; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Load failure on sorted state_dict vs Gemma pipeline roundtrip issue; different bugs." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL box output error vs RTDetrLoss infeasible cost matrix; different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Decoder attention mask bug vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Generic compiled-file import errors vs a Python 3.13 torch.jit parsing/IndentationError; different root causes." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs tp loading OOM; same broad area but not the same concrete defect." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache no_grad proposal vs vague model breakage after 5.0; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star performance regression vs intermittent slow import report; too broad and not the same fix." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load-order state_dict issue vs missing config field silently dropped; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing test seeding vs xdist race on captured_info.txt; different testing problems." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP output field assignment vs optimizer argument usage; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad vs Python-version compatibility; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorted state_dict loading bug vs incorrect visual-encoder save key mapping; related theme but different concrete issue." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing weight vs Qwen3.5 from_pretrained error; unrelated model-specific bugs." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency error vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions missing vs CLIPTextModel structural inconsistency; related family, but different code-path changes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepSeekV3 implementation divergence; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding issue vs inability to load a specific model in latest transformers; 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": 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-10000-520", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43502|issue:44062", + "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:45850|issue:47110", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:43827|issue:44961", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "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:44485|issue:44961", + "issue:44315|issue:44360", + "issue:43352|issue:44961", + "issue:44351|issue:46617" + ], + "prepared_review_unit_hash": "f5f2c68cdba68f69af73246da21a8a04964df717697015fdfa8fa51c195f0932", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39009, + "estimated_input_tokens": 9753, + "estimated_eval_tokens": 19762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is thematically broad but not duplicate-heavy: most items are distinct v5 regressions, import errors, or model-specific bugs that only look similar by wording. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the apparent cluster theme (general v5 breakage), so it is the least-bad canonical issue, though the cluster is still too heterogeneous to be a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best representative of the shared high-level theme of \"v5 breaks many things,\" but it is still too generic to serve as evidence of duplication with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different bugs: network access despite local_files_only vs AddedToken constructor argument collision." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures in different model areas; one is seed setup, the other stale device override." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change and video num_frames semantics are unrelated code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained/moe handling is not the same as missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serve KV-cache indexing crash vs trust_remote_code cache FileNotFoundError are different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both concern loading after v5, but one is AutoTokenizer loading and the other is checkpoint reload/version compatibility; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated: offline-loading network request leak vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different subsystems: missing image-processor method vs cache loading file-not-found." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Generic v5 breakage complaint vs special_tokens list/dict type error; not the same concrete issue." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Model import error and trust_remote_code cache file error are distinct problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad decoration and dummy Conv2d in Sam3PixelDecoder are unrelated changes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage and AttentionInterface.register behavior change affect different APIs." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but missing _tp_plan and from_pretrained error are not enough to prove the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM and v4.57-to-v5.2/v5.3 reload failure are different regressions." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-reporting issue and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a performance regression report are not the same issue." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing and a missing config field are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to documentation confusion about model.forward inputs." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and Chinese performance slowdown after upgrade are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Offline loading/network request bug and performance slowdown are not the same concrete code-path problem." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local_files_only network leakage and FP8 save_pretrained moe behavior are different issues." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision/video-related, but one is num_frames semantics and the other is missing vision backend handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "No_grad decoration for cache updates is unrelated to sync_gpus generation kwargs handling." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting after failed training and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading and generic checkpoint reload regression are different concrete failures." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Bart generation UnboundLocalError and forward-doc confusion are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different model-specific issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file error and PretrainedConfig type checking breakage are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import problem and transformers env CLI breakage are different dependency/feature failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command and config type-checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "transformers env CLI breakage is not the same as the huggingface_hub completion attribute failure." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and layer_type_validation import error are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Performance slowdown report and Gemma-4 audio positional encoding bug are different problems." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command failure and Qwen2_5_VL import error are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and upgrade slowdown report are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support limitation and performance slowdown are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import error and trust_remote_code cache FileNotFoundError are distinct import/loading 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": 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-10000-520", + "nodes": [ + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46218", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:45375|issue:47110", + "issue:43525|issue:47110", + "issue:44315|issue:46209", + "issue:43867|issue:47110", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "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:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:47176", + "issue:43576|issue:44908", + "issue:43352|issue:44393" + ], + "prepared_review_unit_hash": "9c1d669fcfaef83b675d77bc90af074b7c20548820819c68466b59ff42564599", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37444, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers v5 regressions, model-specific config/import failures, and a few performance/lazy-loading complaints. None of the soft pairs look like clear duplicates of the same concrete bug, so I would not merge any of them. The broadest representative issue is the generic v5 breakage report.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best captures the common \"v5 breaks many models\" theme, even though the rest of the cluster is too mixed to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative cluster anchor because it is the least model-specific and best summarizes the shared regression theme across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs. a documentation/behavior mismatch for return_all_scores; different code paths and symptoms." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Vision missing attribute vs. trust_remote_code cache FileNotFoundError; unrelated failures." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Dropped kwargs in RoFormer methods vs. attention implementation not using the attention interface; related area but not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Import errors for different symbols: AutoImageProcessor vs. PreTrainedModel." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained/moe serialization bug vs. FP8 inference support request; different operations." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing deepstack_visual_indexes field vs. special_tokens keys error; different attributes and failure modes." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs. special_tokens list/keys issue; not the same underlying bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs. FP8 inference failure on B200; unrelated areas." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "state_dict sorted loading error vs. special_tokens keys error; different load-time problems." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion vs. video processor num_frames semantics; unrelated model components." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5-35B chat crash vs. broad v5 breakage report; the latter is just an umbrella symptom, not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked_prefill cache missing vs. a typo in cache strategies; different issues." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files vs. an empty generic bug report; no concrete shared failure." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction vs. tensorboard/TensorFlow backend error; unrelated topics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs. missing _tp_plan for tensor parallelism; different model subsystems." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import issue vs. unsafe sys.modules access; same broad area, but not clearly the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion vs. video num_frames semantics; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance issue vs. GenerationMixin cache missing in chunked_prefill; different problems." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination vs. PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env command vs. checkpoint reload incompatibility after v5 upgrade; both v5-related, but not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box output problem vs. infinite loop on a specific image; different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config pad_token_id regression vs. generic \"v5 breaks many models\" umbrella issue; not a duplicate." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models vs. DeepSeek weight conversion script question; different feature areas." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs. generic v5 breakage report; one specific config bug, one umbrella complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Reloading v4.57 checkpoints after v5.2/v5.3 upgrade vs. InternVL2 remote-code meta-init incompatibility; both compatibility issues, but different concrete bugs." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache strategy typo vs. broad v5 regression summary; not the same issue." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage report vs. CLI test failure from huggingface_hub API change; unrelated subsystem." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings guidance vs. cache strategies typo; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker model-type warning vs. Liger Kernel with model_init; different code paths." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import * performance/cleanup issue vs. cannot import Qwen3_5ForCausalLM module; related to imports in general, but not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown report vs. lazy loading malfunction; plausibly related, but not enough evidence to treat as the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in SAM-HQ tests vs. inverse_sqrt scheduler kwargs handling; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Broken transformers env command vs. shell command allowlist bypass security issue; completely different." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command vs. scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2 support gap vs. Qwen3-VL bounding-box hallucination; different models and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "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:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43976|issue:47177", + "issue:43519|issue:44908", + "issue:43576|issue:46218", + "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" + ], + "prepared_review_unit_hash": "ca9bcfeb5d6006f3596648e4e737fd0aa7799aaa9b706755664b8c0550e530f0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40694, + "estimated_input_tokens": 10174, + "estimated_eval_tokens": 20604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: mostly unrelated bugs, regressions, and feature requests with only loose theme overlap around Transformers v5 behavior changes. No soft pair looks like the same concrete underlying bug/change, so none are accepted.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43976 is the most concrete and self-contained regression here, but the overall set does not form a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43976 is the best representative issue because it is specific, actionable, and clearly user-facing, though it should not be treated as a duplicate anchor for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Different bugs: position_ids buffer access error vs a generic placeholder bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo is unrelated to SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "cached_file kwargs passthrough and inverse_sqrt scheduler kwargs are separate problems." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance cleanup is unrelated to the HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup and a testing_utils bug do not share the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version regression is not the same as a missing Qwen3_5 import." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to tied-weight key attribute handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version support and shell-operator allowlist bypass are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to command-substitution bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "These are different model/component bugs with no shared code-path evidence." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading failure are separate issues." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL and video padding are different processor bugs." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application in model_init is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not identify the same issue as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation and tar-slip/zip-slip RCE are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation and RoPE implementation are different bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained and tied-weight-key crashes affect different save/load paths." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility and archive extraction RCE are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are separate bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env CLI and Qwen3_5 import failure are different issues." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance work and VRAM leak across dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation wording and Llama 3.2 model loading regression are not the same defect." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage complaint is unrelated to tar-slip/zip-slip RCE." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad v5 breakage complaint is unrelated to shell-operator allowlist bypass." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation and Gemma-4 audio positional encoding are different model internals." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multithreaded use and RoPE implementation are unrelated." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Import failure for Qwen3_5ForCausalLM is unrelated to archive extraction RCE." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating and a comb.to(...).transpose bug are different DeepSeek-V4 issues." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage and timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and multithreaded VRAM leak are different problems." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage and a Qwen3_5 import error are not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and missing processor.save_pretrained files are different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and Gemma-4 audio positional encoding do not match." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon handling is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are not the same change." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and VRAM leakage across threads are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support for NemotronH and Qwen3_5 import failure are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different import failures: HybridCache missing vs Qwen3_5ForCausalLM import error." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weight key handling and special_tokens list-vs-dict error are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 behavior, but one is broad behavioral change and the other is a specific decoder-type bug; not enough evidence of one underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-520", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45850", + "issue:46018", + "issue:46144", + "issue:47059", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "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", + "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": "679bc3515a7f5474546199e6e271904ef968d53d5501ac053c57e4e769aee608", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1916, + "serialized_chars": 993466, + "estimated_input_tokens": 248367, + "estimated_eval_tokens": 496990 + }, + "budget": { + "node_count": 31, + "item_count": 31, + "soft_pair_count": 29, + "serialized_chars": 26074, + "estimated_input_tokens": 6519, + "estimated_eval_tokens": 13294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues. The only plausible duplicate-style overlap is around Flash Attention 2.0 support requests, where one issue is the generic feature request and another is the GPT-2-specific request.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45250 is the broadest and most representative item in the only clear thematic mini-cluster (Flash Attention 2.0 support).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the best global representative because it is the most general, concise feature request and most likely to subsume nearby FA2 support asks.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: tied-weight-key handling vs CLI completion regression from huggingface_hub." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": true, + "reason": "Both are about Flash Attention 2.0 support; one is the generic request and the other is the GPT-2-specific case." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Completely unrelated topics: dummy/non-technical issue vs shell operator command-substitution bypass." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Completely unrelated topics: dummy/non-technical issue vs allowlist bypass in shell operators." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategy wording is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "General version-regression complaint is not the same underlying issue as the unrelated 'Unemployment' item." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different bugs: AttributeError in tied-weight key lookup vs chat template crash on tool-call messages." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading is unrelated to the ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different model families and likely different code paths." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() mask initialization bug is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance is unrelated to tensor parallel training failure." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow finalization on failure is unrelated to slow from_pretrained loading." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed and forward-doc confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen variants, but one is FP8 inference support and the other is a from_pretrained compatibility error." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models is unrelated to Qwen FP8 support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Weight init behavior in Mamba models is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT type-hint issue is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore_value usage in a model is not the same bug as kwargs not being passed to loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation is unrelated to RoFormer attention implementation details." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different areas and failures: Mask2Former loss behavior vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss behavior is unrelated to the quantization-operation typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT config typing and a quantization typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation is unrelated to a config type-hint issue." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama norm implementation question is unrelated to ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage is unrelated to ModernBERT config typing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:28348 \u2194 issue:45250, is well supported by the shared Flash Attention 2.0 support theme. The rejected pairs are framed narrowly 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": 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": "7c077edf95137d613e2934c7ce66de41572dabe359024e0324c5227e42fb42f3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated: a token truncation option request, a ReduceLROnPlateau-style training utility request, and Wav2Vec2 word-boundary timing offsets. No soft pair should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 11307 is the most active and concretely scoped thread in the cluster, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "11307 is the strongest standalone issue to keep as the representative artifact because it has the highest discussion activity and a clear, specific feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas and user needs: truncation strategy control vs Wav2Vec2 word offset extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: token truncation behavior versus ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "These are separate requests in different parts of the library; they do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "70f4aeac109323a7fcb69cad8a60219b836692f6f03621bf4263696ce96cb747", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like true duplicates: one is about Tapas tokenization parity, one about private-model download/auth error messaging, and one about a generic model load failure for bert-base-uncased. They are only loosely similar at the high level of \"model-related errors.\"", + "confidence": 0.87, + "canonical_issue_reason": "issue:16618 is the broadest and most central model-loading complaint among the three, so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 has the clearest user-facing symptom and is the most general of the three; the others are narrower and concern different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization parity is a different subsystem and problem than a failure to load bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model auth/download error messaging is a different bug from a generic model loading failure for a public model." + } + ] + }, + "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": "a21059f3d79043dcdf49219763b3cd12d960f7f8807454b4eb53a2d51277dd2b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They are not the same underlying request, so the soft duplicate edge should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the more active and established tracker, but it is still distinct from #33260 rather than a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Community contribution: Adding Flash Attention 2 support for more architectures", + "right": "Community contribution: Adding GGUF support for more architectures", + "accept": false, + "reason": "Different feature requests targeting different architectures/code paths; they do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "a6f66679332ac7d00541d4565d3747a299bea2c46f8b9ea12558e0ce536c707f", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a mixed i18n translation cluster rather than one duplicate set: Turkish, Spanish, and Romanian requests are distinct. The only likely true duplicates are the identical generic-placeholder issues and the exact same Thai-titled pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43834 is the best anchor for the duplicate subgroup because it is the earliest of the identical generic-template issues and has the cleanest placeholder title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue representative among the accepted duplicates; it is earliest and most generic, so it best anchors the duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-targeted translation requests; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs. generic placeholder issue; no evidence they are the same request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish translation request versus a generic template issue; not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian); these are separate requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish); separate translation tasks." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian); separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder; not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder; not enough to call them duplicates." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder; separate issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder; not the same request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no concrete evidence of the same translation request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete evidence of the same translation request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical body pattern; likely the same duplicate translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and near-identical body pattern; looks like a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Titles differ materially; too little evidence they are the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Titles differ materially; not enough evidence for duplication." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different visible request text; cannot safely merge as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and almost identical body; likely duplicate issues." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no clear evidence they describe the same request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no clear evidence they describe the same request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different visible request text; not enough to treat as the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no concrete evidence of duplication." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different visible request text; not the same issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and matching body size; strong duplicate signal." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no evidence they are the same request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no evidence they are the same request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: the Turkish/Spanish/Romanian issues are clearly separate by title, the three placeholder issues form a plausible duplicate subgroup, and the two Thai issues are an exact-match duplicate pair. The soft-edge verdicts are conservative overall, with no overreach beyond what the titles, timestamps, and similarity signals support." + }, + "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": "cd94168bdda9ac613f08b8b731def9e935fa5e805ae0617aa65c7f47242fe538", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28612, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28612, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated model-addition requests across different architectures and modalities; none of the soft links look like true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are only superficially similar as \"add model\" requests, but each targets a different model, task, or feature.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for deduping; the cluster is too heterogeneous to treat one request as canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher: similar naming, but different models and likely different implementations." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matching request vs MiniCPM3 architecture request; different domains and code paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition vs DEIMv2 model request; separate model families." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work vs Qwen3-TTS support; different model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config entry vs RF-DETR model addition; unrelated models." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config entry vs XiaoMi MiMo request; different model families." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different vision models; not the same concrete change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detector request vs LFM2.5 Audio support; different modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition vs OpenAI weight-sparse transformer request; unrelated code paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model request vs Qwen3-ASR support; different tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision model request vs Qwen3-TTS support; different tasks and implementations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT language-model request vs Qwen3-ASR audio support; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT model addition vs weight-sparse transformer request; different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; different model families and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR detector request vs NeoBERT language model request; different underlying work." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; both are model requests, but not the same model or code path." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs weight-sparse transformer; different model families and change types." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; distinct model families/modalities." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS support; different model families and tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS support; unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT vs XiaoMi MiMo; unrelated model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE feature request vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT model addition vs generic BERT-like-with-RoPE support; related broad area, but not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support vs XiaoMi MiMo; different targets." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support vs unrelated person-named issue; no overlap in underlying change." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo vs SAM3-LiteText; different model families and modalities." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo vs Qwen3-TTS; different tasks and implementations." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo vs DeepSeek-OCR2; different model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo vs unrelated person-named issue; no duplicate signal." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR: same model family, but different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support vs Voxtral TTS support; both audio-related, but different model-specific integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS vs weight-sparse transformer; different kinds of changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support vs LFM2.5 Audio; both audio-related, but not the same model or code change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR vs EUPE; different model families." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS support; different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS; both audio, but different concrete integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR vs DeepSeek-OCR2; different modalities and implementations." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE vs TIPSv2; both vision-language oriented, but distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT vs unrelated person-named issue; no shared underlying change." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs unrelated person-named issue; no duplicate relationship." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 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": "6fae13a3e67c51aa4233a10dd3a91fcae4f7fee398c621a25f5320580c809540", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, the other is a Vision RoPE refactor. They should not be clustered together.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: the topics, scope, and affected area are different (documentation/vendor listing vs. vision model internals).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global canonical for the other because they describe distinct work with no shared code path or target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and work types; one is a docs addition request, the other is a technical refactor in vision RoPE. No indication they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "92b0ee05868a471d8f0dc92e4ae3640706388a1c4030eeecab8aeaf541428b03", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "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 requests set block decoding, while the other requests DeepSeek v3.2 support. They concern different features and no shared targets or filenames are present.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43037 is the more specific, user-facing feature request, so it is the better canonical anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43037 is the clearest standalone issue in the cluster, but it is not a duplicate of issue:41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles describe different underlying requests: decoding behavior vs model/version support. There is no evidence they refer to the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "01f47978f788c5cc5a079f4fcd65ff8ae196d0c49439a6372e6a5fa4322a5a43", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other is a broader request to integrate TiledMLP for lower memory usage.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly-scoped bug/feature request centered on a specific API flag and code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best representative because it is specific, actionable, and tied to a concrete `from_pretrained()` behavior; 41826 is a separate architectural feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests and code paths: FLCE flag support in `from_pretrained()` versus integrating TiledMLP for memory reduction. They share a general model-optimization theme only." + } + ] + }, + "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": "b597fd12977205bb37b163c0d820304701b73c94680d36d2f041eb4a196c19db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related thematically around Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not merge them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43598 is the cleaner, more concrete Trainer behavior request and is the better representative of the cluster\u2019s theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 has the clearest actionable scope and code-path target (`remove_unused_column` in `Trainer`), making it the best issue to keep as the representative ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but one concerns unused-column removal/customizability while the other concerns FLOPS counting. Different functionality, different code paths, so not a duplicate." + } + ] + }, + "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": "f47ecdabb8e86ab63c3369eca57e28a7bc708b2cb343fa5c16a93b247781b71e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They touch different model families and different auto-class entrypoints.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better representative of the cluster\u2019s general theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the more general and reusable issue title, so it is the best single issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue #43684: Add Qwen3-Omni model registration to AutoModel and AutoModelForConditionalGeneration classes", + "right": "issue #44405: Add AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. They affect different configs and different auto-model paths." + } + ] + }, + "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": "0b0a687f4733f62c3b06d3729b7fda38046f8c75acee0f77bb879906b57fd4f1", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-signal, likely noisy/duplicate issue submissions with very little content. The three \"huggingface\" issues are textually similar, but there isn\u2019t enough concrete bug detail to confidently merge them as the same underlying report; the lone \"Fett\" issue looks unrelated.", + "confidence": 0.43, + "canonical_issue_reason": "Issue #43845 is the earliest of the near-identical \"huggingface\" submissions and is the most reasonable representative if this cluster must be collapsed, but the evidence is extremely thin.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the best issue candidate only by position and title similarity; however, it lacks enough description to be a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles are unrelated at face value ('Fett' vs 'huggingface'); no body or target evidence ties them to the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No meaningful evidence that 'Fett' and 'huggingface' report the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence to connect 'Fett' with the 'huggingface' issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "These are highly similar, but the available metadata is too sparse to confirm they are the same underlying issue rather than separate noisy reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title family, but no concrete description, targets, or references to prove a true duplicate." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical titles alone are not enough here; the reports contain no substantive details to verify 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": 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": "6d5397049d0816d14f20be92cf2a762abb7460fbec31001c95417028468c272b", + "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": "These are low-signal, likely unrelated spam/placeholder issues with no concrete bug reports or shared technical context. The only near-match is the identical pair (44572/44573), but the rest are clearly different topics, so I reject all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44572 is the best representative of the only exact duplicate-looking pair ( / ), with no extra metadata to distinguish it from 44573.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44572 is the strongest cluster anchor because it is an exact duplicate-style placeholder and has the cleanest generic title among the spam entries; still, it is not a meaningful canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders with no evidence of the same underlying issue beyond superficial similarity." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders with no evidence of the same underlying issue beyond superficial similarity." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": " and a documentation enhancement request are not the same bug/change." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": " and a community benchmark tip are unrelated topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": " and \"Check out \\\"Google LLC\\\"\" are unrelated spam-like titles, not a shared concrete issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation enhancement request is unrelated to a spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "These are identical spam placeholders, but there is no underlying bug/change to merge; they are just duplicate junk reports." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a community benchmark tip do not describe the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a different spam-like title are not enough to establish one concrete shared issue." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a community benchmark tip do not describe the same underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a different spam-like title are not enough to establish one concrete shared issue." + } + ] + }, + "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": "2c2e8e53055378c7f95a1c2daa18dccb0afa95b1f7b78089051b18787bfec8df", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to be duplicates of the same energy-efficiency proposal, with identical titles and very similar bodies. Issue #45145 is the better canonical/best issue due to earlier creation and an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 was created first and already has an inbound reference, making it the better canonical thread for this duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the clearest representative of the issue because it appears first and has slightly more discussion context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and near-identical body size/content strongly indicate the same underlying issue; this looks like a duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the issues have identical titles, similar body lengths, and a soft-similarity signal, so treating them as likely duplicates is conservative enough. The canonical-choice rationale is also supported by the earlier creation time and the inbound reference on #45145." + }, + "evaluator_used": true, + "retried": false, + "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": "63b2e0e89f1247d059a3c2e8c29a79f138a44664415e102045d05773e1f24838", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1474, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts are closed issues with only person-name/date titles and no body, links, or shared technical context. They do not appear to describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: neither issue contains a problem description, repro, or technical content to anchor deduplication.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative because both look like empty/non-technical placeholder or spam-like submissions rather than actionable bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only superficial similarity in the title pattern; the names and dates differ and there is no shared underlying issue content." + } + ] + }, + "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": "a1070429a373a5abf30c99aa168edfa8624fca7782d96a80013d43c589813319", + "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": "Both items are empty-content issues with unrelated person/date titles; there is no evidence they describe the same bug or change, so this looks like unrelated noise rather than duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a meaningful canonical duplicate target here; both lack description/context and appear unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles reference different people and dates, and there is no body, linkage, or shared technical context to indicate the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "d1a458c59e76ef8e95d905c04768b6a5a0d3e1f5ade6907c507a8368fe24bf0a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated issues: one requests a Qwen3_5 token-classification model class, while the other requests FP8 training support. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests are about different features and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for this cluster, since the items are not duplicates and do not describe the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: the titles and descriptions point to different enhancements (model architecture support vs FP8 training), with no shared code-path or concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "d0426d9749a5400af494ca52cfa81e29db88933ba9c799568c4ea02bbc9c54fc", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains two true duplicate pairs, not one unified duplicate set: 45870/45871 are exact duplicates, and 45872/45873 are exact duplicates. 45869 is only thematically related (financial data) but is a different dataset/sample announcement.", + "confidence": 0.94, + "canonical_issue_reason": "45872 is the strongest single anchor for the cluster because it is the more detailed DataForge feature request and has an exact duplicate (45873); the other items are either a separate exact-duplicate example issue (45870/45871) or a different dataset announcement (45869).", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best representative overall: it is concrete, detailed, and clearly duplicated by 45873, while the remaining items are either a separate duplicate pair or only loosely related by topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same financial-data theme, but one is a dataset/sample announcement and the other is an example writeup; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related topic only; different artifact type and intent, so not duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and same example request; these look like direct duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge and finance, but one is an example prediction issue and the other is a scraping-service feature request; different underlying requests." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Distinct feature/request scope despite shared finance/DataForge wording; not the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request: example prediction versus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying request; only broad topical overlap." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and same feature request; these are direct duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: 45870/45871 and 45872/45873 are the only strong duplicate pairs supported by identical titles and matching body lengths, while 45869 is only loosely related by topic. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "e45b76cd369843a10d6401fe0fa37ba50df9273b1823b1b715d33f59f7d6f1f6", + "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 look thematically related around static cache and linear-attention failures, but the packet only provides title-level similarity and a soft-similarity signal. With no shared targets, filenames, or body evidence tying them to the same root cause, it is safer to treat them as possibly related but not the same bug.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 46439 is the better canonical candidate because it states a broader, more diagnostic failure mode (`early_initialization` corrupting linear-attention layers) rather than a single downstream symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best overall issue since it is more general and descriptive, but only as the likelier organizing issue rather than a confirmed duplicate root-cause match for 46441.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject as a duplicate link: the evidence is limited to title similarity/soft_similarity, with no shared targets, filenames, or body excerpts showing the same underlying bug. They may be related, but not enough to treat 46441 as clearly the same issue as 46439." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is a bit too confident for the evidence in the packet. We only have title-level similarity plus a `soft_similarity` signal; there are no shared targets, filenames, or body excerpts tying the two issues to the same root cause. It is reasonable to say they may be related, but not enough to state that they definitely describe the same underlying bug or that 46439 likely covers 46441 as a manifestation of it. The conservative call is to keep the soft-edge verdict as uncertain/reject." + }, + "evaluator_used": true, + "retried": true, + "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": "bd64d5740a5609b076e5b8f92712771072abb988fdea79c2fd3a47dcf3464d90", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are exact duplicates describing the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the open duplicate and already has inbound references, so it is the better live tracker for the same bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to keep as the canonical record because it is open, matches #46551 exactly, and is the one receiving references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same described bug, and no evidence of any difference beyond duplicate reporting." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: the two issues have identical titles, identical body length, and a soft-similarity score of 1.0, with #46552 also open and receiving inbound references. The canonical-issue choice 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": "1de31a4f4f7ae85d399637a7663b8e3f846cb8cb954a67aee14180f5fe49f6de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues both mention training failures in object detection, but they describe different symptoms: a tensor size mismatch versus out-of-memory after several epochs. They do not look like the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46657 is the more concrete and actionable report, with a specific tensor size mismatch error; it is a better representative of the cluster than the more general OOM report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best single issue here because it states a clear failure mode and is easier to triage to a specific code-path than the broad memory-growth symptom in 46692.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Both are about training object detection models, but one is a tensor-shape mismatch and the other is an OOM that appears after some epochs. Those are distinct failure modes and not plausibly the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 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": "a3856c2ec5d785fe429e52b80396019910d24401203b1ec876d6c5f2c8af2c99", + "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 two unrelated issues: one about ZeRO-3/zero.Init failing to partition a composite submodule and causing OOM during multi-GPU load, the other about 4-bit auto device mapping incorrectly sending modules to CPU despite sufficient memory. They should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46822 is the clearer representative of the cluster because it is a concrete ZeRO-3 partitioning/initialization bug with a specific model component and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "46822 is the better standalone issue candidate because it has a precise, reproducible code-path symptom and is more narrowly scoped than the 4-bit dispatch report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bugs in different loading paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. They do not appear to share the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-46906-15", + "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", + "issue:47227", + "issue:47256" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47102|issue:47120", + "issue:47120|issue:47227", + "issue:47053|issue:47120", + "issue:47182|issue:47256", + "issue:47182|issue:47227", + "issue:47102|issue:47182", + "issue:47053|issue:47182", + "issue:47227|issue:47256", + "issue:47102|issue:47227", + "issue:47037|issue:47227", + "issue:47102|issue:47256", + "issue:47091|issue:47256" + ], + "prepared_review_unit_hash": "09e797da561a54bc0ec5ecadb2314d226ce99249b91ecbe188817aeb1f4d05db", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 25653, + "estimated_input_tokens": 6414, + "estimated_eval_tokens": 13084 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 48, + "serialized_chars": 25653, + "estimated_input_tokens": 6414, + "estimated_eval_tokens": 13084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are dated \"[serge] integration failure triage\" issues that share a template but appear to be separate day-by-day triage tickets, not duplicates of one underlying bug. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47120 is the most central triage ticket in this set, with the most inbound references and the most discussion activity, so it best represents the cluster if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47256 is the current open ticket and the latest in the sequence, making it the best live issue to keep as the active triage thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Different daily triage dates; same template, but no evidence they track the same underlying failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Separate triage days with only title/template similarity; likely distinct integration runs." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Date-specific triage tickets, not the same bug report." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Looks like the next day's triage issue, not a duplicate of the same failure." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same series of daily triage issues, but for different dates and likely different failures." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same recurring triage template, but separate daily incidents." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different date-stamped triage issues; no shared concrete bug evidence." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "These appear to be distinct daily integration triage threads." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "No indication of one underlying defect; just similar triage formatting." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different day triage tickets, likely separate integration failures." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same broad topic, but not the same concrete failure." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Template similarity only; the issues are dated separately." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Adjacent daily triage issues, but no evidence of duplicate underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Different dates and likely different integration runs; reject as duplicate." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring triage series, not one merged bug." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Daily triage issues for different dates; no concrete same-bug evidence." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "These are separate dated triage tickets, not the same incident." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same subsystem and template, but not the same underlying failure." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "No sign of a single fixable bug across these two daily triage issues." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different date-stamped triage threads with no shared concrete code-path." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "These look like consecutive daily reports, not duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same triage template only; likely separate integration failures." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different dates and no specific bug overlap shown." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Recurring daily triage issues, not one duplicate bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Separate day triage issues; same broad topic does not imply duplicate." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "No evidence these describe the same concrete failure." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Different triage dates, likely different integration breakages." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Template similarity only; not enough to merge as duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47227", + "accept": false, + "reason": "Different daily triage tickets, not the same bug/change." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Adjacent dated triage issues, but no shared concrete failure." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring triage series, but separate incidents." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "No evidence of a single underlying bug across the two dates." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Daily triage tickets with similar wording, but distinct reports." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same broad integration-failure theme only; not a duplicate." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "Separate date-specific triage issues, not one bug report." + }, + { + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "Different daily triage threads with no concrete shared fix target." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "These appear to be consecutive daily triage issues, not duplicates." + }, + { + "left": "issue:47091", + "right": "issue:47256", + "accept": false, + "reason": "Same template and subsystem, but different day/incident." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "No indication they refer to the same underlying integration failure." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Distinct dated triage tickets; reject as duplicate." + }, + { + "left": "issue:47102", + "right": "issue:47227", + "accept": false, + "reason": "Same recurring triage naming, but separate incidents." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Current vs prior daily triage issue; not the same bug." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Different daily integration triage issues, not the same concrete problem." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "Same series of triage tickets, but for different dates." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "No evidence they are duplicates beyond the shared template." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Separate dated triage reports; not one underlying defect." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Different day triage issues with only title similarity." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Latest daily triage ticket and prior one; same pattern, different incident." + } + ] + }, + "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": "9a06378bd73211138f1edbb735ce344844ad67dbadebe16a951aa5c5f253f119", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed issues with the same title and highly similar content, so they are duplicates for the same RWKV7 support request. The issue with discussion activity is the better canonical thread.", + "confidence": 0.98, + "canonical_issue_reason": "issue #46984 is the better canonical issue because it has the same request but more discussion activity, making it the likelier hub for consolidation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #46984 is the best issue representative since it appears to have attracted more conversation while describing the same feature request as #46983.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and very similar issue content indicate the same underlying feature request; this is a straightforward duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: both issues are closed, share the exact title, and have strong soft-similarity evidence; using #46984 as the canonical thread because it has more discussion activity is conservative and supported. No overstatement beyond 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": "34c503a215d3f9f7ccfdcf4dee72fa1335196a80696874401ab5926702989756", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, change, or actionable task, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 47015 is the broader, more general framing of the topic and is the better representative if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the most general and concise statement of the shared theme, so it is the better cluster anchor despite not being a true duplicate of 47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Similar subject matter only; the titles and bodies suggest separate AI/vulnerability-discovery discussion pieces rather than the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 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": "e3e6fef83574ab9dc81dcc1974df5a0768ba7ba15e351d2ab5a647fd7610401a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to be duplicates of the same chat-route bug under a /v1 base_url. They have identical titles and matching body lengths, and 47139 has inbound references, so it is the better canonical thread.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47139 is the better canonical issue because it has the same title as 47138, matching body length, and already has inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47139 is the best issue candidate because it looks like the more established duplicate thread and is already referenced by others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Identical titles and matching body length strongly suggest the same underlying bug report; 47139 is the better anchor because it has inbound references." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The deduplication choice is grounded: the issues have identical titles, identical body lengths, and 47139 has inbound references. However, the soft-edge verdict overstates the evidence by claiming the pair has the \"same body content\"; the packet does not include body text, only length. Please keep the duplicate rationale more conservative (e.g., identical title and strong soft-similarity, with 47139 as the better canonical thread due to inbound references)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-69", + "nodes": [ + "pull_request:44517", + "pull_request:46174", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46780", + "pull_request:46834", + "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:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47105", + "pull_request:47108", + "pull_request:47113", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47212", + "pull_request:47218", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47232", + "pull_request:47234", + "pull_request:47239", + "pull_request:47241", + "pull_request:47243", + "pull_request:47255" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234", + "pull_request:46834|pull_request:47223", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47072|pull_request:47089", + "pull_request:47202|pull_request:47204", + "pull_request:47077|pull_request:47078", + "pull_request:47072|pull_request:47229", + "pull_request:47204|pull_request:47243", + "pull_request:47108|pull_request:47202", + "pull_request:47105|pull_request:47129", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:46266|pull_request:46957", + "pull_request:47234|pull_request:47241", + "pull_request:47113|pull_request:47232", + "pull_request:47166|pull_request:47173", + "pull_request:44517|pull_request:47082", + "pull_request:46912|pull_request:47179", + "pull_request:47163|pull_request:47173", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:46395|pull_request:47181", + "pull_request:47003|pull_request:47204", + "pull_request:46376|pull_request:47202", + "pull_request:47069|pull_request:47089", + "pull_request:47202|pull_request:47241", + "pull_request:46196|pull_request:46995", + "pull_request:47078|pull_request:47239", + "pull_request:47239|pull_request:47255", + "pull_request:46376|pull_request:46995", + "pull_request:46912|pull_request:47173", + "pull_request:47089|pull_request:47113", + "pull_request:47089|pull_request:47231", + "pull_request:46995|pull_request:47181", + "pull_request:47207|pull_request:47218" + ], + "prepared_review_unit_hash": "759a90d790c1c75eef080ed477d93dbf6373dc847776217ad40394676a5c536c", + "component_budget": { + "node_count": 69, + "item_count": 69, + "soft_pair_count": 188, + "serialized_chars": 244414, + "estimated_input_tokens": 61104, + "estimated_eval_tokens": 122464 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 126114, + "estimated_input_tokens": 31529, + "estimated_eval_tokens": 63314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. I only see a few true duplicate-style subclusters: the MPS sine-position-embedding crash fixes, the TimesFM 2.5 moving-average method-name fix, and the CohereASR/PPFormulaNet loss double-shift fixes. Most other soft edges are just shared subsystems, docs/tests, or unrelated model add-ons.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a safe global canonical: the cluster splits into several unrelated subclusters, so picking one representative would be misleading.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR; the strongest duplicate candidates are separate subclusters, so a cluster-wide representative is not well-defined.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": true, + "reason": "Same underlying MPS crash in build_2d_sinusoidal_position_embedding; both fix the shared helper for the same issue." + }, + { + "left": "pull_request:46780", + "right": "pull_request:47234", + "accept": true, + "reason": "Same sine-position-embedding MPS crash fix, just with a different dtype strategy and model coverage." + }, + { + "left": "pull_request:46174", + "right": "pull_request:47234", + "accept": true, + "reason": "Same bug and same code path: float64 sine embeddings crashing on MPS." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47223", + "accept": true, + "reason": "Same TimesFM 2.5 bug: the window_size moving-average call uses the wrong method name." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss double-shift bug in the same forward path." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift issue; 46903 is a superset but shares the core fix." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different bugs: training-loss shift correction vs a MusicGen generate() cache-length typo." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Different fixes in the same model area: Pytest-v9 fp32-module behavior vs CohereASR loss computation." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Unrelated changes: JSON schema enum parsing vs AqlmConfig type error messages." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both touch docker/torch-light.dockerfile, but one removes a builder workflow while the other adds exporter-test deps; not the same change." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Different documentation work: DistilBERT translation vs general Japanese wording cleanup." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47229", + "accept": false, + "reason": "Different code paths and bugs: chat-template JSON schema parsing vs TimesFM method-name typo." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Both are exporter-related, but one changes the torch-light image and the other fixes Executorch exporter logic; not the same PR." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Workflow comment cleanup vs docker builder removal are related only by CI, not the same fix." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different test/model fixes: VITS forward test re-enable vs RT-DETRv2 converter updates." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Different documentation areas: Japanese DistilBERT docs vs KV-cache documentation updates." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are test changes, but they target different models and unrelated XPU/multi-accelerator behavior." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different model modernization efforts; they are not the same bug or change set." + }, + { + "left": "pull_request:47234", + "right": "pull_request:47241", + "accept": false, + "reason": "Both involve position embeddings, but one fixes MPS float64 crashes and the other fixes torch.compile half-precision cumsum behavior in DETR-family masks." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47232", + "accept": false, + "reason": "Different fixes: audio feature/proc requirement annotations vs T5Stack error-message cleanup." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Unrelated test extensions for different quantization/model areas." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Both add model support, but for completely different architectures and code paths." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "Different broad work items: RoPE tests vs Granite model support." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Different test suites for different accelerator/model behavior." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash-linear-attention availability is unrelated to paged-attention XPU tests." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both touch attention internals, but one is SDPA dispatch support and the other is varlen packed-row routing; different changes." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Different new model additions: Param2MoE vs Cosmos3 Edge." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation vs torch-light test dependencies are not the same underlying change." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Different unrelated fixes: num_labels typing vs AqlmConfig error text." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47241", + "accept": false, + "reason": "Docker/CI changes vs DETR-family compile fix; no shared bug." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different attention-related work items; one adds SDPA dispatch support, the other broadens flash-linear-attention availability to MLU." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47239", + "accept": false, + "reason": "Japanese doc wording cleanup vs tokenizer docs clarification are unrelated documentation fixes." + }, + { + "left": "pull_request:47239", + "right": "pull_request:47255", + "accept": false, + "reason": "Different docstring/docs updates for unrelated APIs." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching multimodal support is unrelated to flash-linear-attention availability." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE tests and XPU expectation test updates are separate test-only changes." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "AqlmConfig validation messages vs audio feature/proc requirement annotations are unrelated." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47231", + "accept": false, + "reason": "Unrelated fixes: AqlmConfig error text vs MoonshineStreaming sliding-window off-by-one." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:47207", + "right": "pull_request:47218", + "accept": false, + "reason": "Swin2SR padding fix vs test image-loading refactor; different layers of the codebase." + } + ] + }, + "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": 29, + "review_unit_index": 2, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-69", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46509", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46995", + "pull_request:47003", + "pull_request:47034", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47093", + "pull_request:47105", + "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:47198", + "pull_request:47202", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47216", + "pull_request:47218", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47239", + "pull_request:47241", + "pull_request:47243", + "pull_request:47253", + "pull_request:47255" + ], + "soft_pairs": [ + "pull_request:47093|pull_request:47255", + "pull_request:44775|pull_request:47077", + "pull_request:46196|pull_request:47202", + "pull_request:46509|pull_request:46995", + "pull_request:47082|pull_request:47108", + "pull_request:47089|pull_request:47229", + "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:47204|pull_request:47207", + "pull_request:44517|pull_request:46376", + "pull_request:44775|pull_request:47181", + "pull_request:47077|pull_request:47210", + "pull_request:47204|pull_request:47231", + "pull_request:47231|pull_request:47255", + "pull_request:47175|pull_request:47179", + "pull_request:47093|pull_request:47143", + "pull_request:47093|pull_request:47163", + "pull_request:47229|pull_request:47231", + "pull_request:47163|pull_request:47179", + "pull_request:46266|pull_request:47216", + "pull_request:46836|pull_request:47218", + "pull_request:46376|pull_request:47218", + "pull_request:44775|pull_request:46836", + "pull_request:47239|pull_request:47243", + "pull_request:47108|pull_request:47216", + "pull_request:47077|pull_request:47239", + "pull_request:46836|pull_request:47178", + "pull_request:46912|pull_request:47078", + "pull_request:47082|pull_request:47210", + "pull_request:47108|pull_request:47204", + "pull_request:46957|pull_request:47216", + "pull_request:47166|pull_request:47218", + "pull_request:47175|pull_request:47239", + "pull_request:47082|pull_request:47181", + "pull_request:46895|pull_request:47207", + "pull_request:46912|pull_request:47082", + "pull_request:47243|pull_request:47253", + "pull_request:44775|pull_request:46376", + "pull_request:43451|pull_request:44775", + "pull_request:46376|pull_request:47173", + "pull_request:46196|pull_request:46376", + "pull_request:46196|pull_request:47223", + "pull_request:47034|pull_request:47253", + "pull_request:47069|pull_request:47113", + "pull_request:46266|pull_request:46376", + "pull_request:47078|pull_request:47243", + "pull_request:46957|pull_request:47108", + "pull_request:46266|pull_request:47034", + "pull_request:47069|pull_request:47082", + "pull_request:47207|pull_request:47255", + "pull_request:46376|pull_request:47207", + "pull_request:47105|pull_request:47255", + "pull_request:47198|pull_request:47253", + "pull_request:47003|pull_request:47178", + "pull_request:46895|pull_request:47255", + "pull_request:46912|pull_request:47113", + "pull_request:43451|pull_request:47078", + "pull_request:47113|pull_request:47241", + "pull_request:47113|pull_request:47175", + "pull_request:47175|pull_request:47207", + "pull_request:44517|pull_request:47181", + "pull_request:46376|pull_request:47198", + "pull_request:43451|pull_request:46266", + "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:47223|pull_request:47243", + "pull_request:47223|pull_request:47239", + "pull_request:47077|pull_request:47198" + ], + "prepared_review_unit_hash": "30174757116290fdcff58b7499480ca2f5e7889e830d1564889d4eb363aa8b42", + "component_budget": { + "node_count": 69, + "item_count": 69, + "soft_pair_count": 188, + "serialized_chars": 244414, + "estimated_input_tokens": 61104, + "estimated_eval_tokens": 122464 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 72, + "serialized_chars": 136518, + "estimated_input_tokens": 34130, + "estimated_eval_tokens": 68516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft links connect unrelated model-addition PRs, docs-only edits, test updates, and separate backend fixes. I do not see any pair that looks like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a clear canonical representative because the cluster spans many unrelated areas rather than one duplicated bug or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47093", + "right": "pull_request:47255", + "accept": false, + "reason": "Different model additions/doc examples: OpenPangu-V2 vs Gemma4 docs." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "Different docs changes: parallelism docs vs Japanese DistilBERT translation." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "Unrelated areas: wav2vec2 SDPA dispatch vs docker image cleanup." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46995", + "accept": false, + "reason": "Different features: Nemotron Omni model support vs MLU linear-attention availability." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "Unrelated changes: RoMa keypoint matcher vs doc-builder comment tweak." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47229", + "accept": false, + "reason": "Different fixes: AqlmConfig validation messages vs TimesFM 2.5 method-name bug." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "Separate work on wav2vec2 SDPA dispatch and Granite model support." + }, + { + "left": "pull_request:46267", + "right": "pull_request:47181", + "accept": false, + "reason": "Chat parsing refactor is unrelated to Cosmos3 Edge model support." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model additions: OpenPangu-V2 vs Cosmos3 Edge." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Granite model support and packed SDPA varlen routing are unrelated." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47207", + "accept": false, + "reason": "Docker exporter deps vs Swin2SR padding bug; different code paths." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46376", + "accept": false, + "reason": "Qwen3-TTS model addition vs continuous batching multimodal support." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47181", + "accept": false, + "reason": "Docs-only parallelism update is unrelated to Cosmos3 Edge model support." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47210", + "accept": false, + "reason": "Japanese docs translation vs packed SDPA attention implementation." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47231", + "accept": false, + "reason": "Docker exporter test deps vs MoonshineStreaming window-context fix." + }, + { + "left": "pull_request:47231", + "right": "pull_request:47255", + "accept": false, + "reason": "MoonshineStreaming fix and Gemma4 docstring example are unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "Olmo3 CI expectations vs Granite model support." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions: OpenPangu-V2 vs NeuCodec." + }, + { + "left": "pull_request:47229", + "right": "pull_request:47231", + "accept": false, + "reason": "Distinct preprocessing bugs: TimesFM 2.5 windowing vs MoonshineStreaming sliding context." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", + "accept": false, + "reason": "Paged-attention XPU tests are unrelated to Granite model support." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47216", + "accept": false, + "reason": "Modernizing DINO conversion mappings vs compressed-tensors fp8 support." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47218", + "accept": false, + "reason": "Unlimited OCR model support is unrelated to image-loading test refactors." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47218", + "accept": false, + "reason": "Continuous batching multimodal support vs test image-loading helper refactor." + }, + { + "left": "pull_request:44775", + "right": "pull_request:46836", + "accept": false, + "reason": "Different docs/model areas: parallelism docs vs Unlimited OCR support." + }, + { + "left": "pull_request:47239", + "right": "pull_request:47243", + "accept": false, + "reason": "Tokenizer docs clarification vs ExecuTorch exporter fixes." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47216", + "accept": false, + "reason": "Doc-builder comment change vs compressed-tensors fp8 feature work." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47239", + "accept": false, + "reason": "Different documentation topics: Japanese translation vs tokenizer API wording." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47178", + "accept": false, + "reason": "Unlimited OCR support vs SigLIP checkpoint path cleanup." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "RoPE test tuning across models is unrelated to Japanese wording edits." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47210", + "accept": false, + "reason": "RoMa model support and packed SDPA attention are different changes." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47204", + "accept": false, + "reason": "Doc-builder pin comment vs exporter-related docker dependencies." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47216", + "accept": false, + "reason": "Finegrained FP8 runtime changes are unrelated to compressed-tensors support." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47218", + "accept": false, + "reason": "Quantization test updates vs shared test image-loading helper refactor." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47239", + "accept": false, + "reason": "Olmo3 CI expectations and tokenizer docs are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47181", + "accept": false, + "reason": "RoMa keypoint matcher vs Cosmos3 Edge model support are different features." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47207", + "accept": false, + "reason": "CohereASR loss-shift fix is unrelated to Swin2SR padding behavior." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47255", + "accept": false, + "reason": "RoPE test updates vs Gemma4 docstring example are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47078", + "accept": false, + "reason": "Model addition docs (Molmo2) vs Japanese wording cleanup." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47241", + "accept": false, + "reason": "Audio feature/proc requirements fix vs DETR-family compile bug." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Audio requirements fix is unrelated to Olmo3 CI test updates." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47207", + "accept": false, + "reason": "Olmo3 CI expectations vs Swin2SR over-padding bug are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47181", + "accept": false, + "reason": "Qwen3-TTS model support is unrelated to Cosmos3 Edge model support." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47198", + "accept": false, + "reason": "Continuous batching multimodal support vs GPTBigCode/GPTNeoX backend fixes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Molmo2 model addition and DINO conversion modernization are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Both are model additions, but they target different models and code paths." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47216", + "accept": false, + "reason": "Japanese docs translation vs compressed-tensors fp8 implementation." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "num_labels typing fix vs Olmo3 CI test value updates." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47143", + "accept": false, + "reason": "Qwen3-TTS and NeuCodec are separate model support additions." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47243", + "accept": false, + "reason": "TimesFM 2.5 window_size fix vs ExportedProgram/SymInt handling in exporters." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47239", + "accept": false, + "reason": "TimesFM 2.5 bug fix vs tokenizer documentation clarification." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47198", + "accept": false, + "reason": "Japanese translation docs are unrelated to GPTBigCode/GPTNeoX backend fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 3, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-69", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46310", + "pull_request:46376", + "pull_request:46509", + "pull_request:46658", + "pull_request:46834", + "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:47090", + "pull_request:47096", + "pull_request:47143", + "pull_request:47162", + "pull_request:47163", + "pull_request:47166", + "pull_request:47175", + "pull_request:47181", + "pull_request:47184", + "pull_request:47198", + "pull_request:47210", + "pull_request:47216", + "pull_request:47218", + "pull_request:47219", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47235", + "pull_request:47241", + "pull_request:47243", + "pull_request:47253", + "pull_request:47255" + ], + "soft_pairs": [ + "pull_request:46912|pull_request:47253", + "pull_request:46376|pull_request:47184", + "pull_request:47069|pull_request:47223", + "pull_request:43451|pull_request:46957", + "pull_request:46957|pull_request:47096", + "pull_request:46957|pull_request:47003", + "pull_request:47175|pull_request:47223", + "pull_request:46310|pull_request:47162", + "pull_request:46310|pull_request:47231", + "pull_request:47162|pull_request:47231", + "pull_request:46895|pull_request:47235", + "pull_request:46895|pull_request:47090", + "pull_request:47090|pull_request:47235", + "pull_request:46958|pull_request:47090", + "pull_request:46958|pull_request:47235", + "pull_request:46895|pull_request:46958", + "pull_request:47218|pull_request:47219", + "pull_request:46834|pull_request:47229", + "pull_request:47223|pull_request:47229", + "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:47003|pull_request:47243", + "pull_request:46509|pull_request:47181", + "pull_request:46376|pull_request:46509", + "pull_request:46509|pull_request:47163", + "pull_request:46376|pull_request:47181", + "pull_request:43451|pull_request:46836", + "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:47143|pull_request:47163", + "pull_request:47163|pull_request:47210", + "pull_request:47077|pull_request:47181", + "pull_request:47034|pull_request:47216", + "pull_request:43451|pull_request:47243", + "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: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:47181|pull_request:47255", + "pull_request:43451|pull_request:47181", + "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:43451|pull_request:47241", + "pull_request:47034|pull_request:47096", + "pull_request:47096|pull_request:47241", + "pull_request:43451|pull_request:47166", + "pull_request:47096|pull_request:47166", + "pull_request:43451|pull_request:47184", + "pull_request:43451|pull_request:47253", + "pull_request:47003|pull_request:47241", + "pull_request:47096|pull_request:47143" + ], + "prepared_review_unit_hash": "e463f95edf1bcbf3cbd1d028a5529325f05ad6734578e33d72a8c07d763abdcc", + "component_budget": { + "node_count": 69, + "item_count": 69, + "soft_pair_count": 188, + "serialized_chars": 244414, + "estimated_input_tokens": 61104, + "estimated_eval_tokens": 122464 + }, + "budget": { + "node_count": 38, + "item_count": 38, + "soft_pair_count": 72, + "serialized_chars": 119440, + "estimated_input_tokens": 29860, + "estimated_eval_tokens": 59976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but it contains a few clear duplicate subgroups: MoonshineStreaming sliding-window off-by-one fixes, CohereASR training-loss double-shift fixes, TimesFM 2.5 preprocessing fixes, and a pair of test-image-loading refactors. Most other pairs are only broad subsystem similarity and are not duplicates.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the whole cluster; the strongest duplicate subgroup is the CohereASR loss-shift fixes, where PR 46895 is the cleanest anchor because it has the explicit issue target, minimal scope, and clear bug description.", + "best_issue_reason": null, + "best_pr_reason": "PR 46895 is the best overall representative of an actual duplicate set: it cleanly targets the CohereASR double-shift bug, has an explicit issue link, and is narrower than the later variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46912", + "right": "pull_request:47253", + "accept": false, + "reason": "Unrelated RoPE test tuning vs tensor-parallel lm_head plumbing; same broad area only." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47184", + "accept": false, + "reason": "Continuous batching multimodal support vs test-coverage naming changes; not the same change." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47223", + "accept": false, + "reason": "Num_labels typing fix vs TimesFM window-size cleanup; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Different model additions/features (Molmo2 vs FP8 exporter work); not duplicate." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47096", + "accept": false, + "reason": "Exporter work vs Kimi exportability; different concrete changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47003", + "accept": false, + "reason": "FP8/export work vs OpenVINO exporter; same export subsystem only." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47223", + "accept": false, + "reason": "Olmo3 CI expectation updates vs TimesFM config cleanup; unrelated." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same MoonshineStreaming right-window off-by-one bug; same masking code path and issue target." + }, + { + "left": "pull_request:46310", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming sliding-window right-context bug; same underlying fix." + }, + { + "left": "pull_request:47162", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming right-window off-by-one fix; one is a broader rework of the same bug." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug; both fix the same loss code path." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR double-shift loss bug on the same forward path." + }, + { + "left": "pull_request:47090", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR training-loss bug; same underlying fix scope." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift training-loss issue; same code path." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR loss bug; the implementation differs but the underlying change is the same." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Both target the same CohereASR double-shift bug in the loss computation." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47219", + "accept": true, + "reason": "Both refactor image loading in tests to use HF Hub fixtures/helpers under the same issue." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM 2.5 wrong-method-name bug in preprocessing; essentially the same fix." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Paged-attention/quantization test updates are unrelated test changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "RoPE tests vs Olmo3 CI expectations; different PRs and different targets." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7 flash model scaffolding vs Unlimited OCR model support; different model additions." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU test support vs quantization test expectations; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Paged-attention XPU test support vs accelerator test renaming; not duplicate." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni support vs NeuCodec support; different models." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Continuous batching multimodal work vs Nemotron Omni model support; unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Nemotron Omni support vs paged-attention test changes; different areas." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47181", + "accept": false, + "reason": "Continuous batching feature work vs Cosmos3 Edge model support; not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 model addition vs Unlimited OCR model addition; different model integrations." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", + "accept": false, + "reason": "Nemotron Omni vs Unlimited OCR; unrelated model support." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "Unlimited OCR vs NeuCodec; different model integrations." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "NeuCodec vs Cosmos3 Edge; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47163", + "accept": false, + "reason": "Continuous batching feature vs paged-attention test update; not the same bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 vs Nemotron Omni; different model support PRs." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47181", + "accept": false, + "reason": "Paged-attention test support vs Cosmos3 Edge model support; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47143", + "accept": false, + "reason": "Continuous batching feature work vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Molmo2 vs Cosmos3 Edge; different model support PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 model addition vs paged-attention test change; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47034", + "accept": false, + "reason": "Continuous batching feature work vs Neuron SFT experiment; not duplicate." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step-3.7 flash model work vs NeuCodec; different artifacts." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 vs NeuCodec; different model support." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 vs quantization test updates; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter vs ExecuTorch exporter fixes; only broad export overlap." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47181", + "accept": false, + "reason": "Nemotron Omni support vs Cosmos3 Edge support; different model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support vs OpenVINO exporter support; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model support vs Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47241", + "accept": false, + "reason": "Molmo2 model support vs DETR-family sine embedding compile fix; different code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "Kimi exportability vs DETR-family compile fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47184", + "accept": false, + "reason": "Molmo2 model addition vs accelerator test rename; not duplicate." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter vs DETR-family compile fix; different problems." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47181", + "accept": false, + "reason": "Japanese DistilBERT docs translation vs Cosmos3 Edge model support; different docs/model work." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47216", + "accept": false, + "reason": "Neuron SFT experiment vs compressed-tensors fp8 exporter/quantization; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model support vs ExecuTorch exporter fixes; different workstreams." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47210", + "accept": false, + "reason": "NeuCodec model support vs packed SDPA varlen routing; unrelated." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47198", + "accept": false, + "reason": "Cosmos3 Edge model support vs GPTBigCode/GPTNeoX backend fixes; different code paths." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice model support vs Molmo2 model support; different model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 model support vs Olmo3 CI expectations; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability vs Olmo3 CI expectation updates; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 model support vs Step-3.7 flash model work; different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 vs Kimi exportability; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter vs Kimi exportability; broad exporter similarity only." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 support vs Kimi exportability; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47216", + "accept": false, + "reason": "OpenVINO exporter vs compressed-tensors fp8; different exporter features." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "Kimi exportability vs DETR-family compile fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 model support vs quantization test updates; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter vs ExecuTorch exporter fixes; same broad area only." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47166", + "accept": false, + "reason": "Kimi exportability vs quantization test updates; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47184", + "accept": false, + "reason": "Molmo2 model support vs accelerator test rename; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47253", + "accept": false, + "reason": "Molmo2 model support vs tensor-parallel lm_head support; different features." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter vs DETR-family sine embedding fix; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability vs NeuCodec support; different 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": 1, + "component_count": 29, + "review_unit_index": 4, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-69", + "nodes": [ + "pull_request:46509", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47241" + ], + "soft_pairs": [ + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47241", + "pull_request:46509|pull_request:47096" + ], + "prepared_review_unit_hash": "04e3ea49a5ad421c61e936cab2245ea353e8d6f46c27246419cae2ea0f45ceac", + "component_budget": { + "node_count": 69, + "item_count": 69, + "soft_pair_count": 188, + "serialized_chars": 244414, + "estimated_input_tokens": 61104, + "estimated_eval_tokens": 122464 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 16595, + "estimated_input_tokens": 4149, + "estimated_eval_tokens": 8554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: model onboarding/support PRs, exporter work, an XPU test addition, and a DETR-family bug fix. None of the proposed soft edges look like the same underlying change, so they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items target different subsystems and concrete code paths, so there is no clear duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "47241 is the most self-contained bug fix and the clearest standalone PR, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter work vs NeuCodec model support; different features, files, and code paths." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi exportability changes vs XPU paged-attention test coverage; not the same underlying bug or change." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47241", + "accept": false, + "reason": "NeuCodec model addition vs DETR sine-position embedding compile fix; unrelated functionality." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47096", + "accept": false, + "reason": "Nemotron Omni support vs Kimi exportability; both are model/export related only at a very broad level, but not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 29, + "review_unit_index": 1, + "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": "ae6c7f1795abffc83d496a8340d722168c6e1caefcbb4782f837dd00441c3666", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests in different model areas: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not describe the same 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": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different subsystems and different changesets: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same underlying change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 29, + "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": 29, + "review_unit_index": 1, + "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": "84fbb7627cc99ffdb5c92d60f4f8991a8ae64504e313bed100f247f080cde1a5", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31597, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31597, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one pair looks like a true duplicate: the two fixed_cross_entropy PRs. The rest are superficial similarities across unrelated model additions, test updates, or refactors and should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest canonical representative of the actual bug fix: it directly targets fixed_cross_entropy, has the explicit issue link, and the paired PR 43254 is just an alternate implementation of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative in this cluster because it is the only PR tied to a concrete, shared bug in a specific code path; the other PRs are unrelated changes despite some broad topical overlap.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different targets: Mistral tokenizer API gaps vs Executorch dynamic-shape export tests. Same broad area of model infra, but not the same underlying bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated changes: Mistral tokenizer methods vs adding a new MobileLLM model. No shared code-path problem." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness/auto-loading changes are unrelated to introducing MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs bug fix is unrelated to adding a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different concrete problems: loss utility kwargs handling vs Mistral4 test/model updates." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export tests do not match the Mistral4 test/model fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Exportability tests for decoder-only LM are unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code and a config-resolution ordering fix are different underlying changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes in different model code paths." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill/meta changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor is not the same as fixing Mistral4 tests." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and CLIP-like layernorm typo renaming are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests/model updates do not match adding the TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and class config-resolution ordering are different code-path issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A Mistral4 model/test PR and a model-creation-skill/meta PR are not the same underlying change, even though both touch auto/model-related files." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is unrelated to the model-creation skill/meta PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same fixed_cross_entropy bug by forwarding supported cross_entropy kwargs in the same function; they are alternative implementations of the same concrete code-path change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only clearly mergeable duplicate pair is 43251/43254: they touch the same file, share the same issue target, and both implement the same fixed_cross_entropy kwargs fix. The rest of the pairwise rejections stay conservative and do not overclaim shared bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 29, + "review_unit_index": 1, + "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": "a5b67dc6cdcd129d3ed6fb51b5634c4b8166978d8e15ca7896cafc713b91dda1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both broad GitHub Actions maintenance PRs, but they target different upgrades and do not appear to fix the same concrete problem: one is about Node 24 compatibility across workflow actions, the other is about bumping selected actions to latest versions, especially docker/build-push-action. They overlap in workflow files but are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:42975 is the more specific and self-contained change: it explicitly targets Node 24 compatibility and has a clear compatibility-driven scope.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:42975 is the better canonical PR candidate because its intent is more concrete and narrower; pull_request:42976 is a broader version-bump cleanup with only partial file overlap.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 upgrades workflow actions for Node 24 compatibility, while 42976 bumps other actions to latest versions (notably docker/build-push-action). Shared workflow filenames alone are not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 29, + "review_unit_index": 1, + "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": "4fc19de5a9cb5d0da9693b426cb7812c92f73157f2ca2cd313d8ac61bd2b7760", + "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 distinct model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They only overlap on generic integration files like docs and auto-mapping, not on the same underlying bug or code change. Reject all soft matches.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster is only superficially similar; each PR adds a different model family and code path.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication: none of these PRs is the same change as another, so there is no global representative duplicate to select.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo) with different configs, weights, processors, and tests; shared docs/auto files are generic plumbing only." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different architectures and code paths (ViT NEPA vs CTSM); overlap in auto/docs files does not indicate the same bug or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model integrations; similar repository wiring is not enough to merge them as duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 target different models and supporting code; shared auto/mapping edits are broad integration work, not one concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 29, + "review_unit_index": 1, + "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": "52b3641501d82a196d4a0a66d5dad81df26f508a1271f77039b8f040a29cfbce", + "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": "This cluster is mostly unrelated PRs across Whisper tests, CLIP/ViT tests, FP8 loading, generation validation, CI infra, and YOLOS. The only likely duplicate pair is the two YOLOS device-map fixes, which address the same underlying device-mismatch bug in the same file.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the clearest representative of the YOLOS bug: it directly fixes the runtime device mismatch in `modeling_yolos.py` and also keeps the `_no_split_modules` safeguard. PR 46886 is a narrower precursor, while the other PRs are unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest standalone candidate because it contains the concrete device-placement fix for YOLOS and is more complete than 46886. The rest of the cluster is unrelated or only superficially similar.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-only changes, but they target different models and different failures; not the same underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test fixes and FP8 dequant logic are unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test cleanup is unrelated to generation watermarking/FP8 validation changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tests and YOLOS device-mismatch fixes are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Different model test files and different failures; only a broad test-suite similarity." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to FP8 loading/dequant code." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Model test tweaks are unrelated to generation-config validation and Whisper generation changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different model families and different issues; not mergeable as one fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/loading changes are unrelated to Phimoe CI environment changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These address different subsystems: FP8 dequant vs generation/watermark validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared bug or code path; FP8 quantization and YOLOS device placement are separate." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config validation and CI memory-limit changes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different subsystems and failures; no concrete overlap." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe integration-test CI changes are unrelated to YOLOS device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs fix the same YOLOS device-mismatch problem in `modeling_yolos.py` for `device_map=\"auto\"`; 46922 is the more complete variant." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only supported soft-merge pair is pull_request:46886 and pull_request:46922: they touch the same file, share the same issue target, and both address the YOLOS device-mismatch bug, with 46922 adding the more complete fix. The rest of the pairwise rejections are consistent with the evidence and do not overstate overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 29, + "review_unit_index": 1, + "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": "fe5bbb11d94359b1483585983519dcf307a6292ed94eac2edba8c8c8a0086a25", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are only superficially similar because they are all test/infra-related and titled as non-mergeable checks, but they change different code paths: setup/package metadata, multiple GitHub workflows plus test utilities, and a single security-gate workflow trigger. 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": "PR #46747 is the most self-contained and narrowly scoped change, but it is still not the same underlying change as the others and should not be treated as their canonical match.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: #43488 edits setup.py dependency/version metadata and a test file, while #46747 only switches a workflow trigger from pull_request_target to pull_request in the security gate. Not the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "#43488 is about packaging/versioning and a Vit test tweak; #43532 rewrites several GitHub workflows and test/notification helpers. They do not address one concrete bug or change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Although both touch CI/workflows, #43532 broadly restructures comment/scheduled/slack automation and test utilities, while #46747 makes a single security-gate trigger change. Too different to merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 29, + "review_unit_index": 1, + "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": "6fd2b01aa3d5fc2360e41e34069ce86c3e0bc4db433b43bbee78165879123645", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate pipeline-addition PRs with similar scaffolding but different features: promptable concept segmentation vs promptable visual segmentation. Shared docs/plumbing files are not enough to treat them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs implement different segmentation pipelines and do not fix the same concrete code-path problem.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global best representative for a duplicate cluster because they are distinct feature additions rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying tasks and code paths: concept segmentation vs visual segmentation, with different model/file coverage. Shared pipeline/docs scaffolding is not enough to merge them 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": 10, + "component_count": 29, + "review_unit_index": 1, + "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": "8b57884337d095c4b36dae21d98b5c03ea1c2e773c491963afa4f923b0d0001e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate trainer extensibility PRs: one adds a gradient-accumulation loss-scaling hook, the other adds an overridable signature-column helper. They touch the same file but solve different problems, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the better anchor because it makes a specific behavior change in the training-step loss scaling path and introduces a focused extension point; it is more concrete than the signature-column refactor in #43663.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the strongest representative of the cluster because it targets a well-defined code path and likely corresponds to a single behavioral change that can stand on its own.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: #43651 alters gradient accumulation loss normalization, while #43663 refactors column filtering/signature inspection for trainer extensibility. Same file and theme, but not the same bug or mergeable change set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 29, + "review_unit_index": 1, + "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": "39345333e509954a4f7a37ebb4d7edc4e31f40dbc514aaf1735ec00264afe4bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3662, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3662, + "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 in `src/transformers/cli/serve.py` are tackling the same TypeAdapter-related NameError in the CLI, using different annotation-evaluation fixes.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most concrete, narrowly scoped fix: it directly guards `TypeAdapter` behind `TYPE_CHECKING` and quotes the annotation, matching the reported pydantic-missing NameError.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it targets the exact crash with the smallest surface area, while 43656 is a broader annotation-cleanup style change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs address the same `src/transformers/cli/serve.py` runtime annotation NameError around `TypeAdapter`; they use different but compatible mechanisms (`__future__` annotations vs quoted/type-checking import), so they could plausibly be merged into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs touch `src/transformers/cli/serve.py` and their titles explicitly reference the same TypeAdapter NameError class of bug. The mergeability claim is also conservative enough: `from __future__ import annotations` and a `TYPE_CHECKING`-gated `TypeAdapter` import/quoted annotation are compatible and could be combined into one broader fix. I don\u2019t see an overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 29, + "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": 29, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request: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: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:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "4888c12a0f304900b49b6402bfaf33a111e151a7a1a2b65df91f6c7de6fbc550", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76938, + "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 mostly a theme cluster of output-tracing refactors across many different models, not one duplicate set. Only the GPT-J/CodeGen chain and the GPT-Neo pair look like true duplicates; the rest are different model migrations that share the same broad refactor pattern.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the best representative of the duplicate subcluster: it targets the same GPT-J/CodeGen output-tracing change, is explicitly linked to #43979, and is the broadest/latest concrete implementation among the close matches.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the clearest single PR to keep for this cluster because it captures the strongest same-file/same-change duplicate chain and most fully represents the shared GPT-J/CodeGen refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and different concrete code paths; same high-level tracing theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "FNet/CVT refactor vs DeBERTa refactor; unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target the same GPT-J output-tracing code path in the same file; the title mismatch on 44085 does not change the code-level match." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet vs EfficientNet; same standardization theme but different model code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models and different files; not the same underlying bug/change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 refactor vs DeBERTa refactor; broad theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; separate model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same refactor style, different implementation." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model/file set; these look like duplicate iterations of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; shared output-tracing framework only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are different models with no shared code path." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet refactor vs GPT-J refactor; unrelated model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; only the output-tracing theme overlaps." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; same refactor pattern, different code." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; only a shared refactor style." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different subsystems." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; no shared code path." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5; different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; same pattern, different code." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer vs MPT; only the output-tracing refactor theme overlaps." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; different concrete refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; separate implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT vs Segformer; shared theme only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; unrelated model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; different model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; not the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44056", + "accept": false, + "reason": "FNet/CVT vs MPNet; different models and diffs." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa; only a shared pattern." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet; unrelated implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; same standardization theme but different underlying changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family with matching code-path focus; 44722 is the broader later iteration." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change in the same file; 44722 looks like the consolidated later version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; no shared concrete code path." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet are different model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT vs SpeechT5; same theme only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5; unrelated model code." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs ViT-S; different model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are distinct models; this is not one mergeable PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it distinguishes the broad theme cluster from the few likely duplicate chains, and the accepted soft-edge pairs all appear mergeable as the same bugfix iteration within the same model/file path (especially GPT-J/CodeGen and GPT-Neo)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 29, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "fa814db24dc25e1018708f19ad30a365ac9a6ad9751a3a7f6b56750eced6036a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they do not fix the same underlying bug or implement the same code change. No soft-edge pair should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative of the cluster because it has an explicit issue target and a concrete SpeechT5 output-capture refactor, but it is still distinct from the others.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best overall representative: it is a substantive, end-to-end standardized output capture change with explicit tracking, making it the clearest anchor for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models and code paths (VisualBert vs TextNet); they are not the same change and would not be merged into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model implementations with different tracing plumbing; similarity is thematic only, not a duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are independent refactors in different model files with different output-recording setup; same broad subsystem, not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model-specific migrations to the new decorator style; they do not share a concrete bug or code-path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output capture, but one is SqueezeBert and the other SpeechT5 with different forward signatures and tracing needs; too broad to be 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": 14, + "component_count": 29, + "review_unit_index": 1, + "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": "5506310f4af3e23f3146477e8be4c5930f3d8408fc3efb2132916cdf5e4b3589", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-specific refactors to add output tracing / tuple-return support, not duplicate fixes for one shared bug. They share a pattern and even similar titles, but each PR targets a different code path and model family, so they should stay distinct.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative of the cluster: it spans two model files, introduces both `can_return_tuple` and output-capturing plumbing, and has the largest refactor footprint among the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best single representative of the theme because it shows the most substantial version of the output-tracing refactor while still being model-focused and concrete.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations (`timm_backbone` vs `upernet`); same refactor theme, but not the same concrete code change or bug." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated model code paths; both refactor output handling, but they are not duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different subsystems (`timm_backbone` vs `univnet`); same pattern, not the same underlying fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba`/`falcon_mamba` are separate model families; no shared concrete bug to merge into one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model paths (`timm_backbone` vs `rwkv`); similar output-tracing refactor, but not duplicate work." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated model implementations; shared refactor language is insufficient for duplicate status." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `upernet`), so this is not one shared code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate model changes; same general tracing cleanup, but not the same PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` touch different model code paths; no evidence of a single shared fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `speech_encoder_decoder`); these are parallel refactors, not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; similar output-return cleanup but not mergeable as one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model stacks (`vision_text_dual_encoder` vs `upernet`); same thematic refactor, not same bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba`/`falcon_mamba` do not share the same concrete code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code (`vision_text_dual_encoder` vs `depth_anything`); not a duplicate change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are separate models; same refactor style, but not the same underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` vs `mamba`/`falcon_mamba` are unrelated code paths and should not be collapsed." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are distinct model-specific changes, not one shared bug fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are different architectures; the similarity is only in output-tracing refactor wording." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families (`upernet` vs `mamba`/`falcon_mamba`); no evidence they fix the same code-path problem." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba`/`falcon_mamba` and `superpoint` are unrelated implementations; not the same concrete bug or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba`/`falcon_mamba` vs `codegen` are different model paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated code paths; shared refactor language is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` do not fix the same underlying problem." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families (`upernet` vs `codegen`); these are separate refactors." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated model implementations; not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are separate model-specific tracing refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are different code paths; same theme, not same fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated models; no single underlying bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are distinct model implementations; not mergeable as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are separate code paths; only the refactor motif is shared." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models; not the same concrete change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are parallel but distinct encoder-decoder refactors, not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` touch different model code; no shared bug fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are separate model paths; same pattern, not same issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; not a duplicate pair." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` do not share a concrete code-path problem." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are distinct model-specific refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are separate model implementations; same tracing idea, different fixes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are unrelated code paths; not duplicates." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are different models; no evidence they should 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": 15, + "component_count": 29, + "review_unit_index": 1, + "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": "86a94778134724f6a8327e1946e052193d2a7e292b994403571c42a91d32af64", + "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 unrelated model-addition PRs: one implements PenguinVL, the other adds Voxtral TTS. They share only generic Hugging Face integration files, not the same underlying code path or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR for the cluster: 44662 is a PenguinVL implementation and 45401 is a Voxtral TTS integration, so they should not be collapsed together. If one must be picked, 45401 is slightly more anchored by an explicit issue link and a narrower scope.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the better representative only in a weak administrative sense because it has an explicit linked issue and a more focused TTS-specific scope, but it is still not a duplicate of 44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and different concrete implementations: PenguinVL vs Voxtral TTS. Shared auto/model registry files are incidental and do not indicate the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 29, + "review_unit_index": 1, + "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": "6104997f95a93a3d7fa87dc58d8398a470be87c1439b55d751b9c6bd7210bf3a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "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 to module/kernel fusion, but they are not the same change: one adds a general module fusion API, while the other wires up n-to-1 kernel fusion via `KernelConfig` and integration hooks. They target different layers and could be merged independently.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature PR: it adds `KernelConfig`-driven fusion plumbing across multiple files and includes a runnable example, whereas #44979 is a lower-level API foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative for the cluster because it implements a specific fusion workflow and spans the broader integration surface; #44979 is more of an enabling API layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related area, but different underlying work: #44979 introduces a generic module fusion API, while #45363 implements `KernelConfig`-based n-to-1 kernel fusion integration. They do not appear to fix the same concrete bug or be mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 29, + "review_unit_index": 1, + "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": "2e6a18615ca790c7235f9bfcb2e5e726485cab675386318a2e8b0cf6b917c54f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests implement the same fix for the Mistral regex patch AttributeError in `tokenization_utils_tokenizers.py`; 45317 is the more complete version because it includes tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick PR 45317 as canonical because it contains the same code fix as 45086 plus an added regression test, making it the fuller representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best standalone PR in the cluster: it fixes the same concrete bug and adds coverage, so it is the strongest merge candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs patch the same code path (`_patch_mistral_regex`) with the same AttributeError fix; 45317 simply adds tests, so they are duplicates of the same underlying change and could be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 29, + "review_unit_index": 1, + "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": "69b2de00efc1bfbf885ba9f437a1361c637f1e90df77a171afb18d187653f31b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH changes, but not the same underlying PR: one is a conversion-mapping/refactor PR for compatibility, the other is a broader model split adding NemotronHDense/NemotronHSparse plus docs/tests. The overlap is at the shared NemotronH codebase, not the same concrete fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical PR for this cluster because it is the broader, more complete NemotronH implementation work: it introduces the dense/sparse model packages, updates auto-mappings, docs, and tests. PR 45115 is a narrower refactor focused on conversion mapping and inheritance cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest representative because it covers the main user-facing change set and the full model split, while 45115 is a partial supporting refactor rather than the primary implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Reject: both touch NemotronH internals, but 45115 is about checkpoint conversion/GraniteMoeHybrid-style renaming, while 45569 adds the dense/sparse model architecture, docs, and tests. They are related maintenance, not the same fix that could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 29, + "review_unit_index": 1, + "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": "81900dbb60e9d0230cdcb6dd33ef31b749d07179d1a4af68ecb770bccaaae708", + "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 by theme (typing/type-checking work) but they are not the same underlying change. PR 45415 is a broad repo-wide type-checking pass, while PR 45425 adds typing support helpers and fixes for a smaller set of typing-specific integration points.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the best representative because its title and diff describe the broader, more general change: enabling type checking across many `src/transformers/*` files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the strongest cluster anchor since it spans many files and captures the overall type-checking initiative better than the narrower helper/typing-fix PR 45425.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related and share a few files, but 45415 is a broad type-checking sweep across many modules whereas 45425 adds specific typing protocols/helpers and fixes for modeling/PEFT code paths. They do not look like one mergeable PR or the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 29, + "review_unit_index": 1, + "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": "31cb077511532fe47dea3118d8dd08ea3c1e61e4e7e7dc5bd88b11e3a9a7ae10", + "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 two different EP-related pull requests, but they fix different failure modes and should not be merged as duplicates. One is about preserving distributed_config/EP metadata for accelerate+ZeRO-3 loading, the other is about preventing expert parameters from being overwritten during FSDP2-style loading/broadcast handling.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the stronger representative of this cluster because it targets a concrete code-path bug in parameter loading (post-shard wrapping to avoid rank-0 broadcast overwrites) across several implementation files, whereas PR 45548 is a narrower config/attribute preservation fix for a different loading scenario.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention expert parallelism, but they address different underlying bugs: 45548 preserves distributed_config and adds has_ep for EP + DeepSpeed ZeRO-3 loading via accelerate launch; 45662 fixes experts being silently overwritten by rank-0 broadcast during loading. Different failure modes and code paths, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 29, + "review_unit_index": 1, + "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": "a66203f53482c290a678909f6b8ab44d07ece1e54ea13cfbfb43ee2ae8025de2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same xdist-related captured_info collision problem in Transformers testing utilities; PR 45645 is the broader superset, adding CI log collection changes on top of the same core fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe output handling and also updates CI to read multiple captured_info files, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it is the more comprehensive implementation of the same underlying bug fix and includes the surrounding workflow handling needed to preserve debug logs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same captured_info/xdist collision in the same testing utility path; 45645 extends the same fix with CI artifact aggregation, so they are overlapping solutions to the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 29, + "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": 23, + "component_count": 29, + "review_unit_index": 1, + "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": "e31126b8734fbbecf895b7df3f09f520b36f9c69c02c004015cd9282979f78ac", + "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": "Two open PRs in the distributed area, but they are not duplicates: #46126 is a focused EP/Trainer integration change, while #46269 is a broad branch-base synchronization PR touching many unrelated areas. Shared filenames are not enough to make them the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more coherent, concrete change: it targets a specific EP + Trainer integration path with a narrow set of related files. #46269 is a broad branch-base PR that spans many subsystems and reads more like an integration umbrella than a single fix/change.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the better representative PR because it has a specific, mergeable purpose and a focused code path. #46269 is too broad and mixed to serve as a clean canonical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Do not merge: the PRs are not the same underlying change. #46126 implements EP + Trainer integration with router/tensor-parallel logic, while #46269 is a large distributed branch-base PR spanning FSDP, tensor parallel, config, and unrelated infrastructure updates. Overlapping files/subsystem alone is insufficient." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 29, + "review_unit_index": 1, + "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": "d08b4a153633869d784afbdb99113d27a44ece67c74d658b7fe28e530e2c3696", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly independent GitHub Actions/workflow maintenance changes. The shared titles and one repeated security-gate file create soft similarity, but the diffs address different workflows or different hardening steps, so they should not be deduped together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are separate workflow updates rather than duplicate fixes for one underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduping; 46554 is the most substantive security-gate change, but it is still distinct from the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin piping for self-comment CI vs security-gate workflow hardening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Same broad maintenance theme, but unrelated code paths and files; not the same fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "One changes command invocation; the other only adds explanatory comments to a security workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different change: self-comment CI shell handling vs secret inheritance removal." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch shell snippets, but in different workflows and for different bugs; not duplicate changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening and benchmark trigger logic are unrelated workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different permission tweaks; no shared underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes are unrelated to assign-reviewers base-ref checkout." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow hardening, but they fix different security concerns in different files." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow hardening tasks; not the same concrete change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and distinct fixes: anti-slop permissions vs reviewer assignment checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Unrelated workflow updates in different files." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Same general CI maintenance area, but different workflows and distinct shell changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security/permission concerns; not duplicate." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout ref vs benchmark trigger conditions are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and distinct code-path changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow dispatch support and docker-image command quoting are separate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated behavior changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow tweaks, but one fixes shell quoting in build CI and the other hardens PR security-gate logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes; not the same underlying issue." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Both are security-gate hardening, but they change different parts of the workflow and could be separate PRs." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Behavioral security-gate change vs comments-only documentation update." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security concerns: diff-based gate checks vs removing inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval logic change vs comments-only update; not duplicate." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Related security theme, but different concrete workflow changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments-only note is not the same as changing secret handling." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Shell quoting fix in one workflow vs comments added to another workflow." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow hardening vs comments-only security note." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different changes; no shared bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner hardening and secret inheritance removal are separate 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": 25, + "component_count": 29, + "review_unit_index": 1, + "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": "0e6fb4031d66cbc888813f43c118ba2027d80b46af613d7ccc044566bb402f28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: #46574 fixes CodeLlama decode-time stripping of real leading spaces, while #46580 fixes DeepSeek-Coder/DeepSeek-LLM loading through AutoTokenizer by adding checkpoint-specific tokenizer-class overrides.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "If forced to choose a representative, #46574 is the more self-contained concrete bug fix with a direct code-path regression and test coverage; #46580 addresses a separate tokenizer-class routing problem.", + "best_issue_reason": null, + "best_pr_reason": "#46574 is the stronger standalone fix candidate because it targets a single, user-visible decoding bug in CodeLlama, but it should not be merged with #46580 since the underlying problems are unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying issues and code paths: CodeLlama decoder stripping vs DeepSeek checkpoint-prefix tokenizer-class selection. They would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "c285d82f2146b066f193a6ef61d16c8ae99183929f2ea4f42f796f7ca1f2386d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same flash-attention 2 long-context regression issue, but they appear to fix different concrete code paths: one corrects the tracing/compile guard around max length handling, while the other changes unpadding behavior and broader FA2 utilities. They are related, but not the same change and not safely mergeable into one PR as-is.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47215 is the better canonical PR: it is later, broader, and appears to subsume the long-context FA2 performance regression with a more complete fix set and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #47215 is the strongest representative of the cluster because it addresses the same reported regression with the wider patch set and likely supersedes the narrower earlier fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": false, + "reason": "Shared issue target and subsystem, but the diffs address different code paths: tracing guard logic in one PR versus unpadding/perf handling in the other. They are related fixes, not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 29, + "review_unit_index": 1, + "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": "c9f5f2c71889e536faa9ae83e28dbd9a4201665a7362a2927b7209dfe18d330b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items concern padding-mask handling, but they fix different code paths: one is a batch-size-1 masking bug in several linear-attention model implementations, and the other is a recurrent-attention utility bug where continued forwards/chunked prefill were skipping masking. Similar theme, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the better cluster representative because it fixes the core masking utility itself, has an explicit issue target, and addresses a distinct recurrent-forward bug rather than a model-by-model workaround.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the strongest standalone PR: it is broader in scope, directly targets the shared masking helper, and its fix is more centralized and reusable than the model-specific patch in PR 46773.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Reject: they address different bugs. 46773 fixes padding masks being skipped for batch size 1 in linear-attention model forward paths; 47087 fixes recurrent-layer masking being skipped on continued forwards/cache continuation. Same subsystem, different behavior and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 29, + "review_unit_index": 1, + "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": "1c0da17ff780bb1b7dcbcffd5b0a7b647de29b5da2c5226270f807163278d60a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11590, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11590, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are five distinct pull requests in different code paths (image-text pipeline stop strings, AnyToAny input key normalization, Gemma4 audio placeholder validation, prompt-lookup length capping, and Qwen Omni batch postprocessing). The soft-similarity links do not indicate true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:47074 is the broadest and most central pipeline-level change in the set, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different bugs and code paths: stop_sequence handling in an image-text pipeline vs tuple/list batch decoding in Qwen Omni postprocessing." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "One normalizes AnyToAny pipeline input keys; the other validates Gemma4 processor placeholder sizing. They are unrelated fixes." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "AnyToAny multimodal input routing is unrelated to prompt-lookup candidate length capping in generation." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "Different subsystems and failure modes: AnyToAny pipeline key normalization vs Qwen Omni batched text postprocessing." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "Prompt lookup length-cap logic and Qwen Omni output decoding address separate problems with no shared concrete code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-5", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47124", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150", + "pull_request:47150|pull_request:47224" + ], + "prepared_review_unit_hash": "9f30c7c8a6a6b59d9492d90e61ac596b865d0ccb0e607b6d84b0c5d3660c78bf", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a bundle of separate test-failure fix PRs, not one single duplicate set. Two soft overlaps are real: EdgeTam\u2019s `original_sizes` kwarg handling and Whisper\u2019s `max_length` update. The umbrella PR 47224 contains both of those fixes plus additional unrelated changes, so it is the best overall representative.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the broad umbrella fix and includes the same EdgeTam and Whisper code-path changes seen in the narrower PRs, so it is the best canonical PR for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47224 is the most comprehensive representative: it subsumes the EdgeTam and Whisper fixes while also covering other serge integration-test failures, making it the best single PR to anchor the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failure modes: EdgeTam kwarg handling vs MiniMax-M3-VL load/offload test setup." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "Unrelated model fixes: EdgeTam input-kwarg filtering vs Falcon-Mamba generation output mismatch." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 contains the same EdgeTam `original_sizes` removal/fallback fix on the same code path." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Different code paths and bugs: EdgeTam backbone kwargs vs Whisper generation length handling." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and symptoms; one is a load/offload test issue, the other is an output mismatch." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix is unrelated to Whisper generation length logic." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba output expectation changes are unrelated to Whisper generation-length behavior." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 includes the same Whisper `generation_config.max_length` fix on the same generation code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats most PRs as separate fixes, identifies only the EdgeTam and Whisper overlaps as real, and uses PR 47224 as an umbrella representative because it includes those code-path changes plus other unrelated serge-test fixes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/manifest.json b/snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4ec55e6d502af96aba5d11f4910c1ebbc0c3e554 --- /dev/null +++ b/snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260711t060022z", + "artifacts": { + "hybrid": "snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-11T06:10:15Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260711T060022Z", + "variant": "hybrid" +} diff --git a/snapshots/20260711T060022Z/manifest.json b/snapshots/20260711T060022Z/manifest.json index 865e86152b588fdd7871ed81ca89032fd88f782a..54029331e2f1639864d05179a1550c04b048e182 100644 --- a/snapshots/20260711T060022Z/manifest.json +++ b/snapshots/20260711T060022Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 58 }, "extracted_at": "2026-07-11T06:00:22Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260711t060022z", + "runs": { + "hybrid-model-20260711t060022z": { + "analysis_id": "hybrid-model-20260711t060022z", + "artifacts": { + "hybrid": "snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260711T060022Z/analysis-runs/hybrid-model-20260711t060022z/manifest.json", + "model": null, + "published_at": "2026-07-11T06:10:15Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260711T060022Z", "watermark": {